{"id":"W2791903290","doi":"10.1098/rsif.2017.0849","title":"A novel Bayesian approach to predicting reductions in HIV incidence following increased testing interventions among gay, bisexual and other men who have sex with men in Vancouver, Canada","year":2018,"lang":"en","type":"article","venue":"Journal of The Royal Society Interface","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Psychological intervention; Population; Demography; Men who have sex with men; Medicine; Incidence (geometry); Gerontology; Human immunodeficiency virus (HIV); Environmental health; Immunology; Psychiatry","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":[0.003851529,0.0006507474,0.001046908,0.001876263,0.001114957,0.0018656,0.002112147,0.001213876,0.002489371],"category_scores_gemma":[0.01914835,0.0008274517,0.0006096503,0.001386063,0.001101845,0.0006503843,0.001172919,0.001385284,0.0002195107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009382165,"about_ca_system_score_gemma":0.01054967,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8462441,"about_ca_topic_score_gemma":0.8014304,"domain_scores_codex":[0.9987877,0.0005840549,0.00005617274,0.0001989553,0.0001569506,0.0002162157],"domain_scores_gemma":[0.9938475,0.004154098,0.0005378717,0.0001340569,0.001026386,0.000300018],"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":[0.0001853455,0.0001430418,0.06671129,0.0000586116,0.0001476833,0.0001079356,0.0002074661,0.8866681,0.0002365057,0.008154677,0.002223286,0.03515602],"study_design_scores_gemma":[0.00002729642,0.0000229668,0.009591411,0.00001456578,0.00002828771,0.0000145835,0.00006976156,0.9855191,0.00005538872,0.004147071,0.0004933769,0.00001622635],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.791603,0.0008312752,0.1912887,0.005041735,0.0000679072,0.0005589525,0.003575141,0.0003523345,0.006680861],"genre_scores_gemma":[0.9668628,0.0004283738,0.02725369,0.0002320082,0.00004229561,0.0001678839,0.001301973,0.00002588674,0.003685058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1537559,"threshold_uncertainty_score":0.3093228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04056638637368662,"score_gpt":0.320681245516606,"score_spread":0.2801148591429193,"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."}}