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    {"title":"Documentation hub","category":"Documentation","kind":"Documentation","url":"/docs/","description":"Choose the GazeAudit documentation path that matches your research task, from first audit through troubleshooting, peer-review revision, and reproducible publication.","keywords":"Documentation hub Choose the GazeAudit documentation path that matches your research task, from first audit through troubleshooting, peer-review revision, and reproducible publication. Documentation /docs/"}
    
  

  
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    {"title":"Citation, reporting, and reuse guidance","category":"Documentation","kind":"Documentation","url":"/docs/CITATION_AND_REUSE.html","description":"Citation, reporting, and reuse guidance","keywords":"Citation, reporting, and reuse guidance Citation, reporting, and reuse guidance Documentation /docs/CITATION_AND_REUSE.html"}
    
  

  
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    {"title":"GazeAudit 0.1.0 — PyPI and Zenodo publication","category":"Documentation","kind":"Documentation","url":"/docs/EXTERNAL_PUBLICATION_0.1.0.html","description":"GazeAudit 0.1.0 — PyPI and Zenodo publication","keywords":"GazeAudit 0.1.0 — PyPI and Zenodo publication GazeAudit 0.1.0 — PyPI and Zenodo publication Documentation /docs/EXTERNAL_PUBLICATION_0.1.0.html"}
    
  

  
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    {"title":"GazeAudit 0.2.0 external publication record","category":"Reference","kind":"Documentation","url":"/docs/EXTERNAL_PUBLICATION_0.2.0.html","description":"Human-readable verification record for the GazeAudit v0.2.0 GitHub Release and PyPI publication, including exact payload hashes and the Zenodo boundary.","keywords":"0.2.0 release PyPI GitHub trusted publishing hash checksum Zenodo provenance publication GazeAudit 0.2.0 external publication record Human-readable verification record for the GazeAudit v0.2.0 GitHub Release and PyPI publication, including exact payload hashes and the Zenodo boundary. Documentation /docs/EXTERNAL_PUBLICATION_0.2.0.html"}
    
  

  
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    {"title":"GazeAudit publication and validation summary","category":"Documentation","kind":"Documentation","url":"/docs/PUBLICATION_SUMMARY.html","description":"GazeAudit publication and validation summary","keywords":"GazeAudit publication and validation summary GazeAudit publication and validation summary Documentation /docs/PUBLICATION_SUMMARY.html"}
    
  

  
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    {"title":"Publishing GazeAudit","category":"Documentation","kind":"Documentation","url":"/docs/PUBLISHING.html","description":"Publishing GazeAudit","keywords":"Publishing GazeAudit Publishing GazeAudit Documentation /docs/PUBLISHING.html"}
    
  

  
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    {"title":"GazeAudit release qualification","category":"Documentation","kind":"Documentation","url":"/docs/RELEASE.html","description":"GazeAudit release qualification","keywords":"GazeAudit release qualification GazeAudit release qualification Documentation /docs/RELEASE.html"}
    
  

  
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    {"title":"GazeAudit 0.1.0","category":"Documentation","kind":"Documentation","url":"/docs/RELEASE_NOTES_0.1.0.html","description":"GazeAudit 0.1.0","keywords":"GazeAudit 0.1.0 GazeAudit 0.1.0 Documentation /docs/RELEASE_NOTES_0.1.0.html"}
    
  

  
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    {"title":"GazeAudit 0.2.0","category":"Documentation","kind":"Documentation","url":"/docs/RELEASE_NOTES_0.2.0.html","description":"GazeAudit 0.2.0","keywords":"GazeAudit 0.2.0 GazeAudit 0.2.0 Documentation /docs/RELEASE_NOTES_0.2.0.html"}
    
  

  
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    {"title":"GazeAudit scientific methods and validation programme","category":"Documentation","kind":"Documentation","url":"/docs/SCIENTIFIC_METHODS.html","description":"GazeAudit scientific methods and validation programme","keywords":"GazeAudit scientific methods and validation programme GazeAudit scientific methods and validation programme Documentation /docs/SCIENTIFIC_METHODS.html"}
    
  

  
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    {"title":"GazeAudit authoritative validation matrix","category":"Documentation","kind":"Evidence","url":"/docs/VALIDATION_MATRIX.html","description":"GazeAudit authoritative validation matrix","keywords":"GazeAudit authoritative validation matrix GazeAudit authoritative validation matrix Evidence /docs/VALIDATION_MATRIX.html"}
    
  

  
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    {"title":"Articles","category":"Articles","kind":"Article","url":"/docs/articles/","description":"Conceptual articles on measurement uncertainty, analytical robustness, fragility, interpretation, manuscript readiness, and peer-review revision in GazeAudit, with direct routes into practical guides and examples.","keywords":"Articles Conceptual articles on measurement uncertainty, analytical robustness, fragility, interpretation, manuscript readiness, and peer-review revision in GazeAudit, with direct routes into practical guides and examples. Article /docs/articles/"}
    
  

  
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    {"title":"From one pipeline to a robustness audit","category":"Article · Robustness","kind":"Article","url":"/docs/articles/from-one-pipeline-to-a-robustness-audit/","description":"Why a reasonable single analysis pipeline is not the same thing as evidence that a conclusion is robust.","keywords":"From one pipeline to a robustness audit Why a reasonable single analysis pipeline is not the same thing as evidence that a conclusion is robust. Article /docs/articles/from-one-pipeline-to-a-robustness-audit/"}
    
  

  
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    {"title":"How to read a fragile result","category":"Article · Interpretation","kind":"Article","url":"/docs/articles/how-to-read-a-fragile-result/","description":"Interpret analytical fragility as scientific information without turning robustness analysis into post-hoc optimisation.","keywords":"How to read a fragile result Interpret analytical fragility as scientific information without turning robustness analysis into post-hoc optimisation. Article /docs/articles/how-to-read-a-fragile-result/"}
    
  

  
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    {"title":"Measurement uncertainty is a modelling problem","category":"Article · Measurement","kind":"Article","url":"/docs/articles/measurement-uncertainty-is-a-modeling-problem/","description":"Why gaze coordinates, AOI boundaries, and validation error should be treated as part of the scientific model.","keywords":"Measurement uncertainty is a modelling problem Why gaze coordinates, AOI boundaries, and validation error should be treated as part of the scientific model. Article /docs/articles/measurement-uncertainty-is-a-modeling-problem/"}
    
  

  
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    {"title":"Sensitivity analysis is not a search for a stable answer","category":"Article","kind":"Article","url":"/docs/articles/sensitivity-is-not-a-search/","description":"Why defensible sensitivity analysis varies justified assumptions without using the observed endpoint to search for the most reassuring result.","keywords":"sensitivity analysis robustness perturbation specification search sampling missingness spatial error endpoint Sensitivity analysis is not a search for a stable answer Why defensible sensitivity analysis varies justified assumptions without using the observed endpoint to search for the most reassuring result. Article /docs/articles/sensitivity-is-not-a-search/"}
    
  

  
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    {"title":"Evidence map","category":"Evidence","kind":"Case study","url":"/docs/case-studies/","description":"A visual, protocol-bound map of GazeAudit's three frozen real-data validation cases, their perturbations, endpoints, outcomes, and interpretation boundaries.","keywords":"evidence map case studies GazeBase Korthals Pedrotti validation robustness measurement uncertainty sampling missingness detectors frozen outcomes Evidence map A visual, protocol-bound map of GazeAudit's three frozen real-data validation cases, their perturbations, endpoints, outcomes, and interpretation boundaries. Case study /docs/case-studies/"}
    
  

  
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    {"title":"GazeBase — when the right answer is incomplete","category":"Frozen case study · completeness gate","kind":"Case study","url":"/docs/case-studies/gazebase-incomplete/","description":"Why GazeAudit preserved an incomplete multi-detector specification space instead of manufacturing a robustness classification.","keywords":"GazeBase — when the right answer is incomplete Why GazeAudit preserved an incomplete multi-detector specification space instead of manufacturing a robustness classification. Case study /docs/case-studies/gazebase-incomplete/"}
    
  

  
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    {"title":"Korthals — a robust negative AOI result","category":"Frozen case study · measurement uncertainty","kind":"Case study","url":"/docs/case-studies/korthals-target-tracking/","description":"How a frozen target-tracking AOI contrast remained negative after prespecified measurement-error propagation.","keywords":"Korthals — a robust negative AOI result How a frozen target-tracking AOI contrast remained negative after prespecified measurement-error propagation. Case study /docs/case-studies/korthals-target-tracking/"}
    
  

  
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    {"title":"Pedrotti/de Chambrier — a materially fragile endpoint","category":"Frozen case study · sampling and missingness","kind":"Case study","url":"/docs/case-studies/pedrotti-sensitivity/","description":"Sampling-rate and missingness sensitivity for the frozen long-minus-short gaze-path-rate contrast.","keywords":"Pedrotti/de Chambrier — a materially fragile endpoint Sampling-rate and missingness sensitivity for the frozen long-minus-short gaze-path-rate contrast. Case study /docs/case-studies/pedrotti-sensitivity/"}
    
  

  
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    {"title":"GazeBase multi-detector inferential-robustness protocol","category":"Documentation","kind":"Evidence","url":"/docs/case_studies/GAZEBASE_MULTIDETECTOR_PROTOCOL.html","description":"GazeBase multi-detector inferential-robustness protocol","keywords":"GazeBase multi-detector inferential-robustness protocol GazeBase multi-detector inferential-robustness protocol Evidence /docs/case_studies/GAZEBASE_MULTIDETECTOR_PROTOCOL.html"}
    
  

  
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    {"title":"Controlled GazeBase real-data execution","category":"Documentation","kind":"Evidence","url":"/docs/case_studies/gazebase_real_data_execution.html","description":"Controlled GazeBase real-data execution","keywords":"Controlled GazeBase real-data execution Controlled GazeBase real-data execution Evidence /docs/case_studies/gazebase_real_data_execution.html"}
    
  

  
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    {"title":"Conclusion Rule Design Center","category":"Start","kind":"Documentation","url":"/docs/conclusion-rule/","description":"Declare and document a GazeAudit conclusion-recovery rule with an independently defined reference effect, explicit tolerances, sign policy, minimum recovery fraction, timing, interpretation boundaries, reporting language, and governed API routes.","keywords":"conclusion rule recovery robust fragile reference effect tolerance sign minimum recovery fraction known truth publication audit Conclusion Rule Design Center Declare and document a GazeAudit conclusion-recovery rule with an independently defined reference effect, explicit tolerances, sign policy, minimum recovery fraction, timing, interpretation boundaries, reporting language, and governed API routes. Documentation /docs/conclusion-rule/"}
    
  

  
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    {"title":"Data Contract & Schema Mapping Center","category":"Reference","kind":"Documentation","url":"/docs/data-contract/","description":"Map an eye-tracking table into GazeStudy safely, understand constructor versus structural-preflight requirements, and generate a copyable semantic column mapping without renaming vendor columns.","keywords":"GazeStudy data contract schema mapping columns x y timestamp participant trial csv units numeric long form preflight constructor Data Contract & Schema Mapping Center Map an eye-tracking table into GazeStudy safely, understand constructor versus structural-preflight requirements, and generate a copyable semantic column mapping without renaming vendor columns. Documentation /docs/data-contract/"}
    
