{"id":"W2415454735","doi":"10.7448/ias.19.1.20777","title":"Use of an HIV‐risk screening tool to identify optimal candidates for PrEP scale‐up among men who have sex with men in Toronto, Canada: disconnect between objective and subjective HIV risk","year":2016,"lang":"en","type":"article","venue":"Journal of the International AIDS Society","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":138,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; AIDS Committee of Toronto; Hassle Free Clinic; BC Centre for Disease Control; Public Health Ontario; University of Toronto; Toronto Metropolitan University; Canadian AIDS Treatment Information Exchange","funders":"Canadian Institutes of Health Research; Gilead Sciences","keywords":"Medicine; Pre-exposure prophylaxis; Men who have sex with men; Logistic regression; Demography; Risk assessment; Human immunodeficiency virus (HIV); Family medicine; Framingham Risk Score; Environmental health; Internal medicine; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009969391,0.0002800272,0.0002443099,0.00069745,0.001357916,0.0009020623,0.0007561806,0.0002525313,0.001609563],"category_scores_gemma":[0.003435974,0.0002303773,0.0003618945,0.001184336,0.0005623986,0.0003470719,0.0006990177,0.0005122488,0.0001538106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01080388,"about_ca_system_score_gemma":0.01451757,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.942792,"about_ca_topic_score_gemma":0.9731439,"domain_scores_codex":[0.9991766,0.0001336732,0.00006971876,0.00007710022,0.0003254015,0.0002175289],"domain_scores_gemma":[0.9978618,0.0002160015,0.0006541176,0.00004775088,0.0006683006,0.000551998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003032216,0.00003322117,0.9920208,0.00004627539,0.00001543484,0.00004457643,0.001336446,0.00006555804,0.0001021991,0.00002833945,0.0004971346,0.005779715],"study_design_scores_gemma":[0.000002939596,0.00004474139,0.9972047,0.00004182085,0.000009923836,0.00003299524,0.001996569,0.0002971657,0.00006341744,0.000008573479,0.0002913868,0.000005726521],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965572,0.0004445428,0.0001349139,0.0003914126,0.000007400625,0.00009642782,0.0008106156,0.00000834492,0.001549121],"genre_scores_gemma":[0.9987947,0.0002109091,0.0003054968,0.00007007032,0.00000315439,0.00001926162,0.0002641165,0.00000135949,0.0003309725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.057208,"threshold_uncertainty_score":0.1150898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01668383596444494,"score_gpt":0.315609328398275,"score_spread":0.2989254924338301,"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."}}