{"id":"W3013618089","doi":"10.1101/2020.02.26.20025700","title":"Influence of serosorting and intervention-mediated changes in serosorting on the population-level HIV transmission impact of pre-exposure prophylaxis among men who have sex with men: a mathematical modelling study","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; St. Michael's Hospital; AIDS Vancouver; University of British Columbia; Public Health Ontario; Toronto Metropolitan University; University of Toronto; University of Victoria","funders":"Canadian Institutes of Health Research; Michael Smith Health Research BC; Ontario HIV Treatment Network; Canadian Blood Services; Public Health Agency; Public Health Agency of Canada","keywords":"Medicine; Pre-exposure prophylaxis; Population; Men who have sex with men; Quartile; Transmission (telecommunications); Human immunodeficiency virus (HIV); Demography; Environmental health; Confidence interval; Internal medicine; Virology; Telecommunications","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":[0.003406483,0.0009764601,0.001062412,0.00082368,0.0005291714,0.001865167,0.001840635,0.001501793,0.00446916],"category_scores_gemma":[0.01348483,0.0004970912,0.003424332,0.0005294668,0.001028391,0.001252964,0.001166695,0.001314659,0.0002721717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002705551,"about_ca_system_score_gemma":0.00231458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04239114,"about_ca_topic_score_gemma":0.01730922,"domain_scores_codex":[0.9986359,0.0008543247,0.00005007764,0.0001648323,0.00007316118,0.0002215312],"domain_scores_gemma":[0.9857172,0.01172267,0.001278891,0.0003837486,0.0005732606,0.000324167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003999362,0.0003456193,0.02213206,0.0001493248,0.0006153923,0.0002775982,0.0001747068,0.9575613,0.001033625,0.01319462,0.0004807755,0.003635092],"study_design_scores_gemma":[0.00009088757,0.0002708479,0.00376533,0.00003709988,0.000325033,0.00004726206,0.0001048397,0.9904746,0.0003119406,0.00416221,0.0003828722,0.00002696154],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9658461,0.0006194251,0.02536553,0.001131739,0.00004438611,0.0001246988,0.0008329583,0.00007555892,0.005959482],"genre_scores_gemma":[0.9938262,0.000254286,0.00332454,0.00009329794,0.00001905108,0.000095127,0.0001822191,0.00001477327,0.002190421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04239114,"threshold_uncertainty_score":0.08428884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04284127198982782,"score_gpt":0.3341745633646537,"score_spread":0.2913332913748259,"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."}}