  

  
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    {"title":"Documentation compass","category":"Start","kind":"Documentation","url":"/docs/documentation-map/","description":"Choose GazeAudit documentation by intent: learn a workflow, complete a task, look up an exact contract, or understand the reasoning and evidence boundary.","keywords":"documentation map compass learn do look up understand tutorial how-to reference explanation examples guides articles case studies Documentation compass Choose GazeAudit documentation by intent: learn a workflow, complete a task, look up an exact contract, or understand the reasoning and evidence boundary. Documentation /docs/documentation-map/"}
    
  

  
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    {"title":"Ecosystem update — September 2026","category":"Documentation","kind":"Documentation","url":"/docs/ecosystem-update-2026-09.html","description":"Ecosystem update — September 2026","keywords":"Ecosystem update — September 2026 Ecosystem update — September 2026 Documentation /docs/ecosystem-update-2026-09.html"}
    
  

  
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    {"title":"Endpoint Definition & Handoff Center","category":"Start","kind":"Documentation","url":"/docs/endpoint-contract/","description":"Declare the scientific quantity that every GazeAudit specification must estimate, preserve units, contrast direction, aggregation, denominator, missingness and non-finite behavior, and generate an auditable endpoint skeleton without inventing calculation code.","keywords":"endpoint definition estimand scientific quantity scalar run_specs contrast unit analysis unit denominator missing nonfinite endpoint drift handoff Endpoint Definition & Handoff Center Declare the scientific quantity that every GazeAudit specification must estimate, preserve units, contrast direction, aggregation, denominator, missingness and non-finite behavior, and generate an auditable endpoint skeleton without inventing calculation code. Documentation /docs/endpoint-contract/"}
    
  

  
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    {"title":"Examples","category":"Examples","kind":"Example","url":"/docs/examples/","description":"Runnable synthetic and project-oriented examples for GazeAudit data preflight, researcher decisions, measurement uncertainty, robustness analysis, troubleshooting and recovery, sensitivity, result interpretation, reviewer reconstruction, post-review reanalysis, response packages, executable revision-package quickstarts, resubmission handoff, bounded reporting, and publication archive design.","keywords":"Examples Runnable synthetic and project-oriented examples for GazeAudit data preflight, researcher decisions, measurement uncertainty, robustness analysis, troubleshooting and recovery, sensitivity, result interpretation, reviewer reconstruction, post-review reanalysis, response packages, executable revision-package quickstarts, resubmission handoff, bounded reporting, and publication archive design. Example /docs/examples/"}
    
  

  
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    {"title":"All structural-QC issues in one synthetic table","category":"Example","kind":"Example","url":"/docs/examples/all-structural-qc-issues/","description":"A fully synthetic GazeAudit example exercising all five implemented structural-QC issue families and all ten current diagnostic detail codes, with interpretation, decision, reporting, and limitation guidance.","keywords":"structural qc all issues coordinate_nonfinite timestamp_nonfinite identifier_missing timestamp_duplicate timestamp_decreasing x_missing y_infinite diagnostics triage All structural-QC issues in one synthetic table A fully synthetic GazeAudit example exercising all five implemented structural-QC issue families and all ten current diagnostic detail codes, with interpretation, decision, reporting, and limitation guidance. Example /docs/examples/all-structural-qc-issues/ Synthetic Data & QC Complete structural-QC diagnostic and triage pattern One review report plus row/group diagnostics covering all current issue families and detail-code types Synthetic flags demonstrate software behavior; they are not default repair, retention, exclusion, or quality rules."}
    
  

  
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    {"title":"Analysis-readiness example","category":"Example","kind":"Example","url":"/docs/examples/analysis-readiness/","description":"Analysis-readiness example","keywords":"Analysis-readiness example Analysis-readiness example Example /docs/examples/analysis-readiness/ Synthetic Data & QC Readiness workflow Readiness diagnostics and cohort-impact summary Teaching workflow; readiness rules remain study-owned."}
    
  

  
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    {"title":"AOI boundary example","category":"Example","kind":"Example","url":"/docs/examples/aoi-boundary/","description":"A complete synthetic example of probabilistic AOI membership near a shared boundary.","keywords":"AOI boundary example A complete synthetic example of probabilistic AOI membership near a shared boundary. Example /docs/examples/aoi-boundary/ Synthetic Measurement uncertainty Uncertainty workflow Probabilistic AOI membership and uncertainty-aware summaries Synthetic geometry and error values are not empirical calibration evidence."}
    
  

  
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    {"title":"Generated API call contracts","category":"Example","kind":"Example","url":"/docs/examples/api-call-contracts/","description":"A fully synthetic interface-reading exercise for required positional arguments, required keyword-only arguments, all-optional signatures, return annotations, and minimal call shapes.","keywords":"api call contract parameters required keyword-only returns minimal call run_specs make_peyes_detector simulate_known_aoi_effect synthetic Generated API call contracts A fully synthetic interface-reading exercise for required positional arguments, required keyword-only arguments, all-optional signatures, return annotations, and minimal call shapes. Example /docs/examples/api-call-contracts/ Documentation-only Documentation & API Interface-reading pattern Interpreted parameter, return, and minimal-call contracts Software-call structure does not choose scientific values."}
    
  

  
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    {"title":"Example catalog","category":"Start","kind":"Example","url":"/docs/examples/catalog/","description":"Browse every governed GazeAudit worked example by data context and methodological focus, with explicit reuse, output, and evidence-boundary contracts.","keywords":"example catalog browse filter synthetic own data documentation software robustness measurement qc peer review publication api Example catalog Browse every governed GazeAudit worked example by data context and methodological focus, with explicit reuse, output, and evidence-boundary contracts. Example /docs/examples/catalog/"}
    
  

  
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    {"title":"Choose the right example","category":"Example","kind":"Example","url":"/docs/examples/choose-the-right-example/","description":"A documentation-only walkthrough showing how to choose a GazeAudit example by learning need, data context, and output without treating catalog filtering as scientific method selection.","keywords":"choose example catalog filter data context focus learn workflow own data robustness reporting reviewer documentation Choose the right example A documentation-only walkthrough showing how to choose a GazeAudit example by learning need, data context, and output without treating catalog filtering as scientific method selection. Example /docs/examples/choose-the-right-example/ Documentation-only Documentation & API Example-selection pattern A chosen learning route with an explicit reason and boundary Catalog filtering chooses learning material, not scientific methods or study parameters."}
    
  

  
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    {"title":"Conclusion-rule edge cases","category":"Example","kind":"Example","url":"/docs/examples/conclusion-rule-edge-cases/","description":"Deterministic synthetic examples for GazeAudit ConclusionRule covering missing tolerances, invalid thresholds, dual-tolerance conjunction, sign recovery, zero reference effects, threshold equality, circular-reference boundaries, and bounded reporting.","keywords":"ConclusionRule recovery robust fragile tolerance sign zero reference threshold edge cases synthetic Conclusion-rule edge cases Deterministic synthetic examples for GazeAudit ConclusionRule covering missing tolerances, invalid thresholds, dual-tolerance conjunction, sign recovery, zero reference effects, threshold equality, circular-reference boundaries, and bounded reporting. Example /docs/examples/conclusion-rule-edge-cases/ Synthetic Interpretation & reporting Reference / tolerance / sign / recovery-threshold edge-case pattern Deterministic branch-recovery tables and summary classifications Teaching reference effects and tolerances are not recommended empirical thresholds or generic robustness rules."}
    
  

  
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    {"title":"Valid, invalid, and reviewable tables","category":"Example","kind":"Example","url":"/docs/examples/data-contract-valid-invalid/","description":"A fully synthetic walkthrough showing which table conditions prevent GazeStudy construction, which construct but require structural review, and which checks belong downstream.","keywords":"GazeStudy data contract valid invalid reviewable missing column nonnumeric empty timestamp duplicate decreasing missing identifier synthetic Valid, invalid, and reviewable tables A fully synthetic walkthrough showing which table conditions prevent GazeStudy construction, which construct but require structural review, and which checks belong downstream. Example /docs/examples/data-contract-valid-invalid/ Synthetic Data & QC Schema-validation and preflight pattern A classified set of constructor failures and structural-review conditions Passing the constructor or structural preflight does not establish measurement or scientific validity."}
    
  

  
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    {"title":"Mapping change audit","category":"Example","kind":"Example","url":"/docs/examples/data-mapping-change-audit/","description":"A fully synthetic provenance exercise showing how source-column renames, source-version changes, unit conversions, coordinate transforms, grouping changes, and exclusions affect the data-mapping record.","keywords":"data mapping change audit provenance rename units conversion coordinate transform participant trial source version preprocessing synthetic Mapping change audit A fully synthetic provenance exercise showing how source-column renames, source-version changes, unit conversions, coordinate transforms, grouping changes, and exclusions affect the data-mapping record. Example /docs/examples/data-mapping-change-audit/ Synthetic Data & QC Mapping-change classification pattern A before/after mapping comparison with an explicit rerun decision A mapping-provenance record improves reconstruction but does not certify preprocessing or scientific validity."}
    
  

  
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    {"title":"Decision-to-report worked example","category":"Example","kind":"Example","url":"/docs/examples/decision-to-report/","description":"Use the deterministic synthetic robustness demo to practice declaring analytical choices, reading the complete 12-specification pattern, and translating it into bounded reporting language.","keywords":"worked example interpretation reporting decision log specification robustness sign magnitude manuscript results synthetic audit Decision-to-report worked example Use the deterministic synthetic robustness demo to practice declaring analytical choices, reading the complete 12-specification pattern, and translating it into bounded reporting language. Example /docs/examples/decision-to-report/ Synthetic Interpretation & reporting Interpretation workflow Bounded reporting language tied to a complete synthetic audit Synthetic result patterns are not empirical evidence for another study."}
    
  

  
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    {"title":"Documentation intent routing","category":"Example","kind":"Example","url":"/docs/examples/documentation-intent-routing/","description":"A fully synthetic exercise showing how one research question moves through learning, task guidance, exact reference, and explanation without collapsing those purposes together.","keywords":"documentation intent learn do look up understand route search compass synthetic guide example reference article Documentation intent routing A fully synthetic exercise showing how one research question moves through learning, task guidance, exact reference, and explanation without collapsing those purposes together. Example /docs/examples/documentation-intent-routing/ Documentation-only Documentation & API Navigation pattern Intent-routed documentation path Navigation routing does not select a scientific method."}
    
  

  
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    {"title":"End-to-end robustness audit","category":"Example","kind":"Example","url":"/docs/examples/end-to-end-robustness/","description":"Run a complete synthetic GazeAudit workflow from canonical study construction through specification execution, stability summaries, and sensitivity diagnostics.","keywords":"End-to-end robustness audit Run a complete synthetic GazeAudit workflow from canonical study construction through specification execution, stability summaries, and sensitivity diagnostics. Example /docs/examples/end-to-end-robustness/ Synthetic Robustness & sensitivity Complete audit workflow Specification results, stability summaries, and sensitivity diagnostics Teaching specifications and endpoints must be rebuilt for a real study."}
    
