{"id":"W4411016862","doi":"10.22454/fammed.2025.301169","title":"Opioid Use Disorder Education in the Family Medicine Clerkships: A CERA Study","year":2025,"lang":"en","type":"article","venue":"Family Medicine","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Opioid use disorder; Curriculum; Medicine; Family medicine; Buprenorphine; Referral; Medical education; Psychology; Opioid; Pedagogy","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":[0.002176172,0.00026703,0.0003923531,0.00115494,0.003081504,0.001574798,0.0007631374,0.0009122051,0.004066509],"category_scores_gemma":[0.005343859,0.0005288084,0.0005283454,0.00190865,0.0007021102,0.001182749,0.001376312,0.001520102,0.0004991937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006047834,"about_ca_system_score_gemma":0.01195428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1868448,"about_ca_topic_score_gemma":0.3476963,"domain_scores_codex":[0.9981086,0.0004598121,0.0001004751,0.0002110186,0.0003642304,0.0007558641],"domain_scores_gemma":[0.9925679,0.000966468,0.002093191,0.0001905889,0.0008779689,0.003304004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001101371,0.001134209,0.9854919,0.0001076791,0.00003106338,0.0002667706,0.005521132,0.00001738674,0.0001188922,0.00004750172,0.001075655,0.006077712],"study_design_scores_gemma":[0.0000328161,0.0003209328,0.9842921,0.00009715276,0.00002002539,0.000176664,0.01330583,0.0000597288,0.00003895808,0.00001062831,0.001634849,0.00001026655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984381,0.0002734099,0.00002350423,0.000329529,0.00001311264,0.00005934059,0.0001759054,0.000001664853,0.000685583],"genre_scores_gemma":[0.9978809,0.0004559266,0.00008457127,0.0007180337,0.0000340735,0.00008062378,0.0002155983,0.000003767704,0.0005266152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1868448,"threshold_uncertainty_score":0.3715144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04784726582045359,"score_gpt":0.3657555765151166,"score_spread":0.3179083106946631,"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."}}