{"id":"W4411447958","doi":"10.1097/qai.0000000000003716","title":"Hospital-Based Health Care Service Utilization in Persons With HIV With or Without Mental Health and Substance Use Comorbidities","year":2025,"lang":"en","type":"article","venue":"JAIDS Journal of Acquired Immune Deficiency Syndromes","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Alberta","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Emergency department; Mental health; Psychological intervention; Ambulatory; Health care; Emergency medicine; Substance abuse; Psychiatry; Internal medicine","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":[0.000636979,0.0001809948,0.0002355096,0.000803956,0.0004589457,0.0005506116,0.0003497247,0.0003237061,0.001457398],"category_scores_gemma":[0.002319416,0.0001612958,0.0005787621,0.0009392881,0.0001841052,0.0004688808,0.0007336904,0.0004620207,0.00008761656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007000887,"about_ca_system_score_gemma":0.0004234197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01649894,"about_ca_topic_score_gemma":0.02457106,"domain_scores_codex":[0.9994241,0.0001729901,0.00007818024,0.00007925918,0.0001018718,0.0001436546],"domain_scores_gemma":[0.9986537,0.0001580112,0.00083098,0.00003607052,0.00008325875,0.0002381138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004384698,0.00004063805,0.9986664,0.00001079686,0.00004594835,0.00004411407,0.00003386678,0.00004366729,0.00002305394,0.00001272319,0.00007512542,0.0009599043],"study_design_scores_gemma":[0.000003389361,0.00005371476,0.9993991,0.00001177151,0.00001190619,0.00009538677,0.0001809206,0.00018399,0.00001354815,0.00001353205,0.0000310188,0.000001814279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990226,0.0002327538,0.00002207142,0.00005442676,0.000004871742,0.000009757985,0.0003846865,0.000001328405,0.000267542],"genre_scores_gemma":[0.9994805,0.00008450812,0.0000258393,0.00002381402,0.000006742379,0.000006847537,0.0003277023,3.16351e-7,0.0000436806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01649894,"threshold_uncertainty_score":0.03280586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03540368517248484,"score_gpt":0.3336954560078047,"score_spread":0.2982917708353199,"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."}}