  

  
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    {"title":"Endpoint drift audit","category":"Example","kind":"Example","url":"/docs/examples/endpoint-drift-audit/","description":"A fully synthetic worked example distinguishing acceptable specification variation from scientific endpoint drift in GazeAudit, including contrast reversal, unit mismatch, aggregation changes, different outcome families, and non-finite endpoint handling.","keywords":"endpoint drift run_specs common endpoint estimand contrast unit aggregation denominator nonfinite missing endpoint specification synthetic Endpoint drift audit A fully synthetic worked example distinguishing acceptable specification variation from scientific endpoint drift in GazeAudit, including contrast reversal, unit mismatch, aggregation changes, different outcome families, and non-finite endpoint handling. Example /docs/examples/endpoint-drift-audit/ Synthetic Robustness & sensitivity Common-endpoint invariance and drift-detection pattern A branch-by-branch endpoint compatibility audit with corrected handoff rules Synthetic endpoint scenarios teach comparability checks; they are not recommended eye-tracking endpoints or effect definitions."}
    
  

  
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    {"title":"Example → study handoff","category":"Example","kind":"Example","url":"/docs/examples/example-to-study-handoff/","description":"A fully synthetic walkthrough showing how to reuse the structure of a GazeAudit robustness example while replacing teaching values with explicitly declared study decisions.","keywords":"example study handoff synthetic own data teaching values defaults thresholds PipelineSpace run_specs decision record adaptation Example → study handoff A fully synthetic walkthrough showing how to reuse the structure of a GazeAudit robustness example while replacing teaching values with explicitly declared study decisions. Example /docs/examples/example-to-study-handoff/ Synthetic Project lifecycle Example-to-study adaptation pattern Study-owned decision inventory and handoff record The walkthrough intentionally does not supply replacement scientific values."}
    
  

  
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    {"title":"Failure → repair → reconciliation","category":"Example","kind":"Example","url":"/docs/examples/execution-ledger-reconciliation/","description":"A fully synthetic GazeAudit execution-ledger example that preserves one invalid combination, one valid technical failure, one non-finite endpoint, one valid not-run branch, and successful repair reruns without changing the scientific specification denominator.","keywords":"execution ledger repair rerun technical failure non finite not run invalid denominator attempt branch reconciliation synthetic Failure → repair → reconciliation A fully synthetic GazeAudit execution-ledger example that preserves one invalid combination, one valid technical failure, one non-finite endpoint, one valid not-run branch, and successful repair reruns without changing the scientific specification denominator. Example /docs/examples/execution-ledger-reconciliation/ Synthetic Robustness & sensitivity Branch identity → attempt history → repair lineage → current-state reconciliation pattern A reconciled execution ledger separating 8 declared branches, 7 valid branches, historical attempt events, and current successful coverage The failure types, repairs, endpoint values, and branch decisions are synthetic teaching material and are not recommended scientific rules."}
    
  

  
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    {"title":"Failed-audit recovery walkthrough","category":"Example","kind":"Example","url":"/docs/examples/failed-audit-recovery/","description":"A fully synthetic break-diagnose-repair example that preserves invalid combinations, valid technical failures, rerun history, and execution denominators.","keywords":"troubleshooting failed audit recovery technical failure invalid specification denominator run_specs exception non finite repair provenance synthetic example Failed-audit recovery walkthrough A fully synthetic break-diagnose-repair example that preserves invalid combinations, valid technical failures, rerun history, and execution denominators. Example /docs/examples/failed-audit-recovery/ Synthetic Robustness & sensitivity Failure-recovery workflow Preserved failure record, repaired rerun, and reconciled denominator Technical repair must not change the scientific branch after outcome inspection."}
    
  

  
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    {"title":"First real audit example","category":"Example","kind":"Example","url":"/docs/examples/first-real-audit/","description":"Run one practical GazeAudit script on deterministic demo data or a canonical eye-tracking CSV and save structural-QC provenance plus robustness tables.","keywords":"csv own data practical executable tutorial audit qc robustness pipeline output First real audit example Run one practical GazeAudit script on deterministic demo data or a canonical eye-tracking CSV and save structural-QC provenance plus robustness tables. Example /docs/examples/first-real-audit/ Demo or user data Data & QC Project template Structural-QC provenance and robustness tables Demo choices must be replaced or justified before use on a real study."}
    
  

  
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    {"title":"Function to evidence walkthrough","category":"Example","kind":"Example","url":"/docs/examples/function-to-evidence/","description":"A fully synthetic navigation exercise that starts from a GazeAudit public symbol and follows its governed path to a guide, runnable example, visual, and evidence boundary.","keywords":"api symbol function deep link example plot evidence boundary run_specs aoi_probabilities read_bids_eyetrack synthetic navigation Function to evidence walkthrough A fully synthetic navigation exercise that starts from a GazeAudit public symbol and follows its governed path to a guide, runnable example, visual, and evidence boundary. Example /docs/examples/function-to-evidence/ Documentation-only Documentation & API Symbol-to-context navigation pattern Function-to-guide-example-visual-evidence route Linked validation evidence remains protocol-bound."}
    
  

  
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    {"title":"Install, verify, first import","category":"Example","kind":"Example","url":"/docs/examples/install-smoke-check/","description":"A software-only GazeAudit smoke check for a fresh virtual environment, optional extras, package identity, public imports, and console commands.","keywords":"install verify smoke check pip venv version import extras console command environment setup Install, verify, first import A software-only GazeAudit smoke check for a fresh virtual environment, optional extras, package identity, public imports, and console commands. Example /docs/examples/install-smoke-check/ Software-only Environment Installation verification workflow Verified package identity, imports, CLI, and environment record Successful installation does not establish scientific validity."}
    
  

  
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    {"title":"Project lifecycle walkthrough","category":"Example","kind":"Example","url":"/docs/examples/project-lifecycle-walkthrough/","description":"A fully synthetic five-stage GazeAudit walkthrough from planning and audit execution through interpretation, peer-review amendment, and final handoff.","keywords":"project lifecycle walkthrough what next onboarding plan audit interpret peer review revision amendment resubmission handoff synthetic example Project lifecycle walkthrough A fully synthetic five-stage GazeAudit walkthrough from planning and audit execution through interpretation, peer-review amendment, and final handoff. Example /docs/examples/project-lifecycle-walkthrough/ Synthetic Project lifecycle Project-stage workflow Five-stage project record from planning through final handoff Synthetic project decisions are teaching choices, not a protocol."}
    
  

  
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    {"title":"Publication and archive handoff example","category":"Example","kind":"Example","url":"/docs/examples/publication-archive-handoff/","description":"Walk through an illustrative manuscript and archive handoff that connects a decision record, complete robustness evidence, scoped wording, provenance, and reproducibility metadata.","keywords":"publication archive handoff manuscript methods results robustness provenance fingerprints reviewer reproducibility example Publication and archive handoff example Walk through an illustrative manuscript and archive handoff that connects a decision record, complete robustness evidence, scoped wording, provenance, and reproducibility metadata. Example /docs/examples/publication-archive-handoff/ Synthetic Peer review & publication Publication handoff pattern Manuscript/archive evidence map and reproducibility handoff Archive completeness does not by itself establish scientific validity."}
    
  

  
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    {"title":"Readiness policy design","category":"Example","kind":"Example","url":"/docs/examples/readiness-policy-design/","description":"A fully synthetic worked example for declaring a primary and alternative GazeAudit readiness policy, previewing trial- versus participant-scope cohort consequences, interpreting policy-relative status, and writing bounded Methods, Results, and limitations text.","keywords":"readiness policy thresholds cohort impact primary alternative trial participant ReadinessThresholds evaluate_analysis_readiness readiness_policy_table reporting synthetic Readiness policy design A fully synthetic worked example for declaring a primary and alternative GazeAudit readiness policy, previewing trial- versus participant-scope cohort consequences, interpreting policy-relative status, and writing bounded Methods, Results, and limitations text. Example /docs/examples/readiness-policy-design/ Synthetic Data & QC Readiness-policy declaration, comparison, denominator, and reporting pattern Primary/alternative readiness policies with policy-relative status and trial/participant cohort-impact interpretation All threshold values are teaching choices for this synthetic fixture; they are not recommended eye-tracking cutoffs."}
    
  

  
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    {"title":"Reference lookup walkthrough","category":"Example","kind":"Example","url":"/docs/examples/reference-lookup-workflow/","description":"A fully synthetic example showing how to answer exact API, denominator, failure, CLI, and frozen-label questions by moving through the GazeAudit reference layer.","keywords":"reference lookup api cli status denominator valid_if run_specs non finite frozen labels synthetic example Reference lookup walkthrough A fully synthetic example showing how to answer exact API, denominator, failure, CLI, and frozen-label questions by moving through the GazeAudit reference layer. Example /docs/examples/reference-lookup-workflow/ Documentation-only Documentation & API Reference lookup pattern Authoritative API, CLI, denominator, or evidence lookup route Reference lookup states contracts; it does not choose research decisions."}
    
  

  
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    {"title":"Reporting-language rewrite","category":"Example","kind":"Example","url":"/docs/examples/reporting-language-rewrite/","description":"A fully synthetic worked exercise that rewrites over-strong GazeAudit manuscript claims into evidence-bounded Methods, Results, and limitation language while preserving runtime status, denominator, execution completeness, and protocol scope.","keywords":"reporting rewrite overclaim methods results limitations qc readiness robustness sensitivity incomplete execution frozen validation synthetic Reporting-language rewrite A fully synthetic worked exercise that rewrites over-strong GazeAudit manuscript claims into evidence-bounded Methods, Results, and limitation language while preserving runtime status, denominator, execution completeness, and protocol scope. Example /docs/examples/reporting-language-rewrite/ Synthetic Interpretation & reporting Evidence object → denominator → claim boundary → bounded rewrite pattern Seven repaired manuscript claims with explicit evidence and limitation boundaries The sentences are synthetic teaching material; they are not manuscript claims about any real study."}
    
  

  
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    {"title":"Revision reproducibility package worked example","category":"Example","kind":"Example","url":"/docs/examples/reproducibility-package-cli/","description":"A synthetic executable-style example that scaffolds a reviewer-revision package, records separate submitted and post-review evidence, demonstrates a missing-file failure, and validates the repaired structure.","keywords":"reproducibility package cli synthetic reviewer revision scaffold validate manifest response matrix evidence map failure repair Revision reproducibility package worked example A synthetic executable-style example that scaffolds a reviewer-revision package, records separate submitted and post-review evidence, demonstrates a missing-file failure, and validates the repaired structure. Example /docs/examples/reproducibility-package-cli/ Synthetic Reproducibility CLI package workflow Validated reviewer-revision package with failure-repair history Structural package validity is not scientific validation."}
    
  

