Add external validity transfer assistant#361
Conversation
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Added the short demo video artifact required by the issue guidelines in commit |
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Correction to the previous truncated note: commit 032f328 adds the short demo video artifact required by the issue guidelines. New artifact: external-validity-transfer-assistant/reports/demo.webm Video generation is reproducible with: npm run demo:video Validation refreshed after the video follow-up:
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Status refresh for review visibility: PR #361 remains open, non-draft, mergeable/CLEAN, and bounty-claim labeled for #16. Scope remains narrowly limited to the external-validity transfer assistant, with synthetic-data-only JSON/Markdown/SVG/demo-video artifacts and validation already listed in the PR body. No contributor-side changes are pending from me; I am ready to address maintainer review feedback quickly. |
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Visibility update after PR #416: this existing Scope remains the external-validity transfer assistant, separate from the newer Bayesian prior sensitivity/posterior robustness slice. PR #361 covers population, setting, assay/instrument, environment, subgroup coverage, external-validation evidence, and deployment-context checks before manuscript claims are shown as reviewer-ready. I do not see a contributor-side blocker for review/reward decision on this PR. |
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Status refresh after the latest issue #16 external attempt: PR #361 remains open, non-draft, mergeable, bounty-labeled, and claim-marked for the existing external-validity transfer assistant submission. Scope remains distinct from structured-abstract consistency and no code changes are needed unless reviewers request revisions. |
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Status refresh after issue #16 PR #419 was submitted: PR #361 remains open, non-draft, mergeable, bounty-labeled, and claim-marked for the existing external-validity transfer assistant submission. Scope remains distinct from structured abstract consistency and no code changes are needed unless reviewers request revisions. |
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Status refresh after newer same-issue #16 activity. Re-verified now: this PR is open, non-draft, mergeable/CLEAN, bounty-labeled, and claim-marked for issue #16. The scope remains the external-validity transfer assistant: population, setting, assay/instrument, runtime environment, subgroup coverage, external-validation support, and deployment-context checks before manuscript claims are shown as reviewer-ready. This is distinct from the newer structured-abstract consistency slice and its hardening update. No implementation changes are needed from my side unless reviewers request revisions. |
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Status refresh after newer same-issue #16 activity. Re-verified now: this PR is open, non-draft, mergeable/CLEAN, bounty-labeled, and claim-marked for issue #16. The scope remains the external-validity transfer assistant: population, setting, assay/instrument, runtime environment, subgroup coverage, external-validation support, and deployment-context checks before manuscript claims are shown as reviewer-ready. This is distinct from the newer unit/dimensional consistency and structured-abstract consistency slices. No implementation changes are needed from my side unless reviewers request revisions. |
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Status refresh after the new same-issue PR #433 activity: PR #361 remains open, non-draft, mergeable/CLEAN, bounty-labeled, and claim-marked for issue #16. The submitted scope remains the external-validity transfer assistant: population, setting, assay/instrument, runtime environment, subgroup coverage, external-validation support, and deployment-context checks before manuscript claims are shown as reviewer-ready. This is distinct from survival/time-to-event review, unit/dimensional consistency, structured abstract consistency, and the other #16 slices. |
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Status refresh after the new same-issue PR #435 activity: PR #361 remains open, non-draft, mergeable/CLEAN, bounty-labeled, and claim-marked for issue #16. The submitted scope remains the external-validity transfer assistant: population, setting, assay/instrument, runtime environment, subgroup coverage, external-validation support, and deployment-context checks before manuscript claims are shown as reviewer-ready. This is distinct from missing-data/attrition sensitivity, survival/time-to-event review, unit/dimensional consistency, structured abstract consistency, and the other #16 slices. |
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Status refresh after the newer same-issue PR #443 activity: PR #361 remains open, non-draft, mergeable/CLEAN, bounty-labeled, and claim-marked for issue #16. The submitted scope remains the external-validity transfer assistant: population, setting, assay/instrument, runtime environment, subgroup coverage, external-validation support, and deployment-context checks before manuscript claims are shown as reviewer-ready. This is distinct from PR #443's qualitative codebook/thematic-saturation assistant, as well as the missing-data/attrition, survival/time-to-event, unit/dimensional consistency, structured abstract, and other #16 assistant slices. |
