{"id":"W7077272819","doi":"10.48620/90818","title":"Life-years lost associated with mental disorders in people with HIV: a cohort study in South Africa, Canada and the United States.","year":2025,"lang":"en","type":"article","venue":"Open Access CRIS of the University of Bern","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Life expectancy; Anxiety; Cohort study; Cohort; Prevalence of mental disorders; Comorbidity; Psychological intervention; Mental illness","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005027602,0.0003974724,0.0004215259,0.00138862,0.002019808,0.001113845,0.0007752451,0.0004494088,0.001406368],"category_scores_gemma":[0.001099941,0.0004084189,0.0008086055,0.003050151,0.0004218644,0.0005791409,0.001087765,0.0008471919,0.000194907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005549675,"about_ca_system_score_gemma":0.006275764,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9197254,"about_ca_topic_score_gemma":0.9237562,"domain_scores_codex":[0.9996258,0.00003741217,0.00003299277,0.00007244555,0.00009450159,0.0001367961],"domain_scores_gemma":[0.9994209,0.00002783726,0.0001866266,0.00002576412,0.0001489584,0.0001900783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002709168,0.00002010558,0.9983715,0.00002080847,0.00004220518,0.0000651409,0.000391586,0.00003286369,0.0000404361,0.00002036323,0.0002623289,0.0007055724],"study_design_scores_gemma":[0.000006688638,0.00001768003,0.9979705,0.00004798769,0.00002519811,0.00008549087,0.001315804,0.0001270384,0.00001638003,0.00001755654,0.0003632643,0.000006479543],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933035,0.000581531,0.00004900612,0.0001305605,0.000007379586,0.00007672389,0.005332237,0.000003187932,0.0005158799],"genre_scores_gemma":[0.996135,0.0007906738,0.0001208472,0.00007927592,0.000006126661,0.00006601125,0.002314995,0.000002325667,0.0004847235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08027464,"threshold_uncertainty_score":0.1614947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0082921687467855,"score_gpt":0.2091618187691752,"score_spread":0.2008696500223897,"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."}}