{"id":"W4411732514","doi":"10.1111/tct.70136","title":"Streamlined Peer‐Assisted Learning: A Scalable, Automated Framework for Medical Education Support","year":2025,"lang":"en","type":"article","venue":"The Clinical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"McGill University","keywords":"Scalability; Computer science; Medical education; Multimedia; Psychology; Medicine; Operating system","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005754819,0.0001797034,0.0004403635,0.0001362907,0.0002339433,0.00003442519,0.0003401859,0.0007074412,0.002457964],"category_scores_gemma":[0.1076927,0.0001219938,0.0002132079,0.0008962622,0.0004119995,0.00004420718,0.00007766459,0.001715841,0.000132371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001435093,"about_ca_system_score_gemma":0.003400998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001782545,"about_ca_topic_score_gemma":0.000002672914,"domain_scores_codex":[0.9971189,0.0003181146,0.00114305,0.0003994813,0.0006950346,0.0003253718],"domain_scores_gemma":[0.9964305,0.001354041,0.0002690062,0.000752924,0.0009932555,0.0002003311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002390182,0.002089406,0.03699252,0.00008857404,0.0001727907,0.000001374672,0.0001639962,0.000001245018,0.000004197431,0.01153199,0.5601035,0.3886113],"study_design_scores_gemma":[0.004020005,0.0008046964,0.2137874,0.00153045,0.0008149554,0.00004032396,0.001518042,0.05675372,0.00002913082,0.0207917,0.6995608,0.0003488097],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.462917,0.0002068111,0.02336497,0.4818915,0.005879509,0.002357535,0.000003473192,0.001752125,0.02162717],"genre_scores_gemma":[0.7839802,0.00007578525,0.04736312,0.03740386,0.002319625,0.0006537915,0.0007103144,0.00007388674,0.1274194],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4444876,"threshold_uncertainty_score":0.9984539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05300976899263016,"score_gpt":0.4906018741167112,"score_spread":0.437592105124081,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}