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Status refresh after the newer same-issue PR #448 activity: PR #361 remains open, non-draft, mergeable/CLEAN, bounty-labeled, and claim-marked for issue #16. The submitted scope remains the external-validity transfer assistant: population, setting, assay/instrument, runtime environment, subgroup coverage, external-validation support, and deployment-context checks before manuscript claims are shown as reviewer-ready. This is distinct from PR #448's clinical adverse-event safety assistant, as well as the qualitative-codebook, missing-data/attrition, survival/time-to-event, unit/dimensional consistency, structured abstract, and other #16 assistant slices. No contributor-side code changes are pending unless reviewers request revisions. |
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Status refresh after the newer same-issue PR #419 hardening activity: PR #361 remains open, non-draft, mergeable/CLEAN, bounty-labeled, and claim-marked for issue #16. The submitted scope remains the external-validity transfer assistant: population, setting, assay/instrument, runtime environment, subgroup coverage, external-validation support, and deployment-context checks before manuscript claims are shown as reviewer-ready. This is distinct from PR #419's structured abstract consistency assistant and hardening update, PR #448's clinical adverse-event safety assistant, PR #443's qualitative codebook/thematic-saturation assistant, PR #435's missing-data/attrition assistant, PR #433's survival/time-to-event assistant, PR #427's unit/dimensional consistency assistant, and other #16 assistant slices. No contributor-side code changes are pending unless reviewers request revisions. |
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Status refresh after PR #419's latest limitation-language hardening update: PR #361 remains open, non-draft, mergeable/CLEAN, bounty-labeled, and claim-marked for issue #16. The submitted scope remains the external-validity transfer assistant: population, setting, assay/instrument, runtime environment, subgroup coverage, external-validation support, and deployment-context checks before manuscript claims are shown as reviewer-ready. This is distinct from PR #419's structured abstract consistency and limitation-language gate, plus the other active #16 assistant slices. No contributor-side code changes are pending unless reviewers request revisions. |
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Status refresh after the newer same-issue PR #457 activity: PR #361 remains open, non-draft, mergeable/CLEAN, bounty-labeled, and claim-marked for issue #16. The submitted scope remains the external-validity transfer assistant: population, setting, assay/instrument, runtime environment, subgroup coverage, and external validation support checks before manuscript claims are generalized beyond the linked evidence context. PR #457 appears to add a separate citation/claim grounding reviewer for missing citations, contradicted claims, weak citation relevance, non-peer-reviewed foundations, overstated certainty, stale evidence, and missing limitations caveats. That is adjacent, but PR #361 is still the prior external-validity transfer layer for this issue. |
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Status refresh after the newer same-issue PR #460 activity: PR #361 remains open, non-draft, mergeable/CLEAN, bounty-labeled, and claim-marked for issue #16. The submitted scope remains the external-validity transfer assistant: population, setting, assay/instrument, runtime environment, subgroup coverage, and external validation support checks before manuscript claims are generalized beyond the linked evidence context. PR #460 appears to add a separate research-gap finder for under-studied topic intersections, unresolved questions, weak replication clusters, negative-result follow-ups, high-momentum topics, and lab-capability matches. That is adjacent, but PR #361 is still the prior external-validity transfer layer for this issue. |
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Status refresh after the newer same-issue PR #466 activity: PR #361 remains open, non-draft, mergeable/CLEAN, bounty-labeled, and claim-marked for issue #16. The submitted scope remains the external-validity transfer assistant: population, setting, assay/instrument, runtime environment, subgroup coverage, and external validation support checks before manuscript claims are generalized beyond the linked evidence context. PR #466 appears to add a separate reproducibility attempt auditor for raw dataset availability, reviewer test-set presence, dataset/output artifact digests, dependency lock drift, unpinned dependencies, pipeline stage coverage, reported-result consistency, run variance, random seeds, and unresolved prior reproduction failures. That is adjacent, but PR #361 is still the prior external-validity transfer layer for this issue. |
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Status refresh after the newer same-issue PR #467 activity: PR #361 remains open, non-draft, mergeable/CLEAN, bounty-labeled, and claim-marked for issue #16. The submitted scope remains the external-validity transfer assistant: population, setting, assay/instrument, runtime environment, subgroup coverage, and external validation support checks before manuscript claims are generalized beyond the linked evidence context. PR #467 appears to add a separate causal-adjustment peer-review assistant for missing confounder adjustment, collider adjustment, post-treatment variables, temporal-order failures, weak positivity/overlap, negative-control failures, weak instrument validity, missing effect-modifier reporting, and unsupported causal wording. That is adjacent, but PR #361 is still the prior external-validity transfer layer for this issue. |
