{"id":"W4394694054","doi":"10.26443/mjm.v21i1.1128","title":"Ontario Student Medical Education Research Conference (OSMERC) 2024","year":2024,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Medical education; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004658388,0.0007324754,0.0006754208,0.001680635,0.002677258,0.004132588,0.001597429,0.004317838,0.2484167],"category_scores_gemma":[0.006694782,0.0005740165,0.001048336,0.001236703,0.0009941804,0.0006127806,0.002120597,0.002246393,0.0690861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02537409,"about_ca_system_score_gemma":0.1318334,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7054756,"about_ca_topic_score_gemma":0.9082798,"domain_scores_codex":[0.9941375,0.0004240115,0.0001417972,0.0002194951,0.003879474,0.001197733],"domain_scores_gemma":[0.9870952,0.0005752557,0.0002544668,0.0002334343,0.007135306,0.004706282],"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":[0.0002604399,0.00008885722,0.001293358,0.00008579841,0.00001947574,0.00005205421,0.00003229334,0.00007447076,0.0002079172,0.00100062,0.9795527,0.01733197],"study_design_scores_gemma":[0.0001275971,0.00005946398,0.008425436,0.0001053961,0.00001104364,0.00002156336,0.0001235235,0.0001327995,0.0001892286,0.0001780728,0.9906161,0.00000976496],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0130294,0.007040543,0.0008041819,0.2154559,0.04796595,0.001218112,0.03258923,0.0005160735,0.6813805],"genre_scores_gemma":[0.006637412,0.001126863,0.0005860219,0.004254226,0.0008953212,0.00008231343,0.003707747,0.00006362097,0.9826465],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7054756,"threshold_uncertainty_score":0.8310368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1028393949749579,"score_gpt":0.4925335494735526,"score_spread":0.3896941544985947,"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."}}