{"id":"W4416758366","doi":"10.1111/dar.70078","title":"Effectiveness of Training Non‐Specialist Health Workers for the Management of Substance Use Disorders: A Systematic Review and Meta‐Analysis","year":2025,"lang":"en","type":"review","venue":"Drug and Alcohol Review","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Indian Council of Medical Research","keywords":"Substance use; Training (meteorology); Substance abuse; MEDLINE; Occupational safety and 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02348632,0.002897862,0.02428237,0.006874405,0.0007743145,0.00344657,0.002842125,0.002719411,0.004617337],"category_scores_gemma":[0.05575031,0.00173275,0.03854495,0.007224954,0.001044697,0.002452117,0.001794793,0.00220987,0.0004000529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004877322,"about_ca_system_score_gemma":0.006696025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007977406,"about_ca_topic_score_gemma":0.01614901,"domain_scores_codex":[0.9851237,0.006445398,0.005126421,0.00112431,0.00181599,0.0003640911],"domain_scores_gemma":[0.9598573,0.02907473,0.006985874,0.0009949483,0.002610958,0.0004761645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002043489,0.00005746459,0.001155724,0.6669463,0.3136875,0.00005812577,0.0001073483,0.0002466367,0.0001329016,0.00007190311,0.0003761921,0.0151164],"study_design_scores_gemma":[0.001478182,0.0006130454,0.002958447,0.08507726,0.9074878,0.00009222603,0.0000957407,0.0001577074,0.000212425,0.0001336869,0.001661607,0.0000318824],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004952158,0.9925626,0.0005709025,0.0001858823,0.0001572805,0.0009425345,0.0003592672,0.00003092787,0.000238474],"genre_scores_gemma":[0.1182969,0.8728868,0.002859481,0.0007824855,0.0002131604,0.003996023,0.000600834,0.00003238715,0.0003318899],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02428237,"threshold_uncertainty_score":0.124209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1114663196922512,"score_gpt":0.4009367241086793,"score_spread":0.289470404416428,"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."}}