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Status refresh after the newer same-issue PR #470 activity: PR #361 remains open, non-draft, mergeable/CLEAN, bounty-labeled, and claim-marked for issue #16. The submitted scope remains the external-validity transfer assistant: population, setting, assay/instrument, runtime environment, subgroup coverage, and external validation support checks before manuscript claims are generalized beyond the linked evidence context. PR #470 appears to add a separate genomic variant evidence assistant for reference-build/transcript mismatches, incomplete HGVS notation, allele-frequency conflicts, ClinVar conflicts, segregation/functional-assay support, ancestry-mismatch risk, computational pathogenicity overclaims, phenotype-overlap gaps, and callset reproducibility evidence. That is adjacent AI research-assistant review work, but PR #361 remains the prior external-validity transfer layer for this issue. No contributor-side code changes are pending unless reviewers request revisions. |
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Status refresh after the newer same-issue PR #471 activity: PR #361 remains open, non-draft, mergeable/CLEAN, bounty-labeled, and claim-marked for issue #16. The submitted scope remains the external-validity transfer assistant: population, setting, assay/instrument, runtime environment, subgroup coverage, and external validation support checks before manuscript claims are generalized beyond the linked evidence context. PR #471 appears to add a separate single-cell batch-effect review assistant for condition/batch confounding, donor-replication gaps, doublet and ambient RNA risk, weak marker support, integration overcorrection, QC gaps, cluster instability, unsupported differential-expression claims, and raw-matrix/code/seed reproducibility evidence. That is adjacent AI research-assistant review work, but PR #361 remains the prior external-validity transfer layer for this issue. No contributor-side code changes are pending unless reviewers request revisions. |
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Visibility refresh after new issue #16 attempt activity. This existing submission remains PR #361, open, non-draft, CLEAN/mergeable, bounty-labeled, and tied to the Pending USD 2,675 Algora claim: https://algora.io/claims/oRaeL6McZeQxAxUv Maintainer review target remains the external-validity transfer assistant implemented here: population, setting, assay/instrument, runtime environment, subgroup coverage, and external validation support before AI review output is treated as transferable. |
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Visibility refresh after newer same-issue #16 PRs #477 and #478: this PR remains my active claimed issue #16 submission. Verified now: open, non-draft, CLEAN/mergeable, bounty-labeled, This PR's reviewed scope remains the external-validity transfer assistant: population, setting, assay/instrument, runtime environment, subgroup coverage, and external validation support checks for the AI-Powered Research Assistant Suite. |
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Visibility refresh after later same-issue PR #394 activity on May 29. This existing submission remains PR #361, open, non-draft, CLEAN/mergeable, bounty-labeled, Maintainer review target remains the external-validity transfer assistant implemented here: population, setting, assay/instrument, runtime environment, subgroup coverage, and external validation support before AI review output is treated as transferable. That scope is separate from PR #394's literature freshness review assistant. |
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Visibility refresh after later same-issue PR #487 activity on May 29. This existing submission remains PR #361, open, non-draft, CLEAN/mergeable, bounty-labeled, Maintainer review target remains the external-validity transfer assistant implemented here: population, setting, assay/instrument, runtime environment, subgroup coverage, and external validation support before AI review output is treated as transferable. That scope is separate from PR #487's manuscript claim/evidence alignment guard. |
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Visibility refresh after PR #419's newer hardening pass for result-direction gating in structured abstracts. My existing issue #16 submission remains PR #361: #361 Current status re-verified now: PR #361 is open, non-draft, CLEAN/mergeable, bounty-labeled, includes Scope reminder for review: PR #361 is the external-validity transfer assistant for the AI-Powered Research Assistant Suite. It checks whether manuscript claims transfer across population, setting, assay/instrument, runtime environment, subgroup coverage, and external-validation contexts before AI review output is treated as transferable. This remains separate from PR #419's structured-abstract consistency and result-direction hardening, PR #487's manuscript claim/evidence alignment guard, the proteomics MS evidence attempt, and other adjacent #16 assistant slices. No contributor-side code changes are pending unless maintainers request revisions. |
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Visibility refresh after PR #419's newer hardening pass for conclusion-direction gating in structured abstracts. My existing issue #16 submission remains PR #361: #361 Current status re-verified now: PR #361 is open, non-draft, CLEAN/mergeable, bounty-labeled, includes Scope reminder for review: PR #361 is the external-validity transfer assistant for the AI-Powered Research Assistant Suite. It checks whether manuscript claims transfer across population, setting, assay/instrument, runtime environment, subgroup coverage, and external-validation contexts before AI review output is treated as transferable. This remains separate from PR #419's structured abstract consistency assistant and its conclusion-direction, result-direction, endpoint naming, limitation-language, and sample-size mismatch gates. No contributor-side changes are pending unless maintainers request revisions. |
