{"id":"W4409166742","doi":"10.2196/66921","title":"The American Transformative HIV Study: Protocol for a US National Cohort of Sexual and Gender Minority Individuals With HIV","year":2025,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases; National Institute on Alcohol Abuse and Alcoholism; National Institutes of Health","keywords":"Human immunodeficiency virus (HIV); Cohort; Transformative learning; Medicine; Cohort study; Psychology; Environmental health; Demography; Family medicine; Sociology; Developmental psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.00916617,0.002067994,0.001507918,0.002104436,0.004009185,0.001440496,0.002292014,0.001791307,0.03756358],"category_scores_gemma":[0.008533992,0.001683925,0.001166192,0.002401379,0.0007571487,0.00186505,0.001697573,0.003725487,0.01003332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001994314,"about_ca_system_score_gemma":0.007371975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009770211,"about_ca_topic_score_gemma":0.01805279,"domain_scores_codex":[0.9963189,0.001975362,0.0006040781,0.0004656233,0.0003196586,0.0003163961],"domain_scores_gemma":[0.9954745,0.0006307848,0.0006172343,0.0009708875,0.001611791,0.0006948026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.03669418,0.01745935,0.09793182,0.00784883,0.0006944393,0.001912283,0.004468958,0.002758319,0.005689826,0.01446613,0.6958721,0.1142038],"study_design_scores_gemma":[0.04620791,0.01008264,0.3277387,0.008892256,0.0005752118,0.001585781,0.00713187,0.006745056,0.003665073,0.01641609,0.5702959,0.000663465],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01265162,0.0005269319,0.008305154,0.0007766918,0.0004508764,0.9108645,0.05521491,0.0002866188,0.01092257],"genre_scores_gemma":[0.01118246,0.0003719394,0.009010714,0.0007475088,0.000107576,0.9636731,0.01224808,0.00004015398,0.002618557],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03756358,"threshold_uncertainty_score":0.1256627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05352354320109814,"score_gpt":0.4273077815328049,"score_spread":0.3737842383317068,"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."}}