{"id":"W4385220305","doi":"10.22454/fammed.2023.476432","title":"Motivational Interviewing Education in North American Family Medicine Clerkships: A CERA Study","year":2023,"lang":"en","type":"article","venue":"Family Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Motivational interviewing; Interview; Medical education; Medicine; Family medicine; Alliance; Duration (music); Psychology; Internal medicine; Randomized controlled trial","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002116008,0.0003720287,0.000886426,0.002063448,0.0001428002,0.00001072409,0.0003205703,0.00008878765,0.0002046463],"category_scores_gemma":[0.004065527,0.0002970113,0.00005697523,0.008620386,0.000597608,0.0001769354,0.00009294051,0.0008350462,0.0002003522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000516395,"about_ca_system_score_gemma":0.001002411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001992222,"about_ca_topic_score_gemma":0.0005176186,"domain_scores_codex":[0.9957315,0.0002212961,0.001381557,0.0006922344,0.001419934,0.0005535229],"domain_scores_gemma":[0.997744,0.0003120069,0.0003466523,0.000730502,0.0006525365,0.0002142845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001090255,0.000953138,0.6822574,0.0001531826,0.00007659104,0.00004045635,0.008585355,0.00001556399,0.0007452133,0.0002761437,0.1205913,0.1861967],"study_design_scores_gemma":[0.002975781,0.001342788,0.9205988,0.0008771898,0.0001090836,0.00001589936,0.06060617,0.0007162393,0.000003188677,0.0001134872,0.0124301,0.000211274],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694157,0.0003321541,0.0002311568,0.02090445,0.002187415,0.001404783,0.000002854506,0.0002836204,0.005237849],"genre_scores_gemma":[0.979464,0.0002024902,0.0005231815,0.01466174,0.002452133,0.000287735,0.000817775,0.00006785213,0.001523081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2383415,"threshold_uncertainty_score":0.9999482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1010597144375221,"score_gpt":0.4150245637346064,"score_spread":0.3139648492970842,"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."}}