{"id":"W4406161765","doi":"10.1111/acer.15522","title":"Harmonization of alcohol use data and mortality across a multi‐national <scp>HIV</scp> cohort collaboration","year":2025,"lang":"en","type":"article","venue":"Alcohol Clinical and Experimental Research","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institute on Alcohol Abuse and Alcoholism; European Regional Development Fund; National Institute of Allergy and Infectious Diseases; Medical Research Council; Merck Sharp and Dohme; Ministerie van Volksgezondheid, Welzijn en Sport; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Instituto de Salud Carlos III; ViiV Healthcare; Institut National de la Santé et de la Recherche Médicale; Deutsches Zentrum für Infektionsforschung; Office of Research and Development; Janssen Pharmaceuticals; Styrelsen för Internationellt Utvecklingssamarbete; Gilead Sciences; National Center for Advancing Translational Sciences; Wellcome Trust; Bristol-Myers Squibb; Alberta Health; National Institute for Health and Care Research; Australasian Gynaecological Endoscopy and Surgery Society; U.S. Department of Veterans Affairs; National Science Foundation","keywords":"Harmonization; Cohort; Human immunodeficiency virus (HIV); Medicine; Alcohol; Cohort study; Environmental health; Demography; Family medicine; Virology; Biology; Internal medicine; Sociology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003920861,0.0001365578,0.0003704459,0.0001889622,0.0003159652,0.0001834877,0.000246662,0.0001757012,0.00005662067],"category_scores_gemma":[0.009373223,0.0001193134,0.00007854361,0.0006840261,0.001196804,0.0005370567,0.0008895244,0.0004858505,0.00002429229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006226412,"about_ca_system_score_gemma":0.0003675365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003240512,"about_ca_topic_score_gemma":0.0001229603,"domain_scores_codex":[0.9967192,0.0004576948,0.000757189,0.0006567813,0.001006289,0.0004028076],"domain_scores_gemma":[0.9968274,0.001224455,0.00007902055,0.0005351424,0.001000157,0.0003338876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002001833,0.001435953,0.9195485,0.0001088878,0.0003316213,0.00001173565,0.0003044431,6.496728e-7,0.02061016,0.000862364,0.05488151,0.001704008],"study_design_scores_gemma":[0.006279006,0.001378811,0.9129928,0.0003062577,0.00005813954,0.000009208383,0.003586092,0.02520914,0.03878327,0.0002389605,0.01107164,0.0000866736],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934798,0.001143217,0.0003719465,0.0006189613,0.00005594371,0.001023882,0.0005836068,0.00002302006,0.002699577],"genre_scores_gemma":[0.9862608,0.0007836767,0.0009125093,0.0001323915,0.00008700612,0.00009442855,0.0007985951,0.00001388728,0.01091674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04380987,"threshold_uncertainty_score":0.9989712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3786795666006383,"score_gpt":0.5985952573350026,"score_spread":0.2199156907343643,"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."}}