{"id":"W4402332233","doi":"10.1016/j.ijregi.2024.100433","title":"Sexually transmitted and blood-borne infections by sex, methamphetamine use, and houselessness before, at, and after HIV diagnosis in Manitoba, Canada","year":2024,"lang":"en","type":"article","venue":"IJID Regions","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital Research Institute of Manitoba; Health Sciences Centre; Nine Circles Community Health Centre; Research Manitoba; International Centre for Infectious Diseases; University of Manitoba","funders":"Canada Research Chairs; Manitoba Medical Service Foundation","keywords":"Human immunodeficiency virus (HIV); Medicine; Methamphetamine; Men who have sex with men; Syphilis; Male Homosexuality; Demography; Virology; Psychiatry; Sociology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001324522,0.0003036828,0.0004493336,0.0002493853,0.0001272291,0.00008353247,0.00005327449,0.0001598726,0.00002601762],"category_scores_gemma":[0.00008693943,0.0002683843,0.00003255629,0.0005141801,0.0002246006,0.0002067829,0.00007151422,0.0003583584,0.000002858297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001272967,"about_ca_system_score_gemma":0.0002085704,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1536047,"about_ca_topic_score_gemma":0.908646,"domain_scores_codex":[0.9983868,0.00008340595,0.0003265676,0.0005794673,0.0002399948,0.0003837419],"domain_scores_gemma":[0.9988304,0.0004453271,0.00003572458,0.000289,0.00004876316,0.0003507874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004785418,0.0003248985,0.9649065,0.0005049621,0.0003808512,0.001251348,0.005645648,0.000003403357,0.0006825842,0.0001639061,0.01635074,0.00973737],"study_design_scores_gemma":[0.003105472,0.0004640213,0.9076967,0.0006489152,0.001232361,0.001165195,0.003721997,0.0004043615,0.00128047,0.0001931484,0.07944409,0.0006433285],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902521,0.004344304,0.00007732322,0.004005878,0.0001182032,0.0005735314,0.0003831342,0.0001293089,0.0001162385],"genre_scores_gemma":[0.9942731,0.002002779,0.0001601135,0.0003947709,0.00009098013,0.0002876229,0.00009378754,0.00007764337,0.002619261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7550414,"threshold_uncertainty_score":0.9999768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02080116938905364,"score_gpt":0.2622023268740086,"score_spread":0.2414011574849549,"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."}}