{"id":"W4367602969","doi":"10.18332/popmed/165553","title":"Characterising a syndemic among women impacted by syphilis and the toxic drug supply in Fraser Health Authority, Canada using latent class analysis","year":2023,"lang":"en","type":"article","venue":"Population Medicine","topic":"HIV, TB, and STIs Epidemiology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Syndemic; Syphilis; Latent class model; Drug; Environmental health; Medicine; Virology; Pharmacology; Human immunodeficiency virus (HIV)","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":[0.001937145,0.0003400181,0.0006502499,0.004853277,0.003040846,0.002526931,0.001646364,0.0007868449,0.003074598],"category_scores_gemma":[0.006778847,0.0003470188,0.001035468,0.007008393,0.001297416,0.0007629999,0.001966873,0.001192407,0.0001543007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02861897,"about_ca_system_score_gemma":0.05492071,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9918835,"about_ca_topic_score_gemma":0.9930907,"domain_scores_codex":[0.998301,0.0003042365,0.000114715,0.0001939948,0.000475037,0.0006109796],"domain_scores_gemma":[0.9966344,0.0007485322,0.0009603573,0.0001328371,0.0009484043,0.0005754008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001075073,0.00005956388,0.9772089,0.0003592193,0.0002049735,0.0001758809,0.004108976,0.0003020024,0.0001423477,0.0008998709,0.001714901,0.01471601],"study_design_scores_gemma":[0.000009412109,0.0000416731,0.9861264,0.0003827893,0.0001336734,0.00009099238,0.00947106,0.001414548,0.0000927583,0.0003017341,0.001906022,0.00002898699],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804673,0.003822575,0.001170969,0.002310232,0.00003586295,0.00028015,0.007788198,0.00003206217,0.004092681],"genre_scores_gemma":[0.9940372,0.001802384,0.0009625321,0.0002263146,0.0000155376,0.00007954805,0.001429383,0.000008130672,0.001439078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02861897,"threshold_uncertainty_score":0.2076461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02974366236222423,"score_gpt":0.3476656742598406,"score_spread":0.3179220118976164,"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."}}