{"id":"W4390052103","doi":"10.1186/s12909-023-04931-9","title":"Harm reduction in undergraduate and graduate medical education: a systematic scoping review","year":2023,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Harm reduction; Medical education; Harm; Medicine; Workforce; Population; Scopus; Graduate medical education; Psychology; MEDLINE; Public health; Nursing; Political science; Pedagogy; Environmental health","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001419899,0.0001995878,0.0005795389,0.0003188023,0.0000704292,0.00002255977,0.0001135407,0.0001529871,0.0002870555],"category_scores_gemma":[0.009303769,0.0001656275,0.00007423974,0.0009697934,0.00009488195,0.0001084093,0.00005020962,0.0002781974,0.0002507311],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002330011,"about_ca_system_score_gemma":0.01607401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001669495,"about_ca_topic_score_gemma":0.0000968561,"domain_scores_codex":[0.9968881,0.0003074054,0.0008039364,0.0004371059,0.001283442,0.0002800092],"domain_scores_gemma":[0.998455,0.0002231287,0.0001675003,0.0003865018,0.0001438118,0.0006240307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00005638619,0.003366248,0.008547832,0.8776196,0.00009872008,0.00003182025,0.002854135,0.00000100254,0.00000964096,0.002788751,0.06405655,0.04056928],"study_design_scores_gemma":[0.001441139,0.000119679,0.01687472,0.9744093,0.0003620003,0.0006664332,0.003359531,0.001015573,0.00001929893,0.001361889,0.00009446951,0.0002759657],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5728266,0.1733628,0.0002069849,0.235409,0.005200774,0.01051389,0.000001929502,0.0005455049,0.001932507],"genre_scores_gemma":[0.68385,0.2903974,0.001691304,0.01219725,0.00129832,0.006230995,0.0008825344,0.0001222785,0.00332993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2232118,"threshold_uncertainty_score":0.9990413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0539702295829947,"score_gpt":0.4012491542958218,"score_spread":0.3472789247128271,"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."}}