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Visibility refresh after newer same-issue #16 competitor PR #419 activity. This PR #361 remains open, non-draft, CLEAN/mergeable, bounty-listed, and claim-marked for issue #16. Scope remains distinct: external-validity transfer assistant: population, setting, assay/instrument, runtime environment, subgroup coverage, and external-validation transfer checks. No contributor-side code changes are pending unless maintainers request revisions. |
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Visibility refresh after KoiosSG updated same-issue #16 PR #419 later than my last status. This PR #361 remains open, non-draft, CLEAN/mergeable, bounty-labeled, and claim-marked for issue #16. It is tied to the Pending USD 2,675 Algora claim: https://algora.io/claims/oRaeL6McZeQxAxUv Scope remains distinct: PR #361 is the external-validity transfer assistant checking whether manuscript claims transfer across population, setting, assay/instrument, runtime environment, subgroup coverage, and external-validation contexts before AI review output is treated as transferable. PR #419 remains a separate structured-abstract consistency assistant. No contributor-side code changes are pending unless maintainers request revisions. |
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Visibility refresh after KoiosSG updated same-issue #16 PR #419 later than my last status. This PR #361 remains open, non-draft, CLEAN/mergeable, bounty-labeled, and claim-marked for issue #16. It is tied to the Pending USD 2,675 Algora claim: https://algora.io/claims/oRaeL6McZeQxAxUv Scope remains distinct: PR #361 is the external-validity transfer assistant checking whether manuscript claims transfer across population, setting, assay/instrument, runtime environment, subgroup coverage, and external-validation contexts before AI review output is treated as transferable. PR #419 remains a separate structured-abstract consistency assistant for abstract-method/result/limitation alignment, endpoint naming, sample-size consistency, conclusion/result direction, adverse-outcome/safety-benefit wording, and limitation-language gates. No contributor-side code changes are pending unless maintainers request revisions. |
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Visibility refresh after KoiosSG updated same-issue #16 PR #419 with another structured-abstract hardening pass. This PR #361 remains open, non-draft, CLEAN/mergeable, bounty-labeled, and claim-marked for issue #16. It is tied to the Pending USD 2,675 Algora claim: https://algora.io/claims/oRaeL6McZeQxAxUv Scope remains distinct: PR #361 is the external-validity transfer assistant checking whether manuscript claims transfer across population, setting, assay/instrument, runtime environment, subgroup coverage, and external-validation contexts before AI review output is treated as transferable. PR #419 remains a separate structured-abstract consistency assistant for abstract-method/result/limitation alignment, endpoint naming, sample-size consistency, conclusion/result direction, certainty-overclaim gates, adverse-outcome/safety-benefit wording, and limitation-language checks. No contributor-side code changes are pending unless maintainers request revisions. |
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Visibility refresh after KoiosSG updated same-issue #16 PR #419 again. This PR #361 remains open, non-draft, MERGEABLE, bounty-labeled, and claim-marked for issue #16. It is tied to the Pending USD 2,675 Algora claim: https://algora.io/claims/oRaeL6McZeQxAxUv Scope remains distinct: PR #361 is the external-validity transfer assistant checking whether manuscript claims transfer across population, setting, assay/instrument, runtime environment, subgroup coverage, and external-validation contexts before AI review output is treated as transferable. PR #419 remains a separate structured-abstract consistency assistant. No contributor-side changes are pending unless maintainers request revisions. |
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Visibility refresh after newer same-issue #16 competitor PR activity from KoiosSG PR #419 and yunrongy424-oss PRs #448/#443. This PR #361 remains open, non-draft, MERGEABLE, bounty-labeled, and claim-marked for issue #16. It is tied to the Pending USD 2,675 Algora claim: https://algora.io/claims/oRaeL6McZeQxAxUv Scope remains distinct: external-validity transfer checks across population, setting, assay/instrument, runtime environment, subgroup coverage, and external-validation contexts. The newer competitor PRs are separate structured-abstract, adverse-event safety, and qualitative-codebook slices. No contributor-side changes are pending unless maintainers request revisions. |
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Visibility refresh after KoiosSG updated same-issue #16 PR #419 again with duration/effect-measure sample-size hardening. This PR #361 remains open, non-draft, MERGEABLE, bounty-labeled, and claim-marked for issue #16. It is tied to the Pending USD 2,675 Algora claim: https://algora.io/claims/oRaeL6McZeQxAxUv Scope remains distinct: external-validity transfer checks across population, setting, assay/instrument, runtime environment, subgroup coverage, and external-validation contexts. PR #419 remains a separate structured-abstract consistency assistant. No contributor-side changes are pending unless maintainers request revisions. |