  
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    {"title":"Result-pattern reporting example","category":"Example","kind":"Example","url":"/docs/examples/result-patterns/","description":"Compare four synthetic robustness patterns to practise separating execution completeness, direction stability, magnitude sensitivity, and bounded manuscript wording.","keywords":"result pattern reporting stable sign magnitude fragile incomplete execution synthetic robustness interpretation manuscript wording Result-pattern reporting example Compare four synthetic robustness patterns to practise separating execution completeness, direction stability, magnitude sensitivity, and bounded manuscript wording. Example /docs/examples/result-patterns/ Synthetic Interpretation & reporting Result-pattern interpretation workflow Bounded wording for stable, sensitive, sign-changing, and incomplete audits Synthetic patterns teach interpretation; they are not empirical priors."}
    
  

  
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    {"title":"Reviewer reconstruction worked example","category":"Example","kind":"Example","url":"/docs/examples/reviewer-reconstruction/","description":"Walk through an illustrative GazeAudit manuscript archive as a reviewer and identify what is reconstructable, what is missing, and what must be repaired before submission.","keywords":"reviewer reconstruction manuscript readiness archive methods results limitations execution denominator robustness synthetic example Reviewer reconstruction worked example Walk through an illustrative GazeAudit manuscript archive as a reviewer and identify what is reconstructable, what is missing, and what must be repaired before submission. Example /docs/examples/reviewer-reconstruction/ Synthetic Peer review & publication Reviewer reconstruction workflow Reconstructed claim path plus missing-evidence diagnosis The synthetic archive is for review practice, not empirical validation."}
    
  

  
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    {"title":"Reviewer-requested reanalysis worked example","category":"Example","kind":"Example","url":"/docs/examples/reviewer-requested-reanalysis/","description":"Extend a synthetic submitted GazeAudit record with a reviewer-requested sensitivity analysis while preserving the original denominator, decision history, and manuscript provenance.","keywords":"reviewer revision amendment reanalysis sensitivity post review denominator response letter synthetic robustness Reviewer-requested reanalysis worked example Extend a synthetic submitted GazeAudit record with a reviewer-requested sensitivity analysis while preserving the original denominator, decision history, and manuscript provenance. Example /docs/examples/reviewer-requested-reanalysis/ Synthetic Peer review & publication Post-review amendment workflow Separate submitted and reviewer-requested evidence layers Post-review analyses must not be relabelled as pre-specified."}
    
  

  
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    {"title":"Revision-package quickstart","category":"Example","kind":"Example","url":"/docs/examples/revision-package-quickstart/","description":"Synthetic end-to-end quickstart for creating, populating, validating, and handing off a reviewer-revision provenance package with the real GazeAudit CLI.","keywords":"revision package quickstart reviewer response cli amendment denominator evidence map validate synthetic Revision-package quickstart Synthetic end-to-end quickstart for creating, populating, validating, and handing off a reviewer-revision provenance package with the real GazeAudit CLI. Example /docs/examples/revision-package-quickstart/ Synthetic Peer review & publication Revision-package workflow Created, populated, and structurally validated revision package Package validity establishes provenance structure, not scientific validity."}
    
  

  
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    {"title":"Revision response package worked example","category":"Example","kind":"Example","url":"/docs/examples/revision-response-package/","description":"A synthetic peer-review response package linking reviewer requests to amendment timing, separate denominators, manuscript edits, and archived revision evidence.","keywords":"reviewer response package rebuttal revision amendment denominator manuscript change log archive response letter synthetic Revision response package worked example A synthetic peer-review response package linking reviewer requests to amendment timing, separate denominators, manuscript edits, and archived revision evidence. Example /docs/examples/revision-response-package/ Synthetic Peer review & publication Reviewer-response evidence pattern Linked response, amendment, manuscript-change, and archive records Response structure cannot substitute for justified analysis decisions."}
    
  

  
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    {"title":"Revision-round routing scenarios","category":"Example","kind":"Example","url":"/docs/examples/revision-round-scenarios/","description":"Synthetic peer-review scenarios showing clarification, correction, sensitivity amendments, incomplete post-review execution, endpoint amendments, response records, and revision-package handoff.","keywords":"reviewer revision scenarios rebuttal response amendment correction sensitivity endpoint failed branch denominator package synthetic peer review Revision-round routing scenarios Synthetic peer-review scenarios showing clarification, correction, sensitivity amendments, incomplete post-review execution, endpoint amendments, response records, and revision-package handoff. Example /docs/examples/revision-round-scenarios/ Synthetic Peer review & publication Revision routing scenarios Scenario-specific clarification, correction, amendment, and handoff routes Scenario routes are teaching cases, not editorial rules."}
    
  

  
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    {"title":"Diagnostic interpretation walkthrough","category":"Example","kind":"Example","url":"/docs/examples/robustness-diagnostic-walkthrough/","description":"A deterministic synthetic robustness example that moves from eight finite specification estimates through specification ordering, effect stability, marginal and pairwise sensitivity, plot routes, bounded interpretation, reporting, and an explicit incomplete-execution contrast.","keywords":"robustness diagnostics specification curve effect stability marginal sensitivity pairwise sensitivity plot interpretation synthetic Diagnostic interpretation walkthrough A deterministic synthetic robustness example that moves from eight finite specification estimates through specification ordering, effect stability, marginal and pairwise sensitivity, plot routes, bounded interpretation, reporting, and an explicit incomplete-execution contrast. Example /docs/examples/robustness-diagnostic-walkthrough/ Synthetic Interpretation & reporting Finite-estimate → curve → stability → marginal/pairwise sensitivity → bounded reporting sequence Eight-specification diagnostic tables, exact descriptive summaries, visual routes, and reporting language The factors, estimates, diagnostic values, and interpretation thresholds are synthetic teaching material rather than empirical validation evidence."}
    
  

  
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    {"title":"Sampling sensitivity example","category":"Example","kind":"Example","url":"/docs/examples/sampling-sensitivity/","description":"Downsample a synthetic GazeStudy to controlled target rates and inspect endpoint stability.","keywords":"Sampling sensitivity example Downsample a synthetic GazeStudy to controlled target rates and inspect endpoint stability. Example /docs/examples/sampling-sensitivity/ Synthetic Robustness & sensitivity Sampling sensitivity workflow Endpoint stability across controlled target sampling rates Synthetic target rates do not define acceptable sampling for another study."}
    
  

  
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    {"title":"Search to contract walkthrough","category":"Example","kind":"Example","url":"/docs/examples/search-to-contract/","description":"A fully synthetic example showing how grouped GazeAudit search results lead from an ambiguous query to the correct guide, example, reference, or evidence authority.","keywords":"search grouped results reference guide evidence cli run_specs NaN AOI uncertainty validation contract synthetic walkthrough Search to contract walkthrough A fully synthetic example showing how grouped GazeAudit search results lead from an ambiguous query to the correct guide, example, reference, or evidence authority. Example /docs/examples/search-to-contract/ Documentation-only Documentation & API Search-to-authority navigation pattern Grouped search path to the relevant documentation authority Search ranking is navigation support, not method ranking."}
    
  

  
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    {"title":"Sensitivity protocol worked example","category":"Example","kind":"Example","url":"/docs/examples/sensitivity-protocol/","description":"Build a deterministic synthetic sampling and missingness sensitivity protocol, preserve the declared grid, plot complete curves, and write bounded interpretation.","keywords":"sensitivity protocol sampling missingness perturbation rng plot reporting synthetic endpoint Sensitivity protocol worked example Build a deterministic synthetic sampling and missingness sensitivity protocol, preserve the declared grid, plot complete curves, and write bounded interpretation. Example /docs/examples/sensitivity-protocol/ Synthetic Robustness & sensitivity Predeclared perturbation protocol Sampling and missingness sensitivity tables with reproducible plots and bounded reporting The synthetic ranges and endpoint are teaching values, not recommended thresholds or acquisition standards."}
    
  

  
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    {"title":"Source-level API inspection","category":"Example","kind":"Example","url":"/docs/examples/source-api-inspection/","description":"A fully synthetic documentation exercise showing how to verify GazeStudy, run_specs, and aoi_probabilities from generated signatures through source links and governed pathways.","keywords":"source api inspect signature GazeStudy run_specs aoi_probabilities source link pathway import synthetic Source-level API inspection A fully synthetic documentation exercise showing how to verify GazeStudy, run_specs, and aoi_probabilities from generated signatures through source links and governed pathways. Example /docs/examples/source-api-inspection/ Documentation-only Documentation & API Source-inspection workflow Verified signatures, source links, and pathway context Source inspection describes implementation; it does not justify study choices."}
    
  

  
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    {"title":"Specification curve example","category":"Example","kind":"Example","url":"/docs/examples/specification-curve/","description":"Summarise synthetic multiverse results with ordered estimates, sign stability, and factor sensitivity.","keywords":"Specification curve example Summarise synthetic multiverse results with ordered estimates, sign stability, and factor sensitivity. Example /docs/examples/specification-curve/ Synthetic Robustness & sensitivity Specification-curve workflow Ordered estimates, sign stability, and factor sensitivity summaries Synthetic specifications illustrate mechanics; they are not recommended defaults."}
    
  

  
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    {"title":"Declared → valid → successful","category":"Example","kind":"Example","url":"/docs/examples/specification-denominator-audit/","description":"A fully synthetic GazeAudit specification-space exercise that separates the Cartesian declaration, pre-execution scientific validity, and technical execution outcomes in an 8 declared → 6 valid → 5 successful audit.","keywords":"specification declared valid successful invalid technical failure denominator PipelineSpace valid_if run_specs synthetic multiverse Declared → valid → successful A fully synthetic GazeAudit specification-space exercise that separates the Cartesian declaration, pre-execution scientific validity, and technical execution outcomes in an 8 declared → 6 valid → 5 successful audit. Example /docs/examples/specification-denominator-audit/ Synthetic Robustness & sensitivity Declared → valid → successful denominator and failure-ledger pattern An eight-combination declaration with six valid specifications, five successful endpoints, two predeclared-invalid combinations, and one preserved valid technical failure The factors, levels, validity rule, failure, and estimates are teaching choices; they are not recommended detector, QC, AOI, or robustness decisions."}
    
  

  
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    {"title":"Study preflight example","category":"Example","kind":"Example","url":"/docs/examples/study-preflight/","description":"Run structural QC, inspect row/group diagnostics, record decisions, and preserve deterministic provenance.","keywords":"preflight StudyQCAudit StudyQCDecision diagnostics provenance fingerprint artifact Study preflight example Run structural QC, inspect row/group diagnostics, record decisions, and preserve deterministic provenance. Example /docs/examples/study-preflight/ Synthetic Data & QC Structural-preflight workflow Structural QC diagnostics, decision record, and provenance Structural QC flags are not automatic scientific exclusions."}
    
  

  
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    {"title":"Submission-to-accepted-record worked example","category":"Example","kind":"Example","url":"/docs/examples/submission-to-accepted-record/","description":"A synthetic end-to-end revision example that preserves submitted evidence, reviewer-requested amendments, response records, version changes, and the final editor-facing archive as separate temporal layers.","keywords":"submission revision accepted record resubmission reviewer amendment response manifest editor archive synthetic example final handoff Submission-to-accepted-record worked example A synthetic end-to-end revision example that preserves submitted evidence, reviewer-requested amendments, response records, version changes, and the final editor-facing archive as separate temporal layers. Example /docs/examples/submission-to-accepted-record/ Synthetic Peer review & publication Submission-to-handoff workflow Temporally separated submitted, amended, and final editor-facing records Revision chronology preserves provenance; it does not certify scientific correctness."}
    
