{"id":"W1973415889","doi":"10.1097/00001888-200002000-00017","title":"Results of Remedial Continuing Medical Education in Dyscompetent Physicians","year":2000,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"","keywords":"Remedial education; Continuing medical education; Competence (human resources); Medicine; Modalities; Continuing education; Medical education; Population; Family medicine; Nursing; Psychology","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":[0.00177792,0.0001671303,0.0005274905,0.0003861143,0.00002442172,0.000001263232,0.0002381082,0.0003659247,0.002041753],"category_scores_gemma":[0.006685238,0.0001395988,0.00003920486,0.0009899329,0.0004537802,0.00008906432,0.00002060744,0.001191458,0.00004887999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001520888,"about_ca_system_score_gemma":0.0006902628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000184866,"about_ca_topic_score_gemma":0.00002449747,"domain_scores_codex":[0.9967042,0.00008587791,0.001358671,0.0003399274,0.001198329,0.0003130499],"domain_scores_gemma":[0.9988574,0.0001514454,0.0002489228,0.0003749456,0.0002186229,0.000148671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003718708,0.0001717598,0.008428467,0.00007959921,0.00001809182,0.00001071268,0.006565535,0.000002223362,0.002130149,0.001155904,0.07495527,0.9061104],"study_design_scores_gemma":[0.0419548,0.002448129,0.3770599,0.03974216,0.0005629617,0.0007145111,0.02098201,0.007384566,0.006002976,0.005678302,0.496343,0.001126688],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9394637,0.0004869225,0.00007661705,0.03877864,0.0009569407,0.0004395803,0.000001045709,0.00004573666,0.0197508],"genre_scores_gemma":[0.9838336,0.00114051,0.0004945534,0.007358027,0.002341718,0.00003493199,0.000191423,0.00002253195,0.004582772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9049837,"threshold_uncertainty_score":0.9988705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01270086782635517,"score_gpt":0.3540553469932606,"score_spread":0.3413544791669055,"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."}}