{"id":"W4380302244","doi":"10.36834/cmej.77411","title":"This is never asked in the USMLE—why are you teaching it?","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Medical Education and Admissions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Medical education; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002331182,0.0001336461,0.0002069058,0.0005916773,0.0004260939,0.00007832418,0.000358074,0.0001811339,0.2347444],"category_scores_gemma":[0.0856132,0.00008916694,0.0001011254,0.0007226622,0.0001070362,0.0001285705,0.00001336385,0.002062173,0.0008163862],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003281152,"about_ca_system_score_gemma":0.07120929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00595978,"about_ca_topic_score_gemma":0.003762882,"domain_scores_codex":[0.997507,0.0002672252,0.0004564714,0.0001997645,0.001082454,0.0004870988],"domain_scores_gemma":[0.9826641,0.0001898936,0.0001138109,0.0002984443,0.0001611122,0.01657265],"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":[0.000003683188,0.000117261,0.002379043,0.00001549593,0.00001146247,0.0001256621,0.005399952,1.436098e-7,0.000002496997,0.0004033337,0.9664974,0.0250441],"study_design_scores_gemma":[0.0004485,0.00002341248,0.0158932,0.0005185751,0.00002324214,0.0008604095,0.01307532,0.0002445033,0.000001519049,0.0002540784,0.9685602,0.00009709044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0259315,0.0001714724,0.000006446153,0.9472771,0.002250281,0.0001906663,0.000004379908,0.00002319189,0.02414492],"genre_scores_gemma":[0.1600901,0.0002097934,0.0001315206,0.8119354,0.002210925,0.00002790495,0.00004238409,0.00002093743,0.02533111],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.233928,"threshold_uncertainty_score":0.9999616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03379949619641781,"score_gpt":0.3677655005578996,"score_spread":0.3339660043614818,"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."}}