  

  
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    {"title":"Execution Ledger & Recovery Center","category":"Start","kind":"Documentation","url":"/docs/execution-ledger/","description":"Preserve declared validity, execution attempts, technical failures, non-finite endpoints, not-run branches, and repaired reruns as documentation-side evidence without inventing run_specs runtime statuses.","keywords":"execution ledger technical failure non finite not run repair rerun run_specs valid denominator attempt history recovery provenance Execution Ledger & Recovery Center Preserve declared validity, execution attempts, technical failures, non-finite endpoints, not-run branches, and repaired reruns as documentation-side evidence without inventing run_specs runtime statuses. Documentation /docs/execution-ledger/"}
    
  

  
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    {"title":"FAQ","category":"Reference","kind":"Start","url":"/docs/faq/","description":"Common questions about GazeAudit installation, scientific scope, uncertainty, robustness, validation, and reproducibility.","keywords":"FAQ Common questions about GazeAudit installation, scientific scope, uncertainty, robustness, validation, and reproducibility. Start /docs/faq/"}
    
  

  
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    {"title":"Getting started","category":"Start","kind":"Start","url":"/docs/getting-started/","description":"Install GazeAudit and run a minimal uncertainty-aware AOI analysis.","keywords":"Getting started Install GazeAudit and run a minimal uncertainty-aware AOI analysis. Start /docs/getting-started/"}
    
  

  
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    {"title":"Guides","category":"Guides","kind":"Guide","url":"/docs/guides/","description":"Task-oriented GazeAudit guides for project setup, researcher decisions, data onboarding, uncertainty, robustness design, troubleshooting, result interpretation, manuscript readiness, peer-review revision checklists and amendments, reviewer responses, resubmission handoff, publication, and interoperability.","keywords":"Guides Task-oriented GazeAudit guides for project setup, researcher decisions, data onboarding, uncertainty, robustness design, troubleshooting, result interpretation, manuscript readiness, peer-review revision checklists and amendments, reviewer responses, resubmission handoff, publication, and interoperability. Guide /docs/guides/"}
    
  

  
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    {"title":"Adapt a synthetic example to your study","category":"Guide","kind":"Guide","url":"/docs/guides/adapt-examples-to-study/","description":"Move from a GazeAudit teaching example to a real study without copying demonstration values, software defaults, endpoints, exclusions, or evidence claims as scientific decisions.","keywords":"adapt example own data synthetic teaching values defaults thresholds endpoint exclusions aoi specification study decisions handoff real study Adapt a synthetic example to your study Move from a GazeAudit teaching example to a real study without copying demonstration values, software defaults, endpoints, exclusions, or evidence claims as scientific decisions. Guide /docs/guides/adapt-examples-to-study/"}
    
  

  
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    {"title":"Analysis-readiness governance","category":"Guide","kind":"Guide","url":"/docs/guides/analysis-readiness/","description":"Analysis-readiness governance","keywords":"Analysis-readiness governance Analysis-readiness governance Guide /docs/guides/analysis-readiness/"}
    
  

  
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    {"title":"AOI uncertainty guide","category":"Guide · Measurement uncertainty","kind":"Guide","url":"/docs/guides/aoi-uncertainty/","description":"Model gaze-position uncertainty and propagate it into probabilistic AOI membership and endpoints.","keywords":"AOI uncertainty guide Model gaze-position uncertainty and propagate it into probabilistic AOI membership and endpoints. Guide /docs/guides/aoi-uncertainty/"}
    
  

  
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    {"title":"Audit decision log template","category":"Template","kind":"Guide","url":"/docs/guides/audit-decision-log-template/","description":"A copy-ready Markdown template for recording source identity, endpoints, QC policy, exclusions, specification factors, perturbations, deviations, failure handling, software identity, and reporting boundaries.","keywords":"decision log template audit plan protocol preregistration source endpoint exclusions qc specification factors perturbations deviations reporting reproducibility Audit decision log template A copy-ready Markdown template for recording source identity, endpoints, QC policy, exclusions, specification factors, perturbations, deviations, failure handling, software identity, and reporting boundaries. Guide /docs/guides/audit-decision-log-template/"}
    
  

  
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    {"title":"Understanding the audit output bundle","category":"Guides","kind":"Guide","url":"/docs/guides/audit-output-bundle/","description":"A practical guide to the files produced by the first GazeAudit workflow, what each artifact answers, and how to keep descriptive robustness evidence separate from scientific interpretation.","keywords":"output bundle artifacts csv study qc specification curve effect stability marginal sensitivity pairwise provenance first audit Understanding the audit output bundle A practical guide to the files produced by the first GazeAudit workflow, what each artifact answers, and how to keep descriptive robustness evidence separate from scientific interpretation. Guide /docs/guides/audit-output-bundle/"}
    
  

  
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    {"title":"Audit record map","category":"Guide","kind":"Guide","url":"/docs/guides/audit-record-map/","description":"Follow a GazeAudit study from source data and researcher-owned decisions through QC, declared specifications, robustness evidence, provenance, and publication claims.","keywords":"audit record lineage provenance decisions outputs artifacts publication claims QC specifications robustness fingerprints manuscript archive Audit record map Follow a GazeAudit study from source data and researcher-owned decisions through QC, declared specifications, robustness evidence, provenance, and publication claims. Guide /docs/guides/audit-record-map/"}
    
  

  
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    {"title":"Claim-boundary reporting","category":"Guide","kind":"Guide","url":"/docs/guides/claim-boundary-reporting/","description":"A cross-method guide for translating GazeAudit structural-QC, readiness, robustness, sensitivity, and frozen validation evidence into denominator-aware Methods, Results, and limitations language without inferential upgrades or status misuse.","keywords":"claim boundary reporting methods results limitations status denominator runtime interpretation robustness readiness qc sensitivity frozen labels overclaim Claim-boundary reporting A cross-method guide for translating GazeAudit structural-QC, readiness, robustness, sensitivity, and frozen validation evidence into denominator-aware Methods, Results, and limitations language without inferential upgrades or status misuse. Guide /docs/guides/claim-boundary-reporting/"}
    
  

  
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    {"title":"Common audit mistakes and repairs","category":"Guide","kind":"Guide","url":"/docs/guides/common-audit-mistakes/","description":"Recognise common robustness-audit failure patterns, understand why they weaken the record, and repair the workflow without hiding inconvenient evidence.","keywords":"mistakes pitfalls repair specification cherry picking failures endpoint drift exclusions interpolation reporting archive provenance Common audit mistakes and repairs Recognise common robustness-audit failure patterns, understand why they weaken the record, and repair the workflow without hiding inconvenient evidence. Guide /docs/guides/common-audit-mistakes/"}
    
  

  
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    {"title":"Design conclusion-recovery rules","category":"Guide","kind":"Guide","url":"/docs/guides/conclusion-rule-design/","description":"Methodological guidance for declaring GazeAudit reference effects, absolute/relative tolerances, sign recovery, minimum recovery fractions, timing, zero-reference behavior, and publication reporting without circular validation or significance reinterpretation.","keywords":"ConclusionRule reference effect tolerance sign recovery robust fragile zero reference circular validation publication audit Design conclusion-recovery rules Methodological guidance for declaring GazeAudit reference effects, absolute/relative tolerances, sign recovery, minimum recovery fractions, timing, zero-reference behavior, and publication reporting without circular validation or significance reinterpretation. Guide /docs/guides/conclusion-rule-design/"}
    
  

  
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    {"title":"Record data-mapping provenance","category":"Guide","kind":"Guide","url":"/docs/guides/data-mapping-provenance/","description":"Preserve source identity, semantic column mappings, units, coordinate conventions, preprocessing transformations, and mapping changes without treating documentation provenance as scientific validation.","keywords":"data mapping provenance manifest source identity units coordinate convention timestamp transformation rename schema GazeStudy record audit Record data-mapping provenance Preserve source identity, semantic column mappings, units, coordinate conventions, preprocessing transformations, and mapping changes without treating documentation provenance as scientific validation. Guide /docs/guides/data-mapping-provenance/"}
    
  

  
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    {"title":"Data onboarding and structural preflight","category":"Guide · Data","kind":"Guide","url":"/docs/guides/data-onboarding/","description":"Map vendor or analysis tables into GazeStudy, inspect structural QC, and preserve transparent provenance before uncertainty or robustness analysis.","keywords":"data import csv GazeStudy preflight QC provenance fingerprint diagnostics decisions artifacts metadata timestamp duplicate Data onboarding and structural preflight Map vendor or analysis tables into GazeStudy, inspect structural QC, and preserve transparent provenance before uncertainty or robustness analysis. Guide /docs/guides/data-onboarding/"}
    
  

  
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    {"title":"Documentation authoring standard","category":"Guide","kind":"Guide","url":"/docs/guides/documentation-authoring/","description":"Author GazeAudit documentation with consistent intent, structure, code examples, accessibility, scientific boundaries, metadata, and maintenance rules.","keywords":"documentation authoring style guide examples code samples headings accessibility placeholders reference how-to tutorial explanation scientific boundaries metadata Documentation authoring standard Author GazeAudit documentation with consistent intent, structure, code examples, accessibility, scientific boundaries, metadata, and maintenance rules. Guide /docs/guides/documentation-authoring/"}
    
  

  
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    {"title":"Endpoint definition and invariance","category":"Guide","kind":"Guide","url":"/docs/guides/endpoint-definition/","description":"Define one scientific endpoint for GazeAudit robustness analysis, preserve its contrast, unit, aggregation, denominator, missingness and non-finite behavior across branches, distinguish endpoint variation from processor variation, and prevent endpoint drift.","keywords":"endpoint definition estimand invariance run_specs common scalar contrast unit aggregation denominator missingness nonfinite endpoint drift robustness Endpoint definition and invariance Define one scientific endpoint for GazeAudit robustness analysis, preserve its contrast, unit, aggregation, denominator, missingness and non-finite behavior across branches, distinguish endpoint variation from processor variation, and prevent endpoint drift. Guide /docs/guides/endpoint-definition/"}
    
  

  
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    {"title":"Environment setup & reproducibility","category":"Guide","kind":"Guide","url":"/docs/guides/environment-setup/","description":"Set up a GazeAudit environment that is isolated, explicit about extras, reproducible, and separable from scientific decision records.","keywords":"environment setup reproducibility venv pip extras lock freeze version commit dependency python install Environment setup & reproducibility Set up a GazeAudit environment that is isolated, explicit about extras, reproducible, and separable from scientific decision records. Guide /docs/guides/environment-setup/"}
    
  

  
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    {"title":"Execution ledger and recovery","category":"Guide","kind":"Guide","url":"/docs/guides/execution-ledger-recovery/","description":"Methodological guidance for preserving GazeAudit branch attempts, technical failures, non-finite endpoints, not-run states, repairs, reruns, current-state reconciliation, temporal evidence layers, and denominator-aware reporting.","keywords":"execution ledger failure recovery technical failure non finite not run repair rerun attempt history denominator run_specs provenance Execution ledger and recovery Methodological guidance for preserving GazeAudit branch attempts, technical failures, non-finite endpoints, not-run states, repairs, reruns, current-state reconciliation, temporal evidence layers, and denominator-aware reporting. Guide /docs/guides/execution-ledger-recovery/"}
    
