{"id":"W2310243395","doi":"10.1097/acm.0000000000000829","title":"Graduate Medical Education","year":2015,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Board of Medical Examiners","keywords":"Operationalization; Graduate medical education; Medical education; Psychology; Medicine; Accreditation","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002339666,0.0001655169,0.0003347038,0.0003272778,0.00005079206,0.000002632547,0.000231434,0.0003793775,0.001236484],"category_scores_gemma":[0.02133122,0.0001230544,0.00002709157,0.0009043288,0.000389318,0.0001096627,0.00004596262,0.001339615,0.0004059467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002410421,"about_ca_system_score_gemma":0.002823185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007976708,"about_ca_topic_score_gemma":9.173979e-7,"domain_scores_codex":[0.9968207,0.00006126254,0.0006508956,0.0002991375,0.001872093,0.0002958496],"domain_scores_gemma":[0.99807,0.00005476813,0.0001431651,0.0003886544,0.0006740319,0.0006693928],"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":[0.0000431963,0.00005107953,0.005433192,0.00005032681,0.00001962305,0.000009806638,0.002538411,1.880841e-7,0.00009230708,0.01101408,0.8812193,0.09952851],"study_design_scores_gemma":[0.00614904,0.0008013695,0.0127621,0.002212566,0.0003045728,0.002087796,0.01468495,0.002090109,0.0003679379,0.02270587,0.935414,0.0004197029],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6180096,0.001712292,0.002308097,0.3083031,0.005449394,0.0005801251,4.369701e-7,0.0002633441,0.06337366],"genre_scores_gemma":[0.9154067,0.0003873009,0.001160986,0.06623442,0.006000697,0.00008947347,0.0002069739,0.00003747258,0.01047596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2973972,"threshold_uncertainty_score":0.9996765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1245269864830362,"score_gpt":0.4537429019133097,"score_spread":0.3292159154302735,"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."}}