{"id":"W2012027960","doi":"10.1097/00002030-200208160-00011","title":"Increases in HIV incidence among men who have sex with men undergoing repeat diagnostic HIV testing in Ontario, Canada","year":2002,"lang":"en","type":"article","venue":"AIDS","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Health and Long Term Care; University of Toronto","funders":"","keywords":"Human immunodeficiency virus (HIV); Men who have sex with men; Medicine; Incidence (geometry); Sida; Male Homosexuality; Demography; Viral disease; Family medicine; Syphilis","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003007947,0.0001581082,0.0003050191,0.0002359489,0.00007817615,0.00003390144,0.0001401267,0.00004818809,0.0008650677],"category_scores_gemma":[0.004551837,0.0001359649,0.00003101764,0.0004200246,0.00008433138,0.0002316491,0.0000887001,0.0004604124,0.00001694449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149005,"about_ca_system_score_gemma":0.0007221721,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.989783,"about_ca_topic_score_gemma":0.9975815,"domain_scores_codex":[0.9982933,0.0001174431,0.0003507753,0.0003198993,0.0004390263,0.0004795328],"domain_scores_gemma":[0.9979501,0.001352531,0.00006238811,0.0003052076,0.00007729973,0.0002524396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002024745,0.0001091392,0.9536774,0.00005110793,0.00002698678,0.001235615,0.0004406137,0.00007111469,0.00004689033,0.00001458677,0.04285469,0.001451603],"study_design_scores_gemma":[0.001596931,0.001183689,0.9706282,0.002710578,0.00003126786,0.00007799418,0.002098257,0.02090842,0.0002082104,0.00003001435,0.0003380046,0.0001884457],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8615739,0.0001706586,0.00006146129,0.000272475,0.000002775172,0.0003217386,0.000006589204,0.00002097675,0.1375694],"genre_scores_gemma":[0.9025367,0.00002287963,0.0003756919,0.00007845979,0.00002920542,0.00006644855,0.00002095439,0.00001965755,0.09684997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04251668,"threshold_uncertainty_score":0.9471884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01940789259001589,"score_gpt":0.2539418236217086,"score_spread":0.2345339310316928,"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."}}