{"id":"W2325730757","doi":"10.1097/acm.0000000000000243","title":"The Relationship Between Physician Participation in Continuing Professional Development Programs and Physician In-Practice Peer Assessments","year":2014,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University; Centre for Advancing Health Outcomes; College of Family Physicians of Canada; NOSM University","funders":"","keywords":"Specialty; Family medicine; Medicine; Continuing medical education; Logistic regression; Certification; Multivariate analysis; Odds ratio; Graduate medical education; Odds; MEDLINE; Medical education; Continuing education; Accreditation; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004537803,0.0001496928,0.0002818662,0.0001871077,0.0001565379,0.000009887847,0.0001168262,0.0001854154,0.000003331005],"category_scores_gemma":[0.009944081,0.0001026919,0.00001107364,0.0007702016,0.0002188665,0.000234666,0.00004415483,0.001315579,0.00001259633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002034358,"about_ca_system_score_gemma":0.0001346788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000278223,"about_ca_topic_score_gemma":0.00001395889,"domain_scores_codex":[0.9974985,0.0002539986,0.0007865498,0.000275833,0.000843981,0.0003411259],"domain_scores_gemma":[0.9976857,0.001493917,0.0002923374,0.0001975523,0.0002488416,0.00008163291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004022029,0.00005625745,0.6717076,0.00004148641,0.00001406594,0.000001058525,0.007630579,6.296834e-7,0.0000847595,0.006454771,0.0009965869,0.312972],"study_design_scores_gemma":[0.001661301,0.0001114758,0.9416806,0.001500865,0.00006079401,0.000002528372,0.006010406,0.0005171021,0.00004682681,0.00202181,0.04628001,0.0001063047],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9623303,0.0001183749,0.0005545959,0.03376538,0.0004265855,0.0006920294,1.243921e-7,0.00002871163,0.002083876],"genre_scores_gemma":[0.9939525,0.00001794301,0.0009353159,0.003028974,0.0007607135,0.0002216048,0.0001261722,0.00001799321,0.0009388152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3128657,"threshold_uncertainty_score":0.9983956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07240809293804026,"score_gpt":0.4657097549147968,"score_spread":0.3933016619767565,"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."}}