{"id":"W3037189781","doi":"10.2196/20182","title":"The United States Medical Licensing Examination Step 1 Is Changing—US Medical Curricula Should Too","year":2020,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"United States Medical Licensing Examination; Curriculum; Medical education; Grading (engineering); Licensure; Medical school; Class (philosophy); Medicine; Psychology; Computer science; Pedagogy; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01104334,0.0003632961,0.0004452195,0.001196525,0.001901152,0.004261265,0.001244739,0.006104325,0.008943393],"category_scores_gemma":[0.03382617,0.0002441164,0.0007899394,0.0009457844,0.002415424,0.004622332,0.003189841,0.008796541,0.004784679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003524235,"about_ca_system_score_gemma":0.01518474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01514385,"about_ca_topic_score_gemma":0.0246834,"domain_scores_codex":[0.9918395,0.001404132,0.0007168092,0.000530382,0.004455306,0.001053836],"domain_scores_gemma":[0.9646457,0.004211681,0.002211985,0.001608249,0.01410759,0.01321481],"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":[0.00005915014,0.0004500444,0.01622265,0.0002532548,0.00002647322,0.0001602106,0.0007583018,0.0002048094,0.001444306,0.0123322,0.614287,0.3538015],"study_design_scores_gemma":[0.00003789938,0.0002301424,0.04438454,0.0008732681,0.0000210392,0.0003996578,0.001756992,0.0002598848,0.0009950362,0.009585084,0.9413841,0.00007227126],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01024774,0.003419446,0.002082395,0.9490204,0.01714375,0.00005947432,0.0001770675,0.0002912492,0.01755854],"genre_scores_gemma":[0.1309858,0.007555816,0.0160365,0.8034187,0.008848774,0.0001746488,0.001085734,0.0002436227,0.03165029],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01514385,"threshold_uncertainty_score":0.05840343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02492423421859859,"score_gpt":0.3758336360255921,"score_spread":0.3509094018069935,"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."}}