{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.129581,0.0006555167,0.001821111,0.006498307,0.002381751,0.003672179,0.004974418,0.000995846,0.002237611],"category_scores_gemma":[0.1310071,0.0009601882,0.003017774,0.0094576,0.001284126,0.001414871,0.01079299,0.001781758,0.0007136335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003077833,"about_ca_system_score_gemma":0.02020479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0450251,"about_ca_topic_score_gemma":0.04942707,"domain_scores_codex":[0.883085,0.06046743,0.02234773,0.008711226,0.02258778,0.002800866],"domain_scores_gemma":[0.7300412,0.03087829,0.04008038,0.1028624,0.087749,0.008388733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001347443,0.0002926215,0.8635102,0.002245741,0.006425519,0.0002070659,0.002886436,0.00169515,0.001368749,0.003413965,0.07449789,0.0421092],"study_design_scores_gemma":[0.000432909,0.0003399319,0.9336308,0.001578616,0.0009462043,0.0002601871,0.001077378,0.0009720655,0.001123441,0.001068714,0.05845994,0.0001099994],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.510183,0.006709011,0.07872548,0.006969717,0.002047273,0.02765743,0.3350543,0.001356028,0.03129775],"genre_scores_gemma":[0.5826987,0.001860799,0.08546467,0.003658311,0.0005925827,0.03393437,0.2882273,0.0008647465,0.002698434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.129581,"threshold_uncertainty_score":0.6852978,"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."}}