{"id":"W4392546739","doi":"10.32920/25360117.v1","title":"Past dynamics of HIV transmission among men who have sex with men in Montreal, Canada: a mathematical modeling study","year":2024,"lang":"en","type":"preprint","venue":"","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; Toronto Metropolitan University; University of Toronto; McGill University; University of Victoria; Montreal Clinical Research Institute","funders":"Canadian Institutes of Health Research","keywords":"Men who have sex with men; Human immunodeficiency virus (HIV); Transmission (telecommunications); Demography; Gender studies; Psychology; Sociology; Telecommunications; Medicine; Computer science; Virology","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":[0.001211034,0.0008423313,0.0008646779,0.001498945,0.002123395,0.001994683,0.00324198,0.001362325,0.008265564],"category_scores_gemma":[0.003953687,0.0006649697,0.001312063,0.001766271,0.001177391,0.0009025206,0.001062818,0.001133051,0.0006478241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02376939,"about_ca_system_score_gemma":0.01839621,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9719172,"about_ca_topic_score_gemma":0.9472157,"domain_scores_codex":[0.9995686,0.0001009204,0.00001230334,0.00007513616,0.00005389722,0.0001891403],"domain_scores_gemma":[0.9982265,0.0006850898,0.0002983349,0.00006734102,0.0005009476,0.0002218234],"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":[0.0001392842,0.0001632451,0.109709,0.000116072,0.0002099589,0.0005426813,0.0007694788,0.8458914,0.0004524619,0.0271959,0.008465523,0.006345041],"study_design_scores_gemma":[0.00004953574,0.00005353572,0.01728883,0.00005704509,0.0001118278,0.0000792393,0.0006734834,0.9753837,0.00008056002,0.002197437,0.003979916,0.0000447758],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9300892,0.002646412,0.02019312,0.005457319,0.00009659855,0.0002619606,0.010182,0.0002282704,0.03084512],"genre_scores_gemma":[0.9743386,0.001298419,0.004776504,0.0002728821,0.00004270353,0.0001465065,0.002245747,0.00004376026,0.01683492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02808285,"threshold_uncertainty_score":0.1724598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02395723321732881,"score_gpt":0.2965304493450173,"score_spread":0.2725732161276885,"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."}}