{"id":"W2333918217","doi":"10.1097/01.eem.0000410107.40227.85","title":"Second Opinion: What is ABEM Thinking?","year":2011,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Test (biology); Medical education; Maintenance of Certification; Psychology; Board certification; Public relations; Subject (documents); Service (business); Medicine; Political science; Continuing medical education; Business; Law; Marketing; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.008134186,0.000501096,0.001029859,0.001826286,0.00519025,0.009153317,0.002328533,0.01432205,0.04039395],"category_scores_gemma":[0.08487461,0.0003533951,0.0009542293,0.001130529,0.007699824,0.01174513,0.003303312,0.02166239,0.0171142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0064879,"about_ca_system_score_gemma":0.01038631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008123945,"about_ca_topic_score_gemma":0.009594053,"domain_scores_codex":[0.9913817,0.00247506,0.0006360842,0.001107776,0.003014356,0.001385093],"domain_scores_gemma":[0.9615914,0.01123908,0.002218088,0.0009205847,0.01635978,0.007671038],"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":[0.00001411792,0.00001216774,0.0005031147,0.0001306258,0.000006818637,0.000353278,0.001325522,0.0000125424,0.00004321072,0.008115164,0.971034,0.01844952],"study_design_scores_gemma":[0.0000125551,0.00001791445,0.0007502961,0.001636018,0.00001329368,0.001524968,0.008747797,0.00009360146,0.00007768971,0.01470136,0.9723866,0.00003783731],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002865568,0.004196764,0.0002013284,0.9487026,0.03899375,0.000006138789,0.0000411029,0.00001871855,0.007552975],"genre_scores_gemma":[0.02065632,0.01316452,0.0005532937,0.8651531,0.07106673,0.00005554961,0.000145763,0.0001402494,0.02906437],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04039395,"threshold_uncertainty_score":0.1351312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06754154539605935,"score_gpt":0.3651870109552629,"score_spread":0.2976454655592036,"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."}}