Scope gate: the question and risk class are fixed
Attach the article brief, reader decision, definitions, geography, time horizon, excluded conclusions, AI tools and modes used, provided documents, prohibited data, required source hierarchy, and reviewer roles. PASS means the research task is bounded and high-stakes claims have proportionate expertise. REVIEW means a minor definition needs clarification before final copy. STOP means the draft drifted into legal, medical, financial, safety, or reputational advice without suitable authority and review. Record tool and model version where available but never treat version as a quality certificate. This gate prevents a well-sourced answer to a different question from reaching publication.
Evidence: National Institute of Standards and Technology; National Institute of Standards and Technology
Existence-and-access gate: every reference can be reproduced
For each cited item, verify publisher or venue, title, authors or issuing body, date, version, identifier, URL, status, and original access. PASS means a second editor can locate the same source and relevant section. REVIEW covers a stable source behind lawful limited access when an authorized reviewer inspected it and documented the constraint. STOP covers nonexistent metadata, a search snippet standing in for a document, invented quotation, inaccessible source nobody reviewed, or a secondary copy presented as primary. PMLR research on reference hallucination supplies an empirical reason for this gate without implying that every model or citation fails.
Evidence: Proceedings of Machine Learning Research; Association for Computational Linguistics
Support gate: wording does not outrun the passage
Map each consequential sentence to a passage, table, dataset, or official rule. Check definitions, population, jurisdiction, date, sample, method, uncertainty, and causal strength. PASS means the source directly supports the bounded wording or the article labels its inference. REVIEW covers a sentence that can be narrowed without changing the decision. STOP covers topical but non-entailing citations, a compound claim only partly supported, correlation rewritten as causation, or numbers detached from denominator and method. ACL citation research distinguishes citation correctness from general answer quality; the editorial record should do the same. A real link is not a support verdict.
Evidence: National Institute of Standards and Technology; Association for Computational Linguistics
Challenge gate: contradiction and source dependence were sought
Show targeted searches for corrections, successor documents, methodological limitations, credible contrary findings, conflicts, and jurisdictional variation. Trace news and commentary to their underlying evidence. PASS means disagreement is represented or the final wording explains why one authority controls. REVIEW means one low-consequence counter-source remains pending and the claim is visibly limited. STOP means apparent consensus consists of repeated copies from one origin, a material contradiction was omitted, or the source is superseded. Preserve rejected candidates and reasons. This gate makes research breadth auditable rather than equating the number of links with independence.
Evidence: National Institute of Standards and Technology; National Institute of Standards and Technology
Integrity gate: quotations, transformations, and whole-article logic survive review
Compare quotations character by character within lawful limits, verify translations, recalculate simple derived figures, inspect labels on illustrative examples, and check that headings and summaries do not overstate the body. Review selection bias, timeline, transitions, and whether the conclusion introduces a claim absent from the ledger. PASS means all transformations have an owner and reproducible input. REVIEW covers a nonmaterial style change awaiting proofread. STOP covers plagiarism, excessive quotation, fabricated case study, undisclosed synthetic evidence, or an AI-written synthesis no human reviewer can explain. Human approval must include authority to rewrite or halt publication.
Evidence: National Institute of Standards and Technology; Proceedings of Machine Learning Research
Ruling and renewal: approve only the dated evidence state
The next action is to run the record on one completed article and resolve every STOP finding before scheduling. Every REVIEW item needs an owner, due date, and reason it cannot mislead the current reader. Set recheck dates for rules, products, prices, statistics, and evolving research; preserve corrections and source replacements. Limits remain: a passing record cannot make sources infallible, web evidence can change, reviewers can miss context, and novel disputes may lack consensus. Approval applies only to this version and evidence date. Reopen after material edits, source withdrawal, correction, policy change, or credible reader challenge. Publication readiness means the evidence path survives an independent editor, not that the prose sounds certain.
Sources and further reading
These references informed this article. A source supports a claim; it does not imply endorsement of TenMultigure or any future product reference.
- AI Risk Management FrameworkNational Institute of Standards and Technology · Accessed August 10, 2026
NIST AI RMF grounds the release record's context, roles, evidence measurement, risk response, documentation, and monitoring after publication.
- Artificial Intelligence Risk Management Framework: Generative Artificial Intelligence ProfileNational Institute of Standards and Technology · Accessed August 10, 2026
NIST's Generative AI Profile supports enhanced checks for confabulation, information integrity, third-party generative systems, and human oversight.
- Citation Constraints and Reference Hallucinations in Large Language ModelsProceedings of Machine Learning Research · Accessed August 10, 2026
The independent PMLR study motivates a hard gate for resolving citation metadata and original records before an AI-suggested reference is accepted.
- Enabling Large Language Models to Generate Text with CitationsAssociation for Computational Linguistics · Accessed August 10, 2026
The independent ACL research supports distinct gates for citation correctness and whether all citation-worthy claims receive adequate evidence.
Reviewed by TenMultigure AI Editorial Safety Review. See an error or a source that has changed? Tell the editorial team.
Review method: AI-assisted desk research with editorial checks. Reviewed ; next scheduled review . Turned AI research checking into pass-review-stop evidence gates for scope, provenance, entailment, contradiction, quotation integrity, synthesis, and revalidation.