{"id":"W2097031922","doi":"10.1371/journal.pone.0050691","title":"Impact of High-Risk Sex and Focused Interventions in Heterosexual HIV Epidemics: A Systematic Review of Mathematical Models","year":2012,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Sex work and related issues","field":"Social Sciences","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"Canadian Institutes of Health Research; Imperial College London; World Health Organization","keywords":"Psychological intervention; Demography; Transmission (telecommunications); Medicine; Incidence (geometry); Population; Attributable risk; Environmental health; Men who have sex with men; Human immunodeficiency virus (HIV); Immunology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002934627,0.0002663075,0.004441788,0.0002075234,0.00005561129,0.0000153422,0.0003284062,0.0003653708,0.0001362984],"category_scores_gemma":[0.001340861,0.0001782503,0.0007131464,0.0004255417,0.0002108014,0.0001304012,0.00008576295,0.0003897865,0.0000293445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001338385,"about_ca_system_score_gemma":0.0001185376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000371793,"about_ca_topic_score_gemma":0.00001964424,"domain_scores_codex":[0.9953919,0.00173269,0.001900122,0.0002223483,0.0004527255,0.0003002374],"domain_scores_gemma":[0.9969528,0.001039388,0.001401926,0.0003926271,0.00009917758,0.0001140926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[9.53288e-7,0.0008343022,0.00003560778,0.9900648,0.001124371,7.080794e-7,0.003315769,3.344137e-7,5.667319e-8,0.000722071,0.00001113217,0.003889915],"study_design_scores_gemma":[0.000105465,0.00006971911,0.000001162523,0.9896439,0.006906548,0.00000138082,0.0002058625,0.00004000168,1.857867e-7,0.002815892,0.00003634333,0.0001735664],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001031521,0.9960957,0.00006719347,0.00001608378,0.00001991877,0.002378337,0.00004754054,0.00002234907,0.000321361],"genre_scores_gemma":[0.00133086,0.9973295,0.0007251199,0.000002770996,0.00004516348,0.000148463,0.00001992246,0.00002891637,0.0003692968],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005782177,"threshold_uncertainty_score":0.7268835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1921095923113637,"score_gpt":0.3922274978137168,"score_spread":0.2001179055023531,"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."}}