{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01135967,0.0004104919,0.0009917647,0.001182245,0.01689819,0.01077558,0.001703095,0.01296264,0.04564033],"category_scores_gemma":[0.07741877,0.0006324801,0.0008523206,0.001685839,0.01094226,0.01029875,0.008505112,0.02237659,0.02242919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01170881,"about_ca_system_score_gemma":0.0311347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07957771,"about_ca_topic_score_gemma":0.1988125,"domain_scores_codex":[0.9765711,0.008400503,0.001308221,0.001201658,0.008517933,0.004000618],"domain_scores_gemma":[0.9450123,0.0109736,0.003497689,0.001916642,0.01770055,0.02089921],"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":[0.00002239034,0.00002923857,0.001246,0.00008006865,0.000006492674,0.0001138866,0.002438986,0.00001272492,0.000127322,0.009035217,0.9650013,0.02188627],"study_design_scores_gemma":[0.000007728519,0.00002199665,0.001984425,0.0004358545,0.000005842573,0.0002275175,0.006666796,0.00002744161,0.0001414883,0.003206141,0.987232,0.0000427214],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001258957,0.005151141,0.0003174078,0.9415185,0.02398178,0.0000132596,0.0001201715,0.0001063454,0.02753231],"genre_scores_gemma":[0.04679596,0.007234921,0.001118703,0.8186935,0.01101749,0.00006878997,0.000241199,0.0004554925,0.114374],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07957771,"threshold_uncertainty_score":0.1582291,"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."}}