{"id":"W4392017368","doi":"10.1080/0142159x.2024.2317921","title":"Why we need to keep fixing our unbroken education programs","year":2024,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Human Resource Development and Performance Evaluation","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medical education; Medicine; Engineering ethics; Psychology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.02241051,0.001084537,0.0007683603,0.001556462,0.01317775,0.01016129,0.00364114,0.01235648,0.05058289],"category_scores_gemma":[0.08071181,0.0006725111,0.0009442717,0.001094009,0.01135875,0.01513547,0.006533775,0.03022821,0.01447128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008764593,"about_ca_system_score_gemma":0.02745801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03272246,"about_ca_topic_score_gemma":0.04388983,"domain_scores_codex":[0.9779063,0.008071098,0.0006964618,0.001906282,0.006378917,0.005040992],"domain_scores_gemma":[0.9047194,0.01401759,0.003998306,0.00599893,0.02721726,0.04404847],"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":[0.00008375551,0.000351001,0.003714986,0.0001830725,0.00004556836,0.0001245232,0.001993945,0.0001378177,0.0004885304,0.01363461,0.9150674,0.0641748],"study_design_scores_gemma":[0.00009317068,0.0002115946,0.007445603,0.001386907,0.00004147907,0.0002461803,0.01241465,0.0001500306,0.0005230698,0.01475484,0.9626073,0.0001251012],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004075859,0.003566136,0.001350461,0.9637939,0.01595205,0.0000485793,0.00007768355,0.0003858581,0.01074944],"genre_scores_gemma":[0.08637339,0.006034583,0.01039046,0.8248231,0.006415194,0.0002784012,0.0002683173,0.0009366782,0.06447987],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05058289,"threshold_uncertainty_score":0.1692166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05460798026536549,"score_gpt":0.3942737837350037,"score_spread":0.3396658034696382,"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."}}