{"id":"W2759512183","doi":"10.1007/s40596-017-0799-9","title":"Competency-Based Medical Education: Objectives for a Foundational Emergency Psychiatry Experience","year":2017,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Innovations in Medical Education","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medical education; Psychology; Emergency psychiatry; Medicine; MEDLINE; Psychiatry; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006032495,0.0002394248,0.0002900304,0.0002133626,0.000966138,0.00003035981,0.0007866174,0.0004890793,0.001972116],"category_scores_gemma":[0.003733121,0.0002288962,0.0001638369,0.0002552852,0.0004036782,0.0003180326,0.00005660433,0.0008755524,0.00007116643],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000121557,"about_ca_system_score_gemma":0.01608546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001901696,"about_ca_topic_score_gemma":0.0000235703,"domain_scores_codex":[0.9973791,0.00003293632,0.0007792724,0.0005514825,0.000870258,0.0003869126],"domain_scores_gemma":[0.9978188,0.00004096211,0.0004944066,0.0009234929,0.0004694364,0.0002529171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000143674,0.0007988705,0.5315414,0.0002664071,0.00005451736,2.571597e-7,0.0003635556,6.939876e-7,0.00005229907,0.2410998,0.2068631,0.01881534],"study_design_scores_gemma":[0.004211341,0.0003603884,0.7064776,0.001361807,0.0001908617,0.0001305002,0.002702793,0.003354894,0.00005892209,0.1806715,0.09977107,0.0007082893],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4729429,0.001874315,0.01540845,0.4418767,0.04996886,0.001662453,0.0000186565,0.0002248087,0.01602286],"genre_scores_gemma":[0.7225837,0.0002078886,0.2290471,0.03210414,0.01179038,0.001558559,0.00040095,0.00008635889,0.002220866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4097726,"threshold_uncertainty_score":0.9989402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02197858274401081,"score_gpt":0.4120760480091165,"score_spread":0.3900974652651057,"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."}}