  

  
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    {"title":"Find information fast","category":"Guide","kind":"Guide","url":"/docs/guides/find-information-fast/","description":"Use GazeAudit search, documentation types, reference pages, keyboard controls, and evidence boundaries to reach the right page without treating navigation as scientific advice.","keywords":"search documentation find page reference guide example workflow evidence keyboard shortcut facets grouped results navigation Find information fast Use GazeAudit search, documentation types, reference pages, keyboard controls, and evidence boundaries to reach the right page without treating navigation as scientific advice. Guide /docs/guides/find-information-fast/"}
    
  

  
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    {"title":"First real audit with your own data","category":"Guides","kind":"Guide","url":"/docs/guides/first-real-audit/","description":"A practical, end-to-end guide for taking a canonical eye-tracking CSV through structural preflight, declared robustness analysis, diagnostics, and reproducible outputs with GazeAudit.","keywords":"own data csv practical tutorial first audit gaze study preflight qc robustness pipeline specification output provenance project starter First real audit with your own data A practical, end-to-end guide for taking a canonical eye-tracking CSV through structural preflight, declared robustness analysis, diagnostics, and reproducible outputs with GazeAudit. Guide /docs/guides/first-real-audit/"}
    
  

  
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    {"title":"Interoperability guide","category":"Guide · Ecosystem","kind":"Guide","url":"/docs/guides/interoperability/","description":"Use GazeAudit with Eye-Tracking-BIDS, pymovements, pEYES, and custom adapters without blurring software responsibilities.","keywords":"Interoperability guide Use GazeAudit with Eye-Tracking-BIDS, pymovements, pEYES, and custom adapters without blurring software responsibilities. Guide /docs/guides/interoperability/"}
    
  

  
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    {"title":"Interpret an audit result","category":"Guide","kind":"Guide","url":"/docs/guides/interpret-audit-result/","description":"A decision-oriented guide for moving from completed GazeAudit outputs to bounded scientific interpretation by checking execution completeness, direction stability, magnitude stability, sensitivity, and unresolved uncertainty.","keywords":"interpret audit result robustness direction sign magnitude stability incomplete execution failed branches reporting next step decision guide Interpret an audit result A decision-oriented guide for moving from completed GazeAudit outputs to bounded scientific interpretation by checking execution completeness, direction stability, magnitude stability, sensitivity, and unresolved uncertainty. Guide /docs/guides/interpret-audit-result/"}
    
  

  
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    {"title":"Manuscript readiness checklist","category":"Guide","kind":"Guide","url":"/docs/guides/manuscript-readiness/","description":"Verify that a GazeAudit robustness claim can be reconstructed from the declared analysis, complete execution record, interpretation boundary, and archived evidence before manuscript submission.","keywords":"manuscript readiness reviewer checklist methods results robustness archive reporting reconstruction evidence denominator endpoint limitations Manuscript readiness checklist Verify that a GazeAudit robustness claim can be reconstructed from the declared analysis, complete execution record, interpretation boundary, and archived evidence before manuscript submission. Guide /docs/guides/manuscript-readiness/"}
    
  

  
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    {"title":"Map your table into GazeStudy","category":"Guide","kind":"Guide","url":"/docs/guides/map-your-table/","description":"Turn an existing gaze or fixation table into a canonical GazeStudy while preserving source names, units, structural review conditions, and preprocessing provenance.","keywords":"map table csv GazeStudy columns participant trial timestamp x y units schema source preprocessing structural preflight Map your table into GazeStudy Turn an existing gaze or fixation table into a canonical GazeStudy while preserving source names, units, structural review conditions, and preprocessing provenance. Guide /docs/guides/map-your-table/"}
    
  

  
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    {"title":"Peer-review revision checklist","category":"Guides","kind":"Guide","url":"/docs/guides/peer-review-revision-checklist/","description":"Compact reviewer-revision checklist for classifying requests, preserving submitted and post-review evidence, aligning manuscript and response records, validating the revision package, and completing the final handoff.","keywords":"reviewer revision checklist response amendment correction endpoint reanalysis provenance denominator package resubmission handoff Peer-review revision checklist Compact reviewer-revision checklist for classifying requests, preserving submitted and post-review evidence, aligning manuscript and response records, validating the revision package, and completing the final handoff. Guide /docs/guides/peer-review-revision-checklist/"}
    
  

  
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    {"title":"Start a reproducible GazeAudit project","category":"Guides","kind":"Guide","url":"/docs/guides/project-starter/","description":"A compact project scaffold for taking one eye-tracking CSV from explicit schema mapping to a preserved GazeAudit evidence bundle without treating demonstration choices as scientific defaults.","keywords":"project starter scaffold own data csv first audit reproducible folder structure commands schema output evidence decisions provenance Start a reproducible GazeAudit project A compact project scaffold for taking one eye-tracking CSV from explicit schema mapping to a preserved GazeAudit evidence bundle without treating demonstration choices as scientific defaults. Guide /docs/guides/project-starter/"}
    
  

