{"id":"W4381686373","doi":"10.36834/cmej.77628","title":"International Congress on Academic Medicine: 2023 medical education abstracts","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of British Columbia; Universiteit Maastricht","keywords":"Alternative medicine; Medical education; Medicine; Library science; Computer science; Pathology","routes":{"ca_aff":false,"ca_fund":true,"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":[0.007233801,0.001987533,0.001393594,0.004646761,0.003606487,0.01421555,0.002431827,0.01072342,0.2583249],"category_scores_gemma":[0.0130885,0.0005277784,0.00144262,0.004410249,0.001849022,0.004018495,0.004534244,0.007849284,0.2015711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006569417,"about_ca_system_score_gemma":0.02435181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01776521,"about_ca_topic_score_gemma":0.02945991,"domain_scores_codex":[0.9918697,0.0006892934,0.0005029429,0.0005572664,0.004787931,0.001592888],"domain_scores_gemma":[0.9808564,0.001177804,0.00118412,0.0005674457,0.007944932,0.008269262],"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":[0.00002228716,0.00002387782,0.0001419477,0.00008669613,0.0000034322,0.00001606899,0.00001985383,0.00001559157,0.00008585354,0.001179435,0.988601,0.009804039],"study_design_scores_gemma":[0.00001091539,0.000009350822,0.001245258,0.0001302941,0.000003269551,0.00002332249,0.00005828585,0.00001893006,0.00005112185,0.0002785249,0.9981626,0.000008108531],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001309267,0.03306671,0.0007066158,0.2606038,0.2313846,0.0004701773,0.005422484,0.0006858114,0.4663505],"genre_scores_gemma":[0.01007184,0.02147632,0.001074418,0.0445754,0.05457227,0.0006019549,0.005431373,0.0004942784,0.8617021],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2583249,"threshold_uncertainty_score":0.8641829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02138585383866008,"score_gpt":0.3914066952941903,"score_spread":0.3700208414555302,"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."}}