{"id":"W4411145076","doi":"10.1007/s10389-025-02498-x","title":"Advancing our understanding of employment as a social determinant of health among people with HIV in Ontario, Canada","year":2025,"lang":"en","type":"article","venue":"Journal of Public Health","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario HIV Treatment Network; Public Health Ontario; University of Toronto; York University; Centre for Addiction and Mental Health","funders":"","keywords":"Human immunodeficiency virus (HIV); Public health; Environmental health; Epidemiology; Medicine; Gerontology; Virology; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002465974,0.0002484733,0.0005243042,0.002131592,0.00893619,0.00298082,0.001816487,0.00104712,0.003651501],"category_scores_gemma":[0.005302866,0.0004071002,0.0006782849,0.003892838,0.001687186,0.00105193,0.00239464,0.001950933,0.0001705323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07531483,"about_ca_system_score_gemma":0.1914039,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9989207,"about_ca_topic_score_gemma":0.9996352,"domain_scores_codex":[0.9979718,0.0003204666,0.0001044585,0.0001170319,0.0004516421,0.00103462],"domain_scores_gemma":[0.9931968,0.0007534898,0.000617993,0.00009443433,0.003056472,0.002280743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006331348,0.000134683,0.9303171,0.0003585332,0.00007511825,0.0002679708,0.01743836,0.0002563218,0.0001735642,0.002209678,0.01319862,0.03550676],"study_design_scores_gemma":[0.00002399534,0.00002981376,0.9517822,0.0009529214,0.00006826722,0.00006007132,0.03538816,0.0004359577,0.00005389012,0.0005722432,0.01060477,0.00002768845],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.889625,0.01703272,0.0004265075,0.05888243,0.0003719465,0.0002339553,0.003985925,0.000018923,0.02942275],"genre_scores_gemma":[0.9840577,0.008426958,0.0007579301,0.003415575,0.00008406341,0.0001104868,0.0004144428,0.000008816967,0.002723874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07531483,"threshold_uncertainty_score":0.5464499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08224041537658171,"score_gpt":0.3976028894871163,"score_spread":0.3153624741105346,"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."}}