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PR-side visibility refresh after KoiosSG updated same-issue #16 PR #419 at 2026-05-30T10:28:35Z. This PR #361 remains open, non-draft, MERGEABLE/CLEAN, bounty-labeled, and claim-marked for issue #16. It is tied to the Pending USD 2,675 Algora claim: https://algora.io/claims/oRaeL6McZeQxAxUv Scope remains distinct: external-validity transfer checks across population, setting, assay/instrument, runtime environment, subgroup coverage, and external-validation contexts. PR #419 remains the separate structured-abstract consistency assistant. No contributor-side changes are pending unless maintainers request revisions. |
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PR-side visibility refresh after KoiosSG updated same-issue #16 PR #419 again at 2026-05-30T10:56:56Z. This PR #361 remains open, non-draft, MERGEABLE, bounty-labeled, and claim-marked for issue #16. It is tied to the Pending USD 2,675 Algora claim: https://algora.io/claims/oRaeL6McZeQxAxUv Scope remains distinct: external-validity transfer checks across population, setting, assay/instrument, runtime environment, subgroup coverage, and external-validation contexts. PR #419 remains a separate structured-abstract consistency assistant with sample-size false-pass hardening. No contributor-side changes are pending unless maintainers request revisions. |
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PR-side visibility refresh after newer same-issue #16 activity from @KoiosSG in PR #419 (structured abstract consistency assistant). PR #361 remains open, non-draft, MERGEABLE/CLEAN, bounty-labeled, and claim-marked for #16. Algora reward link remains indexed: https://algora.io/claims/oRaeL6McZeQxAxUv Scope remains the external validity transfer assistant, separate from PR #419's structured abstract consistency assistant. No contributor-side changes are pending unless maintainers request revisions. |
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PR-side visibility refresh after KoiosSG updated same-issue #16 PR #419 at 2026-05-30T23:19:50Z with abbreviated-unit sample-size hardening. This PR #361 remains my active issue #16 submission: open, non-draft, MERGEABLE/CLEAN, bounty-labeled, and claim-marked for #16. Algora reward link remains indexed and pending for USD 2,675: https://algora.io/claims/oRaeL6McZeQxAxUv Scope remains distinct: PR #361 is the external-validity transfer assistant, checking whether manuscript claims transfer across population, setting, assay/instrument, runtime environment, subgroup coverage, and external-validation contexts before AI review output is treated as transferable. PR #419 remains a separate structured-abstract consistency assistant with sample-size false-pass hardening. No contributor-side changes are pending unless maintainers request revisions. |
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PR-side visibility refresh after newer same-issue #16 activity from @attaboy11: #16 (comment) This PR #361 remains my active issue #16 submission. Current status re-verified now:
Scope remains the external-validity transfer assistant, separate from the newer AI peer-review evidence binder attempt. No contributor-side changes are pending unless maintainers request revisions. |
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PR-side visibility refresh after newer same-issue #16 PR activity from @attaboy11 / PR #506: #506 This PR #361 remains my active issue #16 submission. Current status re-verified now:
Scope remains the external-validity transfer assistant, separate from PR #506's AI peer-review evidence binder. No contributor-side changes are pending unless maintainers request revisions. |
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PR-side visibility refresh after newer same-issue #16 activity from @keon0711: #16 (comment) This PR #361 remains my active issue #16 submission. Current status re-verified now:
Scope remains the external-validity transfer assistant, separate from the newer assistant decision handoff attempt. No contributor-side changes are pending unless maintainers request revisions. |
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PR-side visibility refresh after newer same-issue #16 PR activity from @keon0711 / PR #517: #517 This PR #361 remains my active issue #16 submission. Current status re-verified now:
Scope remains the external-validity transfer assistant, separate from PR #517's assistant decision handoff guard. No contributor-side changes are pending unless maintainers request revisions. |
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Merge/reward readiness refresh for /claim #16. Current contributor-side status rechecked from the watcher:
Could a maintainer please review this PR for merge/reward decision, or point me to the exact change needed to unblock it? I can respond quickly. |
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PR-side visibility refresh after newer same-issue #16 activity from @KoiosSG / PR #419 at #419 (comment). This PR #361 remains my active issue #16 submission. Current status re-verified now:
Scope remains the external-validity transfer assistant, separate from PR #419's structured-abstract consistency assistant and its latest no-difference/equivalence outcome hardening. No contributor-side changes are pending unless maintainers request revisions. |
1 participant
/claim #16
Summary
Non-overlap
This is not another broad assistant suite, preregistration checker, retraction sentinel, prompt-safety guard, statistical review, benchmark-leakage auditor, figure/table checker, supplement-readiness module, funding/COI checker, or evidence-trace assistant. It focuses specifically on whether manuscript claims transfer beyond the exact population, setting, assay, and runtime contexts represented by linked evidence.
