{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001661237,0.001349702,0.0008456503,0.001620405,0.0007298281,0.002237321,0.003533258,0.001232154,0.009933819],"category_scores_gemma":[0.008616257,0.0005845187,0.0008443431,0.0009365014,0.0005119182,0.003122391,0.006031921,0.001425373,0.006468158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008840612,"about_ca_system_score_gemma":0.002337582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005372039,"about_ca_topic_score_gemma":0.008888381,"domain_scores_codex":[0.9981462,0.0004680936,0.0001511204,0.0004151124,0.000646121,0.0001734552],"domain_scores_gemma":[0.9971854,0.0009488481,0.0001527477,0.0006701681,0.0005506572,0.0004921968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001038017,0.0007468465,0.005454276,0.0009379247,0.0002431273,0.0006221964,0.00086607,0.03963891,0.01098216,0.01026379,0.1374403,0.7917663],"study_design_scores_gemma":[0.0003213763,0.0002566978,0.002094874,0.0001793517,0.00009289693,0.0003198515,0.000407799,0.8170419,0.0154393,0.04250814,0.1211724,0.0001654826],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0127472,0.0007753986,0.7859772,0.0008877527,0.0003182351,0.001156858,0.00396354,0.1870798,0.007094058],"genre_scores_gemma":[0.2432683,0.0005994487,0.7322239,0.0004361322,0.0001530446,0.001107978,0.01113911,0.003557259,0.007514908],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009933819,"threshold_uncertainty_score":0.03323197,"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."}}