AI Learning Evidence

Not guidance. A record of published research on AI-assisted learning, and our assessments of it. The limits

Learning gains from AI-assisted practice persist on delayed (one week or longer) retention tests taken without AI.

Current status
Insufficient evidenceEvidence stable · what the nine statuses mean
Why
One underpowered null (N=33, ~43% power). The claim is effectively untested at meaningful precision.
What would change it
Delayed unassisted retention arms in university studies at meaningful sample sizes.
Linked evidence
1 link · 1 contradicts
Last updated
Sep 18, 2026

The status is the collection's own judgment on its nine-label scale — not a certainty rating, not a GRADE level, and not advice. Every status change is dated, reasoned, and kept below under History.

01The evidence

The evidence, sorted by what it shows

Contradicts (1)

02Certainty

Certainty by outcome

A claim can be broken into separate bodies of evidence — one per outcome, split by whether AI was available at assessment and when the outcome was measured. Each body carries four separate judgments: how confident we are (certainty), what the evidence points to (the conclusion), how directly it speaks to this claim (applicability), and who has stood behind the judgment. Confidence and conclusion are never merged into one word.

UA-DEL — Unassisted retention at >=1 week · AI at assessment: no · delayed post

Field Assembly certainty: Weak (not a GRADE rating — what our scale means) · Conclusion: Not estimable · Applicability: Partial · AI: two passes agreed

Rated against: persistent advantage

One underpowered null; nothing estimable

DomainJudgment and reasoning
Risk of biasserious · LOW study; unsettled D4
Inconsistencynot serious · single result
Indirectnessserious · lookup-style episode, not sustained practice
Imprecisionvery serious · N=33 vs 72-132 needed for 80% power
Reporting and publication biasnot serious · not assessable

Population: first-year medical students
Comparator: non-AI resources
Assessed by software, two independent passes · search: seed/corpus.yaml (verified inventory, proposal section 7) + data/searches/ · method: EVIDENCE-MODEL.md v2 + fa-certainty-scale v2

1 study in this body.

03History

How this assessment has changed

  • Insufficient evidenceSep 18, 2026 · Evidence stable

    initial assessed status (Q-009, owner-accepted IN-018)

  • Not yet assessedSep 18, 2026 · Evidence unclear

    initial curated status