{"id":"W4405821379","doi":"10.1080/09540121.2024.2432801","title":"Effect of depressive symptoms on health services utilization in the HIV and hepatitis C co-infected population in Canada","year":2024,"lang":"en","type":"article","venue":"AIDS Care","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Saskatchewan; HIV Legal Network; St. Paul's Hospital; University of Ottawa; Centre Hospitalier de l’Université de Montréal; McGill University; Centre for Advancing Health Outcomes; McGill University Health Centre","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; Canada Research Chairs; Vertex Pharmaceuticals; Gilead Sciences; Styrelsen för Internationellt Utvecklingssamarbete; ViiV Healthcare; GlaxoSmithKline; Pfizer; Bristol-Myers Squibb","keywords":"Medicine; Hepatitis C; Depressive symptoms; Depression (economics); Cohort; Human immunodeficiency virus (HIV); Population; Internal medicine; Psychiatry; Immunology; Anxiety; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001355495,0.00005809496,0.0001359689,0.0001629526,0.00002374327,0.00001250705,0.00003525138,0.00002294172,0.00002704965],"category_scores_gemma":[0.0000549506,0.00003882648,0.00002215308,0.0003344344,0.000009823212,0.00005060366,0.000008908784,0.000114989,0.000001765904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002444318,"about_ca_system_score_gemma":0.0001767671,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8175545,"about_ca_topic_score_gemma":0.9090677,"domain_scores_codex":[0.9991961,0.0002369624,0.0001509597,0.0001115036,0.0001941363,0.0001103879],"domain_scores_gemma":[0.9996491,0.0001600929,0.00002304813,0.00009685652,0.00003246941,0.00003843771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000313921,0.00001030731,0.8624762,0.00165324,0.00001245625,0.00002240475,0.001187863,0.00001017474,0.0000260321,0.00008348298,0.0006613082,0.1338251],"study_design_scores_gemma":[0.0007156642,0.003295745,0.9835883,0.003258663,0.0000168612,0.00000661277,0.0008724931,0.007081657,0.0007470417,0.000009384229,0.0003621302,0.00004542294],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967228,0.001913376,0.00001285258,0.0002142687,0.00002200028,0.000432859,0.00009960921,0.000008761698,0.0005735055],"genre_scores_gemma":[0.9989848,0.0001869447,0.000003018832,0.00007958895,0.00001428541,0.00003142072,0.0006586137,0.000006329904,0.00003502979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1337797,"threshold_uncertainty_score":0.1836604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00829805245638356,"score_gpt":0.331971040504131,"score_spread":0.3236729880477475,"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."}}