{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001028599,0.0005080033,0.000936172,0.0008039027,0.0001710702,0.00002584165,0.0004262195,0.0001535501,0.0001225089],"category_scores_gemma":[0.0009627382,0.0002951599,0.00009304727,0.001799192,0.0003360381,0.0001626321,0.00008728009,0.0006349784,0.0000574116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002758221,"about_ca_system_score_gemma":0.0009057707,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01005356,"about_ca_topic_score_gemma":0.0005166344,"domain_scores_codex":[0.9963886,0.0003774902,0.0009777661,0.0007408602,0.000985455,0.0005298951],"domain_scores_gemma":[0.9973438,0.0006889908,0.0001571461,0.001377816,0.0002631993,0.0001689823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006034772,0.007145416,0.7772256,0.000331692,0.0003291875,0.0001296479,0.02914005,0.000006578041,0.000865109,0.001578142,0.1373305,0.04531457],"study_design_scores_gemma":[0.009584886,0.00191069,0.821798,0.001393955,0.000614337,0.0000104598,0.1005454,0.00005217239,0.000004036648,0.0004951911,0.06340643,0.0001843776],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9377093,0.01462413,0.0001421828,0.02238316,0.001546337,0.004064964,0.000005929545,0.0001257531,0.01939828],"genre_scores_gemma":[0.9712602,0.001596686,0.0001552631,0.020691,0.0005542162,0.0006433363,0.0002164148,0.00004951465,0.00483337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07392406,"threshold_uncertainty_score":0.9999501,"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."}}