{"id":"W3168027085","doi":"10.2139/ssrn.3373853","title":"Quantifying Population-Level Sexual Mixing by HIV Status and Pre-Exposure Prophylaxis Use Among Men Who Have Sex with Men: Implications for Combination HIV Prevention","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Community Based Research Centre; University of Victoria; McGill University; University of Toronto; Toronto Metropolitan University; Institut National de Santé Publique du Québec; University of British Columbia; Public Health Ontario; AIDS Vancouver; St. Michael's Hospital","funders":"","keywords":"Human immunodeficiency virus (HIV); Pre-exposure prophylaxis; Men who have sex with men; Population; Demography; Medicine; Environmental health; Psychology; Virology; Syphilis; Sociology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00586105,0.0006645414,0.0007019617,0.001367685,0.0007655085,0.001475597,0.00101376,0.0009470165,0.001723497],"category_scores_gemma":[0.01639034,0.0005985384,0.001340675,0.001650554,0.0004505337,0.001721302,0.00141562,0.0008479308,0.0002649419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004285948,"about_ca_system_score_gemma":0.0006875402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01229721,"about_ca_topic_score_gemma":0.02279209,"domain_scores_codex":[0.9951423,0.003429472,0.0002866582,0.0005643631,0.0003255389,0.0002516904],"domain_scores_gemma":[0.9947295,0.002969817,0.001007338,0.0007832976,0.0002719985,0.0002381112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008958398,0.00009184134,0.9922259,0.00003851298,0.0005097968,0.000009151946,0.0002956371,0.0004102781,0.0002324755,0.0001122332,0.00007621616,0.005908414],"study_design_scores_gemma":[0.000008423108,0.000318221,0.9901465,0.00004279574,0.0003484284,0.00009606276,0.001681845,0.006011885,0.0003439494,0.0006171397,0.000366806,0.00001796482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936802,0.0005367825,0.003232368,0.0001593091,0.00001686914,0.000114293,0.0009891549,0.00002108134,0.001249972],"genre_scores_gemma":[0.996525,0.0001412346,0.002466891,0.00006285387,0.00001007548,0.00005867873,0.0004576422,0.000005659168,0.000271916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01229721,"threshold_uncertainty_score":0.03099656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02490336560220311,"score_gpt":0.3231955031528582,"score_spread":0.298292137550655,"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."}}