  
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    {"title":"Publication audit guide","category":"Guide · Reproducibility","kind":"Guide","url":"/docs/guides/publication-audits/","description":"Build deterministic robustness evidence with predeclared conclusion rules, structural-QC provenance, and fingerprints.","keywords":"publication fingerprint provenance manifest reproducibility audit bundle metadata Publication audit guide Build deterministic robustness evidence with predeclared conclusion rules, structural-QC provenance, and fingerprints. Guide /docs/guides/publication-audits/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Read the source-level API reference","category":"Guide","kind":"Guide","url":"/docs/guides/read-api-reference/","description":"Interpret generated GazeAudit signatures, parameter kinds, defaults, source links, import snippets, and pathway backlinks without treating interface metadata as scientific advice.","keywords":"api reference signature parameters defaults annotations source code inspect import symbol pathway deep link function class Read the source-level API reference Interpret generated GazeAudit signatures, parameter kinds, defaults, source links, import snippets, and pathway backlinks without treating interface metadata as scientific advice. Guide /docs/guides/read-api-reference/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Design and audit readiness policies","category":"Guide","kind":"Guide","url":"/docs/guides/readiness-policy-design/","description":"Methodological guidance for declaring GazeAudit structural-readiness thresholds, separating trial and participant consequences, previewing cohort impact, comparing defensible alternatives, preserving timing and denominator provenance, and reporting policy-relative readiness without turning it into a universal quality score.","keywords":"readiness policy thresholds rationale preregistration trial participant cohort impact sensitivity policy fingerprint reporting limitations ReadinessThresholds Design and audit readiness policies Methodological guidance for declaring GazeAudit structural-readiness thresholds, separating trial and participant consequences, previewing cohort impact, comparing defensible alternatives, preserving timing and denominator provenance, and reporting policy-relative readiness without turning it into a universal quality score. Guide /docs/guides/readiness-policy-design/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Reporting robustness without overclaiming","category":"Guide · Reporting","kind":"Guide","url":"/docs/guides/reporting-robustness/","description":"Translate GazeAudit specification and sensitivity outputs into precise methods and results language while preserving their descriptive and protocol-bound limits.","keywords":"Reporting robustness without overclaiming Translate GazeAudit specification and sensitivity outputs into precise methods and results language while preserving their descriptive and protocol-bound limits. Guide /docs/guides/reporting-robustness/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Revision reproducibility package","category":"Guides","kind":"Guide","url":"/docs/guides/reproducibility-package/","description":"Scaffold and structurally validate a reviewer-revision evidence package with separate submitted and post-review records, deterministic provenance, response matrices, version-change manifests, and an editor-facing evidence map.","keywords":"reproducibility revision package cli reviewer response manifest evidence map scaffold validate provenance amendment correction resubmission Revision reproducibility package Scaffold and structurally validate a reviewer-revision evidence package with separate submitted and post-review records, deterministic provenance, response matrices, version-change manifests, and an editor-facing evidence map. Guide /docs/guides/reproducibility-package/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Researcher audit checklist","category":"Guide","kind":"Guide","url":"/docs/guides/researcher-audit-checklist/","description":"A before-during-after checklist for declaring decisions, preserving the full audit record, interpreting robustness outputs, and reporting only what the evidence supports.","keywords":"checklist decision log preregistration robustness reporting researcher decisions manuscript reproducibility archive exclusions thresholds endpoint specifications perturbations Researcher audit checklist A before-during-after checklist for declaring decisions, preserving the full audit record, interpreting robustness outputs, and reporting only what the evidence supports. Guide /docs/guides/researcher-audit-checklist/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Resubmission readiness and editor handoff","category":"Guides","kind":"Guide","url":"/docs/guides/resubmission-readiness/","description":"Verify that the revised manuscript, reviewer responses, post-review analyses, change manifest, software identity, and final archive describe one reconstructable evidence record before resubmission.","keywords":"resubmission revision editor handoff readiness accepted record response letter change manifest archive evidence map final manuscript Resubmission readiness and editor handoff Verify that the revised manuscript, reviewer responses, post-review analyses, change manifest, software identity, and final archive describe one reconstructable evidence record before resubmission. Guide /docs/guides/resubmission-readiness/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Reviewer-requested amendments","category":"Guide","kind":"Guide","url":"/docs/guides/reviewer-requested-amendments/","description":"Preserve the original GazeAudit record when peer review requests new exclusions, sensitivity checks, endpoints, or analytical branches, and document the added work as a dated amendment rather than rewriting history.","keywords":"reviewer revision amendment reanalysis sensitivity exclusion endpoint peer review response manuscript audit provenance post review Reviewer-requested amendments Preserve the original GazeAudit record when peer review requests new exclusions, sensitivity checks, endpoints, or analytical branches, and document the added work as a dated amendment rather than rewriting history. Guide /docs/guides/reviewer-requested-amendments/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Reviewer response letter guide","category":"Guides","kind":"Guide","url":"/docs/guides/reviewer-response-letter/","description":"Build an evidence-linked response letter that preserves review timing, submitted and post-review denominators, manuscript changes, and archived revision evidence.","keywords":"reviewer response letter revision rebuttal amendment denominator correction manuscript archive response table Reviewer response letter guide Build an evidence-linked response letter that preserves review timing, submitted and post-review denominators, manuscript changes, and archived revision evidence. Guide /docs/guides/reviewer-response-letter/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Peer-review revision route map","category":"Guides","kind":"Guide","url":"/docs/guides/revision-route-map/","description":"Route reviewer requests into clarification, correction, sensitivity, analytical, endpoint, or measurement work while preserving submitted and post-review evidence as distinct temporal records.","keywords":"peer review reviewer revision rebuttal response resubmission amendment correction sensitivity endpoint measurement denominator failed branch package route map Peer-review revision route map Route reviewer requests into clarification, correction, sensitivity, analytical, endpoint, or measurement work while preserving submitted and post-review evidence as distinct temporal records. Guide /docs/guides/revision-route-map/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Read robustness diagnostics","category":"Guide","kind":"Guide","url":"/docs/guides/robustness-diagnostics/","description":"Methodological guidance for interpreting GazeAudit specification curves, effect-stability summaries, marginal and pairwise sensitivity, controlled perturbation curves, execution completeness, and code-generated plots without upgrading descriptive evidence into inference.","keywords":"specification curve effect stability marginal sensitivity pairwise sensitivity robustness diagnostics plot interpretation sign magnitude incomplete nonfinite Read robustness diagnostics Methodological guidance for interpreting GazeAudit specification curves, effect-stability summaries, marginal and pairwise sensitivity, controlled perturbation curves, execution completeness, and code-generated plots without upgrading descriptive evidence into inference. Guide /docs/guides/robustness-diagnostics/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Design a sensitivity analysis","category":"Guide","kind":"Guide","url":"/docs/guides/sensitivity-analysis-design/","description":"Build a defensible GazeAudit sensitivity protocol for sampling rate, missingness, spatial measurement error, and related perturbations without choosing ranges after inspecting the endpoint.","keywords":"sensitivity design protocol sampling missingness spatial error perturbation range grid endpoint rng predeclare robustness Design a sensitivity analysis Build a defensible GazeAudit sensitivity protocol for sampling rate, missingness, spatial measurement error, and related perturbations without choosing ranges after inspecting the endpoint. Guide /docs/guides/sensitivity-analysis-design/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Specification-space declaration and validity","category":"Guide","kind":"Guide","url":"/docs/guides/specification-declaration/","description":"Methodological guidance for declaring GazeAudit PipelineSpace factors, levels, timing, endpoint identity, pre-execution validity rules, reference branches, technical-failure policy, and declared/valid/successful denominators before robustness execution.","keywords":"specification space declaration PipelineSpace factors levels valid_if declared valid successful denominator timing rationale failure policy multiverse Specification-space declaration and validity Methodological guidance for declaring GazeAudit PipelineSpace factors, levels, timing, endpoint identity, pre-execution validity rules, reference branches, technical-failure policy, and declared/valid/successful denominators before robustness execution. Guide /docs/guides/specification-declaration/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Specification-space guide","category":"Guide · Analytical robustness","kind":"Guide","url":"/docs/guides/specification-space/","description":"Declare, execute, and interpret defensible analytical alternatives with PipelineSpace.","keywords":"Specification-space guide Declare, execute, and interpret defensible analytical alternatives with PipelineSpace. Guide /docs/guides/specification-space/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Structural-QC triage","category":"Guide","kind":"Guide","url":"/docs/guides/structural-qc-triage/","description":"Inspect GazeAudit structural-QC flags, trace them to source and mapping provenance, record researcher-owned decisions, repair representations safely, rerun preflight, and report the evidence without treating flags as universal exclusions.","keywords":"structural qc triage issue code diagnostics decision repair rerun reporting limitation coordinate timestamp identifier duplicate decreasing review Structural-QC triage Inspect GazeAudit structural-QC flags, trace them to source and mapping provenance, record researcher-owned decisions, repair representations safely, rerun preflight, and report the evidence without treating flags as universal exclusions. Guide /docs/guides/structural-qc-triage/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Troubleshooting GazeAudit","category":"Troubleshooting","kind":"Guide","url":"/docs/guides/troubleshooting/","description":"Diagnose blocked or failed GazeAudit workflows by symptom, preserve the relevant evidence, and choose the smallest safe repair without rewriting the scientific record.","keywords":"troubleshoot troubleshooting error exception failed branch failure non finite empty result missing column schema timestamp duplicate import installation dependency AOI grouped model pipeline run_specs revision package validate recovery blocked audit Troubleshooting GazeAudit Diagnose blocked or failed GazeAudit workflows by symptom, preserve the relevant evidence, and choose the smallest safe repair without rewriting the scientific record. Guide /docs/guides/troubleshooting/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Version-change manifest guide","category":"Guides","kind":"Guide","url":"/docs/guides/version-change-manifest/","description":"Build a reconstructable submitted-to-revised manuscript manifest that separates editorial edits, clarifications, corrections, and post-review analytical amendments without rewriting study history.","keywords":"version change manifest revision manuscript diff reviewer response correction amendment provenance archive editor resubmission Version-change manifest guide Build a reconstructable submitted-to-revised manuscript manifest that separates editorial edits, clarifications, corrections, and post-review analytical amendments without rewriting study history. Guide /docs/guides/version-change-manifest/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"What should I do next?","category":"Start","kind":"Guide","url":"/docs/guides/what-next/","description":"A static-first decision map from study planning through audit, interpretation, peer review, resubmission, and publication handoff.","keywords":"what next next step onboarding where do I start project stage plan audit interpret peer review revision resubmission publication handoff first audit What should I do next? A static-first decision map from study planning through audit, interpretation, peer review, resubmission, and publication handoff. Guide /docs/guides/what-next/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Install & environment center","category":"Start","kind":"Documentation","url":"/docs/install/","description":"Install GazeAudit from the public release or a source checkout, choose optional extras, verify the environment, and understand Python/CLI compatibility from generated package metadata.","keywords":"install installation pip venv virtual environment python version extras pymovements peyes plot interop gazebase setup compatibility command Install & environment center Install GazeAudit from the public release or a source checkout, choose optional extras, verify the environment, and understand Python/CLI compatibility from generated package metadata. Documentation /docs/install/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Method explorer","category":"Methods","kind":"Method","url":"/docs/methods/","description":"Navigate GazeAudit from a research question to the relevant public API, guide, runnable example, diagnostic plot, and validation evidence.","keywords":"Method explorer Navigate GazeAudit from a research question to the relevant public API, guide, runnable example, diagnostic plot, and validation evidence. Method /docs/methods/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Audit planner","category":"Plan an audit","kind":"Start","url":"/docs/planner/","description":"Build a transparent GazeAudit route from study risks and research tasks without automating scientific judgement.","keywords":"Audit planner Build a transparent GazeAudit route from study risks and research tasks without automating scientific judgement. Start /docs/planner/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Plot gallery","category":"Visual reference","kind":"Plot","url":"/docs/plots/","description":"Code-generated GazeAudit plots for structural QC, analysis readiness, robustness, sensitivity, AOI uncertainty, and recovery diagnostics.","keywords":"Plot gallery Code-generated GazeAudit plots for structural QC, analysis readiness, robustness, sensitivity, AOI uncertainty, and recovery diagnostics. Plot /docs/plots/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Pedrotti 2023 sampling/missingness sensitivity protocol v1","category":"Documentation","kind":"Evidence","url":"/docs/protocols/PEDROTTI2023_SAMPLING_MISSINGNESS_V1.html","description":"Pedrotti 2023 sampling/missingness sensitivity protocol v1","keywords":"Pedrotti 2023 sampling/missingness sensitivity protocol v1 Pedrotti 2023 sampling/missingness sensitivity protocol v1 Evidence /docs/protocols/PEDROTTI2023_SAMPLING_MISSINGNESS_V1.html"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Readiness Policy Design Center","category":"Start","kind":"Documentation","url":"/docs/readiness-policy/","description":"Build a researcher-declared GazeAudit ReadinessThresholds policy without hidden defaults, inspect the scope and interpretation of every rule, and generate auditable Python plus a descriptive JSON draft before filtering any data.","keywords":"readiness policy builder thresholds cohort impact ReadinessThresholds evaluate_analysis_readiness trial participant governance filter preview active rules Readiness Policy Design Center Build a researcher-declared GazeAudit ReadinessThresholds policy without hidden defaults, inspect the scope and interpretation of every rule, and generate auditable Python plus a descriptive JSON draft before filtering any data. Documentation /docs/readiness-policy/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Reference","category":"Reference","kind":"Reference","url":"/docs/reference/","description":"Exact GazeAudit API, CLI, evidence-vocabulary, release, validation, and documentation-provenance contracts for users who already know the task they need to perform.","keywords":"reference api cli commands