{"id":"W4294168402","doi":"10.1002/jia2.25994","title":"Measuring progress towards reaching zero new HIV acquisitions among key populations in Québec (Canada) using routine surveillance data: a mathematical modelling study","year":2022,"lang":"en","type":"article","venue":"Journal of the International AIDS Society","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; St. Michael's Hospital; Centre hospitalier de l'Université Laval; Université de Montréal; Université Laval; Institut National de Santé Publique du Québec; McGill University Health Centre; Centre Hospitalier de l’Université de Montréal; McGill University","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; Canadian Foundation for AIDS Research","keywords":"Medicine; Men who have sex with men; Demography; Incidence (geometry); Pandemic; Population; Human immunodeficiency virus (HIV); HIV diagnosis; Coronavirus disease 2019 (COVID-19); Antiretroviral therapy; Disease; Viral load; Environmental health; Virology; Infectious disease (medical specialty); Internal medicine; Syphilis","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":[0.005157871,0.001200048,0.0007595949,0.001379277,0.0009964894,0.001848905,0.002757331,0.001056803,0.00154067],"category_scores_gemma":[0.01158647,0.0005045973,0.001594006,0.002065792,0.0009635515,0.0008623353,0.0009681958,0.0007961919,0.0001704161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02841267,"about_ca_system_score_gemma":0.01946444,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9739001,"about_ca_topic_score_gemma":0.9297257,"domain_scores_codex":[0.998674,0.0005764163,0.00004679583,0.0002653026,0.0001215689,0.0003159329],"domain_scores_gemma":[0.9917224,0.004846566,0.001003534,0.0003115845,0.001808433,0.0003074142],"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":[0.0002502777,0.0001183263,0.1954249,0.0002215389,0.0006155167,0.0001711841,0.0004589095,0.781605,0.0003675148,0.006795093,0.00289526,0.01107633],"study_design_scores_gemma":[0.00003902846,0.00008694895,0.03335957,0.00006570002,0.0001616606,0.00003555368,0.0002538706,0.9637738,0.0001304787,0.001031246,0.001031385,0.00003079724],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9554555,0.001801587,0.02571084,0.002205604,0.00002670002,0.0002967229,0.009077089,0.0002286759,0.005197302],"genre_scores_gemma":[0.9855809,0.0005211589,0.009396986,0.0001560234,0.00001344441,0.0001369973,0.002429851,0.00002218947,0.001742518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02841267,"threshold_uncertainty_score":0.2061493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1535902343418251,"score_gpt":0.3637234363490033,"score_spread":0.2101332020071782,"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."}}