{"id":"W4416786707","doi":"10.1136/bmjopen-2024-093389","title":"Health impact of alcohol use in the USA: a protocol of a systematic review and modelling study","year":2025,"lang":"en","type":"article","venue":"BMJ Open","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"Substance Abuse and Mental Health Services Administration","keywords":"Protocol (science); Public health; Health services research; MEDLINE; Systematic review; Alternative medicine; Epidemiology; Health policy","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":[],"consensus_categories":[],"category_scores_codex":[0.1337335,0.004482149,0.0104799,0.01152734,0.004084606,0.00629619,0.006194545,0.008482335,0.08097474],"category_scores_gemma":[0.1663456,0.004738905,0.01724249,0.01312272,0.004248743,0.005829867,0.00467151,0.008451715,0.01138833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01443058,"about_ca_system_score_gemma":0.08046928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009223578,"about_ca_topic_score_gemma":0.01829201,"domain_scores_codex":[0.9379197,0.0367461,0.01379676,0.00376603,0.005425602,0.0023457],"domain_scores_gemma":[0.9236853,0.03548044,0.009198253,0.01055735,0.01792011,0.003158388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.02230713,0.001191817,0.002290181,0.7658517,0.007854644,0.001947934,0.005055527,0.005817452,0.001903311,0.01819009,0.09411838,0.0734719],"study_design_scores_gemma":[0.07254195,0.004595084,0.01107508,0.4959599,0.02109398,0.00106322,0.002906522,0.004780072,0.002107495,0.02808303,0.3549182,0.0008753584],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0003344294,0.0008018711,0.002128024,0.0004193838,0.0002191043,0.9907995,0.004671382,0.00006466114,0.0005616422],"genre_scores_gemma":[0.0003999951,0.0003559531,0.003475243,0.0001317691,0.00001624047,0.9950128,0.0004422698,0.000005537142,0.0001601218],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1337335,"threshold_uncertainty_score":0.7072588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.296690541575663,"score_gpt":0.5346504051673292,"score_spread":0.2379598635916662,"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."}}