{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006294496,0.0002238501,0.000247413,0.001196129,0.001834621,0.001022956,0.0005361317,0.000734224,0.001791601],"category_scores_gemma":[0.01384058,0.0004048503,0.0003573363,0.001138043,0.0005940257,0.000738582,0.001341113,0.001342846,0.0002710809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003179513,"about_ca_system_score_gemma":0.007877709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02742214,"about_ca_topic_score_gemma":0.06221638,"domain_scores_codex":[0.9972384,0.001305035,0.000155615,0.0002401356,0.0004805758,0.0005801482],"domain_scores_gemma":[0.9889101,0.003755251,0.002896381,0.0003292433,0.001269899,0.002839114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001724667,0.003150051,0.9504938,0.0001344864,0.00003027207,0.0001752134,0.0219392,0.00003770666,0.0002296522,0.0001008124,0.001480157,0.02205612],"study_design_scores_gemma":[0.00005147162,0.0005532694,0.9787703,0.00009771947,0.00001316772,0.0001390664,0.01753691,0.0001984617,0.00007718659,0.00003054144,0.002520187,0.00001181786],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988549,0.0001329471,0.00004914916,0.0003073935,0.000008356427,0.00009295905,0.00005356793,0.000001645102,0.0004990281],"genre_scores_gemma":[0.9981104,0.0002469331,0.0002961601,0.0005829047,0.00002351889,0.0002441505,0.0001207682,0.000002826618,0.000372326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02742214,"threshold_uncertainty_score":0.05452502,"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."}}