{"id":"W4407576842","doi":"10.1186/s12889-025-21869-3","title":"A mixed methods descriptive study of a diverse cohort of African American/Black and Latine young and emerging adults living with HIV: Sociodemographic, background, and contextual factors","year":2025,"lang":"en","type":"article","venue":"BMC Public Health","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Drug Abuse; York University; Center for Drug Use and HIV Research","keywords":"Biostatistics; Medicine; Demography; Public health; Socioeconomic status; Viral load; Cohort; Population; Gerontology; Cohort study; Psychological intervention; Young adult; Descriptive statistics; Environmental health; Family medicine; Human immunodeficiency virus (HIV); Psychiatry; Internal medicine; Nursing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009548204,0.0005185344,0.001027435,0.002903421,0.004231149,0.001982293,0.001430597,0.0008608132,0.002708561],"category_scores_gemma":[0.008042008,0.0008964831,0.0005325117,0.002793472,0.001332375,0.002219105,0.001813575,0.001022003,0.0005540493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002680381,"about_ca_system_score_gemma":0.003755721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01661694,"about_ca_topic_score_gemma":0.03143978,"domain_scores_codex":[0.9968039,0.001633826,0.0004141605,0.0003923496,0.0003722038,0.0003836859],"domain_scores_gemma":[0.995031,0.00212689,0.0009454117,0.0003162744,0.001077393,0.0005031016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003243036,0.002215849,0.6987228,0.0009695804,0.0000937092,0.002860244,0.2703328,0.00007537103,0.001325756,0.001045813,0.002360321,0.01967341],"study_design_scores_gemma":[0.00009049496,0.003298224,0.3349364,0.0008603882,0.00008051736,0.001933285,0.6499041,0.0005793144,0.0005140828,0.0005730005,0.007160537,0.00006969912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935902,0.0004912945,0.001094108,0.0002016779,0.00001629769,0.002611002,0.0009280336,0.00001012143,0.001057248],"genre_scores_gemma":[0.9727865,0.00185236,0.006176381,0.001580025,0.00006035348,0.01397343,0.001520251,0.00002329296,0.002027472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01661694,"threshold_uncertainty_score":0.05049634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0714300028301655,"score_gpt":0.3914550684790556,"score_spread":0.3200250656488902,"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."}}