A Filter Trade-off for Proposed Learning-Link Review
With search fixed, one 2019 computer-science configuration returned 129 majority-label matches and 19 mismatches; stricter filtering returned 37 and 3. Matching share means matches out of returned suggestions. The smaller list had a higher share but 92 fewer matches. For 1Cademy’s proposed separate link decision (undated page, inspected 9 November 2026), keep excluded label-supported pairs visible and investigate catalogue gaps when judging necessity. This proposed audit is untested; aggregate counts do not identify every excluded pair or all missing prerequisites.
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Scientific Oversight of AI-Assisted Research
1Cademy
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Contributing and Following a Path Are Different Practice Hypotheses
Test Whether a Shared Graph Reduces Unexamined AI Influence
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Four Cases Inform Different Measures for Topic and Link Review
Shared Learning Could Support Motivation for Scientific Review
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Apply Record Distinctions to Content and Learning-Link Review
Acceptance and Objection Resolution Are Separate Decisions
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