{"id":"W3202880495","doi":"10.1136/bmjopen-2021-055991","title":"What is a public health approach to substance use? Protocol for a qualitative systematic review","year":2021,"lang":"en","type":"article","venue":"BMJ Open","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Medicine; Public health; Protocol (science); Substance use; Alternative medicine; Health services research; Qualitative research; Family medicine; Medical education; Psychiatry; Nursing; Pathology; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1980895,0.005411556,0.01140533,0.01560214,0.008056205,0.00853743,0.006434354,0.009760343,0.09387404],"category_scores_gemma":[0.1728482,0.006623944,0.01035086,0.01406113,0.008208245,0.01393544,0.008394754,0.01258299,0.01818321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01798682,"about_ca_system_score_gemma":0.08756095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007512117,"about_ca_topic_score_gemma":0.01098877,"domain_scores_codex":[0.8660568,0.08754356,0.02464226,0.007230714,0.009775933,0.004750775],"domain_scores_gemma":[0.8372325,0.07856232,0.01880742,0.01600425,0.04131492,0.008078567],"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":[0.01516362,0.001589885,0.002171471,0.596217,0.001528055,0.002277295,0.05522602,0.004369619,0.004779712,0.03202083,0.1368299,0.1478266],"study_design_scores_gemma":[0.04235252,0.003536862,0.006544784,0.3461638,0.001835195,0.001130764,0.04206801,0.003536459,0.004785628,0.05809106,0.4887725,0.001182395],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0003493207,0.0004750124,0.002436808,0.0006935335,0.0002725119,0.9928694,0.00238138,0.00005882353,0.0004631209],"genre_scores_gemma":[0.0003137741,0.0002026239,0.003914514,0.0001783154,0.00001405326,0.9950648,0.0001595363,0.000005774641,0.0001465974],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1980895,"threshold_uncertainty_score":0.9888985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5064662062767914,"score_gpt":0.5573152402793098,"score_spread":0.05084903400251839,"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."}}