{"id":"W4312194865","doi":"10.1038/s41572-022-00406-1","title":"Hazardous drinking and alcohol use disorders","year":2022,"lang":"en","type":"review","venue":"Nature Reviews Disease Primers","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":194,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research; Centre for Addiction and Mental Health; Homewood Research Institute; University of Toronto; McMaster University; Public Health Ontario; St. Joseph’s Healthcare Hamilton","funders":"Cilag; Janssen Pharmaceuticals; National Institute on Alcohol Abuse and Alcoholism; Medical Research Council; Canadian Institutes of Health Research; Health Canada; National Institutes of Health; South African Medical Research Council; H. Lundbeck A/S; Pfizer; Vetenskapsrådet; Knut och Alice Wallenbergs Stiftelse; Indivior; National Institute on Drug Abuse; BrainsWay; Government of the United Kingdom; Servier","keywords":"Biopsychosocial model; Psychological intervention; Context (archaeology); Public health; Impulsivity; Psychology; Alcohol use disorder; Psychiatry; Medicine; Clinical psychology; Alcohol","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003085479,0.0008900664,0.003241459,0.0003361327,0.0002071612,0.00006433993,0.0002423335,0.0004100174,0.0007582814],"category_scores_gemma":[0.0005468488,0.0006145214,0.001720636,0.0006309091,0.0001011164,0.0001755752,0.0001611666,0.001630286,0.00008177847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003683452,"about_ca_system_score_gemma":0.0004275711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000305193,"about_ca_topic_score_gemma":0.000009645902,"domain_scores_codex":[0.9969647,0.0003254468,0.0007720554,0.0009356139,0.0005190676,0.0004831256],"domain_scores_gemma":[0.9975364,0.0003778281,0.0004917767,0.0009880929,0.00002304599,0.0005828408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000399057,0.0001136615,0.00270499,0.01010791,0.0005636046,0.0001701026,0.00003886221,2.381212e-8,1.72834e-8,0.00009178869,0.002441896,0.9837272],"study_design_scores_gemma":[0.0007511503,0.00003192522,0.0003677391,0.01273249,0.01189343,0.00003698796,0.00001178187,5.234102e-7,3.05117e-8,0.00001952405,0.9736277,0.0005266525],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002217283,0.9944692,0.000001040534,0.0001138162,0.0004889019,0.004239871,0.00001643727,0.0001370188,0.000511536],"genre_scores_gemma":[0.00001690838,0.9954503,0.0004191045,0.0007933715,0.0001727788,0.0006980401,0.0009271606,0.0001519284,0.001370408],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9832006,"threshold_uncertainty_score":0.9996306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07932135779839719,"score_gpt":0.3785013652042686,"score_spread":0.2991800074058714,"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."}}