Demo Artifact
external-validity-transfer-assistant/reports/demo.webmnpm run demo:videoValidation
npm run check-> passednpm test-> external-validity-transfer-assistant tests passednpm run demo-> generatedreports/summary.json,reports/reviewer-packet.md, andreports/summary.svgnpm run demo:video-> generatedreports/demo.webmgit diff --check-> passedgit diff --cached --check-> passedSynthetic data only. No credentials, private manuscripts, protected health information, payment data, external APIs, or network calls are used by the module.
AI-assisted with OpenAI Codex; I reviewed and locally verified the diff before submitting.
Current status - 2026-05-29
Verified after newer same-issue #16 activity: this PR remains open, non-draft, CLEAN/mergeable, and distinct from KoiosSG PR #419. PR #361 is the external-validity transfer assistant for population, setting, assay/instrument, runtime environment, subgroup coverage, and external validation transfer. PR #419 is a separate structured-abstract consistency assistant.
Current status - 2026-05-30 01:00 IST
Visibility refresh after KoiosSG updated same-issue #16 PR #419. PR #361 remains open, non-draft, CLEAN/mergeable, Algora-labeled, and distinct: it evaluates external-validity transfer across population, setting, assay/instrument, runtime environment, subgroup coverage, and external validation support. PR #419 remains a separate structured-abstract consistency assistant for abstract-method/result/limitation alignment.
Current status - 2026-05-30 01:30 IST
Visibility refresh after KoiosSG updated same-issue #16 PR #419 later than my last PR-body status. PR #361 remains open, non-draft, CLEAN/mergeable, Algora-labeled, and claim-marked for issue #16.
PR #361 remains the external-validity transfer assistant for whether manuscript claims transfer across population, setting, assay/instrument, runtime environment, subgroup coverage, and external-validation contexts before AI review output is treated as transferable.
PR #419 remains a separate structured-abstract consistency assistant for abstract-method/result/limitation alignment, endpoint naming, conclusion/result direction, sample-size consistency, and limitation-language gates. No contributor-side code changes are pending unless maintainers request revisions.
Current status - 2026-05-30 02:13 IST
Visibility refresh after KoiosSG updated same-issue #16 PR #419 again. PR #361 remains open, non-draft, CLEAN/mergeable, Algora-labeled, and claim-marked for issue #16.
PR #361 remains the external-validity transfer assistant for whether manuscript claims transfer across population, setting, assay/instrument, runtime environment, subgroup coverage, and external-validation contexts before AI review output is treated as transferable.
PR #419 remains a separate structured-abstract consistency assistant. No contributor-side code changes are pending unless maintainers request revisions.
Current status - 2026-05-30 02:41 IST
Visibility refresh after KoiosSG updated same-issue #16 PR #419 later than my last status. PR #361 remains open, non-draft, CLEAN/mergeable, Algora-labeled, and claim-marked for issue #16.
PR #361 remains the external-validity transfer assistant: population, setting, assay/instrument, runtime environment, subgroup coverage, and external-validation transfer checks before AI review output is treated as transferable.
PR #419 remains a separate structured-abstract consistency assistant. No contributor-side code changes are pending unless maintainers request revisions.