{"id":"W4388126674","doi":"10.1186/s12909-023-04817-w","title":"Do clinical and communication skills scores on credentialing exams predict potentially inappropriate antibiotic prescribing?","year":2023,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"Canadian Institutes of Health Research; Foundation for Advancement of International Medical Education and Research","keywords":"Medicine; Specialty; Sinusitis; Odds ratio; Respiratory tract infections; Family medicine; Cohort; Logistic regression; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001440174,0.0001583819,0.0002710413,0.0001407536,0.0002922989,0.00004841425,0.0003420525,0.000458541,0.0002836228],"category_scores_gemma":[0.002269713,0.0001302843,0.00008357949,0.0002281333,0.0005719269,0.00008778666,0.0001584856,0.0004471284,0.0005017234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001597269,"about_ca_system_score_gemma":0.0007740369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008472259,"about_ca_topic_score_gemma":0.00006414106,"domain_scores_codex":[0.9979544,0.0006161096,0.0005515725,0.0004227609,0.0001604094,0.0002947645],"domain_scores_gemma":[0.9986276,0.0005249344,0.0001795519,0.0004921475,0.00007436305,0.0001013904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009696241,0.005282404,0.5084337,0.0009736282,0.0006377454,0.00001331044,0.002138979,0.00002560769,0.006456138,0.03194543,0.1047115,0.3384119],"study_design_scores_gemma":[0.002820984,0.0004574581,0.977554,0.002979463,0.0002240464,0.00004143414,0.001267501,0.0002347831,0.002310164,0.002832518,0.008817034,0.0004606688],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920343,0.00250875,0.0008541193,0.0006523891,0.002501994,0.0003428756,0.000005554703,0.0001734032,0.0009266659],"genre_scores_gemma":[0.9936004,0.002882716,0.0003745147,0.0004402543,0.0002026545,0.000007225754,0.0002568145,0.00002106573,0.002214355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4691203,"threshold_uncertainty_score":0.6448807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02430925826433246,"score_gpt":0.3233874402793649,"score_spread":0.2990781820150324,"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."}}