{"id":"W3049227084","doi":"10.1016/j.ijid.2020.08.035","title":"Syndemic profiles of people living with hepatitis C virus using population-level latent class analysis to optimize health services","year":2020,"lang":"en","type":"article","venue":"International Journal of Infectious Diseases","topic":"Hepatitis C virus research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; Simon Fraser University; University of Waterloo; BC Centre for Disease Control; University of British Columbia","funders":"Canadian Institutes of Health Research; British Columbia Centre for Disease Control; University of British Columbia; BC Cancer Agency; Ministerio de Sanidad, Consumo y Bienestar Social","keywords":"Latent class model; Medicine; Demography; Population; Hepatitis C; Men who have sex with men; Mental health; Gerontology; Public health; Environmental health; Syphilis; Human immunodeficiency virus (HIV); Psychiatry; Immunology; Sociology","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":[0.004892122,0.0007794229,0.0007509048,0.002861683,0.0009720085,0.002406443,0.0009147531,0.0005663435,0.004548225],"category_scores_gemma":[0.01043655,0.0003488364,0.002617082,0.002007938,0.0004009547,0.001080373,0.001754852,0.001629189,0.0004639544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001584607,"about_ca_system_score_gemma":0.002233577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03301441,"about_ca_topic_score_gemma":0.02521255,"domain_scores_codex":[0.9983578,0.0009493116,0.00008321091,0.0002978914,0.0001272619,0.0001845217],"domain_scores_gemma":[0.9971258,0.001448495,0.0005599364,0.0003015337,0.0002721092,0.0002921005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005595163,0.0006177477,0.9274728,0.00009780473,0.000904163,0.00007794648,0.0008463628,0.01435778,0.0002597507,0.002597852,0.003376269,0.04883206],"study_design_scores_gemma":[0.0001058743,0.0004328727,0.4809179,0.0001890271,0.0005730272,0.0001320918,0.002349061,0.4986117,0.0003326314,0.01424087,0.002017359,0.00009766475],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9279103,0.0006326877,0.06088806,0.001469499,0.00006207656,0.0005767745,0.00608538,0.0003196197,0.0020556],"genre_scores_gemma":[0.9849038,0.0001265296,0.01154464,0.00005465084,0.00002256018,0.0001939587,0.002790745,0.00003381592,0.0003293561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03301441,"threshold_uncertainty_score":0.0656445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03039814836648172,"score_gpt":0.3379258415605863,"score_spread":0.3075276931941046,"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."}}