status glossary vocabulary denominator provenance validation release exact contract lookup Reference Exact GazeAudit API, CLI, evidence-vocabulary, release, validation, and documentation-provenance contracts for users who already know the task they need to perform. Reference /docs/reference/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"API map","category":"Reference","kind":"Reference","url":"/docs/reference/api-map/","description":"Task-oriented map of the public GazeAudit API for study representation, structural QC, uncertainty, robustness, sensitivity, interoperability, and publication evidence.","keywords":"API map Task-oriented map of the public GazeAudit API for study representation, structural QC, uncertainty, robustness, sensitivity, interoperability, and publication evidence. Reference /docs/reference/api-map/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"API pathways","category":"Reference","kind":"Reference","url":"/docs/reference/api-pathways/","description":"Deep-linkable public API routes connecting GazeAudit symbols to their governed method family, guide, runnable example, visual, and evidence boundary.","keywords":"api pathways symbols deep links function anchors examples plots evidence boundary guide reference run_specs aoi probabilities API pathways Deep-linkable public API routes connecting GazeAudit symbols to their governed method family, guide, runnable example, visual, and evidence boundary. Reference /docs/reference/api-pathways/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"CLI reference","category":"Reference","kind":"Reference","url":"/docs/reference/cli-reference/","description":"Installed GazeAudit console commands, their intended scope, exact reviewer-revision package syntax, exit behavior, and validation-programme boundaries.","keywords":"cli command console script help revision package init validate gazebase korthals pedrotti source intake freeze CLI reference Installed GazeAudit console commands, their intended scope, exact reviewer-revision package syntax, exit behavior, and validation-programme boundaries. Reference /docs/reference/cli-reference/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Core public API inventory","category":"Reference","kind":"Reference","url":"/docs/reference/core-api-inventory/","description":"Generated-style inventory contract for the user-facing GazeAudit API families that are protected against documentation drift.","keywords":"Core public API inventory Generated-style inventory contract for the user-facing GazeAudit API families that are protected against documentation drift. Reference /docs/reference/core-api-inventory/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Evidence and denominator vocabulary","category":"Reference","kind":"Reference","url":"/docs/reference/evidence-vocabulary/","description":"Exact GazeAudit terminology for declared and valid specifications, execution outcomes, non-finite endpoints, temporal evidence layers, and frozen validation labels.","keywords":"status glossary vocabulary declared valid invalid technical failure not run non finite denominator incomplete robust negative materially fragile Evidence and denominator vocabulary Exact GazeAudit terminology for declared and valid specifications, execution outcomes, non-finite endpoints, temporal evidence layers, and frozen validation labels. Reference /docs/reference/evidence-vocabulary/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Structural QC Issue Clinic","category":"Reference","kind":"Reference","url":"/docs/reference/qc-issue-clinic/","description":"Look up every implemented GazeAudit structural-QC issue code, diagnostic detail code, inspection route, interpretation boundary, and next-step guidance without turning flags into automatic exclusions.","keywords":"structural qc issue clinic coordinate_nonfinite timestamp_nonfinite identifier_missing timestamp_duplicate timestamp_decreasing diagnostics detail codes review exclusion Structural QC Issue Clinic Look up every implemented GazeAudit structural-QC issue code, diagnostic detail code, inspection route, interpretation boundary, and next-step guidance without turning flags into automatic exclusions. Reference /docs/reference/qc-issue-clinic/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Documentation provenance","category":"Reference","kind":"Reference","url":"/docs/reference/site-provenance/","description":"Distinguish stable GazeAudit v0.2.0 from continuously updated development documentation and identify the exact Pages build revision.","keywords":"Documentation provenance Distinguish stable GazeAudit v0.2.0 from continuously updated development documentation and identify the exact Pages build revision. Reference /docs/reference/site-provenance/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Results Interpretation & Reporting Center","category":"Start","kind":"Documentation","url":"/docs/reporting-center/","description":"Match GazeAudit structural, readiness, robustness, sensitivity, and frozen-evidence outputs to bounded claims, denominator requirements, limitations, reporting language, and governed API/documentation routes.","keywords":"reporting interpretation claims limitations methods results wording robustness readiness structural qc sensitivity frozen evidence denominator overclaim Results Interpretation & Reporting Center Match GazeAudit structural, readiness, robustness, sensitivity, and frozen-evidence outputs to bounded claims, denominator requirements, limitations, reporting language, and governed API/documentation routes. Documentation /docs/reporting-center/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Korthals 2026 target-tracking AOI — protocol v2 authoritative result","category":"Documentation","kind":"Evidence","url":"/docs/results/korthals2026_target_tracking_aoi_v2.html","description":"Korthals 2026 target-tracking AOI — protocol v2 authoritative result","keywords":"Korthals 2026 target-tracking AOI — protocol v2 authoritative result Korthals 2026 target-tracking AOI — protocol v2 authoritative result Evidence /docs/results/korthals2026_target_tracking_aoi_v2.html"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Pedrotti/de Chambrier sampling + missingness — authoritative result","category":"Documentation","kind":"Evidence","url":"/docs/results/pedrotti_sampling_missingness_v1.html","description":"Pedrotti/de Chambrier sampling + missingness — authoritative result","keywords":"Pedrotti/de Chambrier sampling + missingness — authoritative result Pedrotti/de Chambrier sampling + missingness — authoritative result Evidence /docs/results/pedrotti_sampling_missingness_v1.html"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Robustness Diagnostics & Sensitivity Interpretation Center","category":"Start","kind":"Documentation","url":"/docs/robustness-diagnostics/","description":"Interpret GazeAudit execution completeness, specification curves, effect stability, marginal sensitivity, pairwise sensitivity, and controlled perturbation curves with explicit denominator, visual, reporting, and inferential boundaries.","keywords":"robustness diagnostics specification curve effect stability marginal sensitivity pairwise sensitivity interpretation plot reporting limitations denominator Robustness Diagnostics & Sensitivity Interpretation Center Interpret GazeAudit execution completeness, specification curves, effect stability, marginal sensitivity, pairwise sensitivity, and controlled perturbation curves with explicit denominator, visual, reporting, and inferential boundaries. Documentation /docs/robustness-diagnostics/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Specification Space Declaration Center","category":"Start","kind":"Documentation","url":"/docs/specification-declaration/","description":"Declare GazeAudit analytical decision factors, typed levels, scientific rationale, timing, endpoint identity, validity-rule mode, failure policy, and interpretation boundary before executing a PipelineSpace.","keywords":"specification space declaration multiverse PipelineSpace factors levels valid_if declared valid successful denominator endpoint rationale timing Specification Space Declaration Center Declare GazeAudit analytical decision factors, typed levels, scientific rationale, timing, endpoint identity, validity-rule mode, failure policy, and interpretation boundary before executing a PipelineSpace. Documentation /docs/specification-declaration/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Korthals protocol-v2 memory-bounded source intake","category":"Documentation","kind":"Evidence","url":"/docs/validation/korthals_memory_bounded_intake_v2.html","description":"Korthals protocol-v2 memory-bounded source intake","keywords":"Korthals protocol-v2 memory-bounded source intake Korthals protocol-v2 memory-bounded source intake Evidence /docs/validation/korthals_memory_bounded_intake_v2.html"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Korthals protocol-v2 OSF download resilience","category":"Documentation","kind":"Evidence","url":"/docs/validation/korthals_osf_download_resilience_v2.html","description":"Korthals protocol-v2 OSF download resilience","keywords":"Korthals protocol-v2 OSF download resilience Korthals protocol-v2 OSF download resilience Evidence /docs/validation/korthals_osf_download_resilience_v2.html"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Korthals protocol-v2 first-scientific-execution gate","category":"Documentation","kind":"Evidence","url":"/docs/validation/korthals_scientific_execution_v2.html","description":"Korthals protocol-v2 first-scientific-execution gate","keywords":"Korthals protocol-v2 first-scientific-execution gate Korthals protocol-v2 first-scientific-execution gate Evidence /docs/validation/korthals_scientific_execution_v2.html"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Korthals protocol-v2 public-source lock","category":"Documentation","kind":"Evidence","url":"/docs/validation/korthals_source_lock_v2.html","description":"Korthals protocol-v2 public-source lock","keywords":"Korthals protocol-v2 public-source lock Korthals protocol-v2 public-source lock Evidence /docs/validation/korthals_source_lock_v2.html"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Korthals tutorial source-scope boundary","category":"Documentation","kind":"Evidence","url":"/docs/validation/korthals_tutorial_scope_v1.html","description":"Korthals tutorial source-scope boundary","keywords":"Korthals tutorial source-scope boundary Korthals tutorial source-scope boundary Evidence /docs/validation/korthals_tutorial_scope_v1.html"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Korthals protocol v2: zero-finite matched-cell amendment","category":"Documentation","kind":"Evidence","url":"/docs/validation/korthals_zero_finite_cell_amendment_v2.html","description":"Korthals protocol v2: zero-finite matched-cell amendment","keywords":"Korthals protocol v2: zero-finite matched-cell amendment Korthals protocol v2: zero-finite matched-cell amendment Evidence /docs/validation/korthals_zero_finite_cell_amendment_v2.html"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Pedrotti endpoint-blind source freeze v1","category":"Documentation","kind":"Evidence","url":"/docs/validation/pedrotti_source_freeze_v1.html","description":"Pedrotti endpoint-blind source freeze v1","keywords":"Pedrotti endpoint-blind source freeze v1 Pedrotti endpoint-blind source freeze v1 Evidence /docs/validation/pedrotti_source_freeze_v1.html"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Research workflows","category":"Workflows","kind":"Workflow","url":"/docs/workflows/","description":"End-to-end GazeAudit workflows for applying the package to a study, measurement uncertainty, analytical robustness, controlled sensitivity analysis, peer-review revision, and reproducible publication.","keywords":"Research workflows End-to-end GazeAudit workflows for applying the package to a study, measurement uncertainty, analytical robustness, controlled sensitivity analysis, peer-review revision, and reproducible publication. Workflow /docs/workflows/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"First-study audit workflow","category":"Workflows","kind":"Workflow","url":"/docs/workflows/first-study-audit/","description":"A study-level GazeAudit workflow from canonical data and structural preflight through declared robustness analysis, evidence review, and publication provenance.","keywords":"first study workflow own data csv preflight readiness measurement robustness publication provenance First-study audit workflow A study-level GazeAudit workflow from canonical data and structural preflight through declared robustness analysis, evidence review, and publication provenance. Workflow /docs/workflows/first-study-audit/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Measurement audit workflow","category":"Workflow · Measurement uncertainty","kind":"Workflow","url":"/docs/workflows/measurement-audit/","description":"End-to-end workflow for fitting gaze-error models, propagating AOI uncertainty, and stress-testing measurement assumptions.","keywords":"Measurement audit workflow End-to-end workflow for fitting gaze-error models, propagating AOI uncertainty, and stress-testing measurement assumptions. Workflow /docs/workflows/measurement-audit/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Reproducible publication workflow","category":"Workflow · Reproducibility","kind":"Workflow","url":"/docs/workflows/reproducible-publication/","description":"Turn a GazeAudit robustness analysis into an auditable publication record with deterministic fingerprints, reviewer-reconstructable manuscript evidence, traceable post-review amendments, an evidence-linked reviewer response, and a final resubmission handoff.","keywords":"Reproducible publication workflow Turn a GazeAudit robustness analysis into an auditable publication record with deterministic fingerprints, reviewer-reconstructable manuscript evidence, traceable post-review amendments, an evidence-linked reviewer response, and a final resubmission handoff. Workflow /docs/workflows/reproducible-publication/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Robustness audit workflow","category":"Workflow · Analytical robustness","kind":"Workflow","url":"/docs/workflows/robustness-audit/","description":"End-to-end workflow for declaring an analytical decision space and diagnosing conclusion stability.","keywords":"Robustness audit workflow End-to-end workflow for declaring an analytical decision space and diagnosing conclusion stability. Workflow /docs/workflows/robustness-audit/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Sensitivity audit workflow","category":"Workflow","kind":"Workflow","url":"/docs/workflows/sensitivity-audit/","description":"Study-level workflow for adding controlled sampling, missingness, or spatial-error perturbations to a GazeAudit analysis while preserving endpoint identity and provenance.","keywords":"sensitivity workflow sampling missingness spatial error perturbation endpoint provenance reporting Sensitivity audit workflow Study-level workflow for adding controlled sampling, missingness, or spatial-error perturbations to a GazeAudit analysis while preserving endpoint identity and provenance. Workflow /docs/workflows/sensitivity-audit/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Researcher workspace","category":"Start","kind":"Start","url":"/docs/workspace/","description":"Move from study conditions to governed methods, runnable workflows, evidence boundaries, result interpretation, peer-review revision, and a publication-ready audit record.","keywords":"workspace project plan audit planner methods examples workflows evidence interpretation result reporting manuscript reviewer amendment revision reanalysis publication markdown json own data csv first audit Researcher workspace Move from study conditions to governed methods, runnable workflows, evidence boundaries, result interpretation, peer-review revision, and a publication-ready audit record. Start /docs/workspace/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Manuscript review path","category":"Start","kind":"Start","url":"/docs/workspace/manuscript-review-path/","description":"A compact route from interpreted robustness outputs to reviewer-reconstructable manuscript, post-review amendment, response package, executable revision package, final resubmission handoff, and archive evidence.","keywords":"manuscript reviewer readiness reconstruction revision toolkit amendment reanalysis response rebuttal reproducibility package cli resubmission editor handoff version manifest accepted record archive methods results denominator failures publication Manuscript review path A compact route from interpreted robustness outputs to reviewer-reconstructable manuscript, post-review amendment, response package, executable revision package, final resubmission handoff, and archive evidence. Start /docs/workspace/manuscript-review-path/"}
    
  

  
    ,
    
    
    
    
    
    {"title":"Peer-review revision toolkit","category":"Start","kind":"Start","url":"/docs/workspace/revision-toolkit/","description":"Task-based workspace for classifying reviewer requests, preserving post-review analyses, writing response evidence, building a revision reproducibility package, and completing the final resubmission handoff.","keywords":"reviewer revision response rebuttal amendment reanalysis correction endpoint package cli response matrix version change manifest evidence map resubmission editor handoff checklist quickstart Peer-review revision toolkit Task-based workspace for classifying reviewer requests, preserving post-review analyses, writing response evidence, building a revision reproducibility package, and completing the final resubmission handoff. Start /docs/workspace/revision-toolkit/"}
    
  

  

  

]