{"id":"W4393952320","doi":"10.32920/25460896.v1","title":"HIV incidence and related risks among gay, bisexual, and other men who have sex with men in Montreal, Toronto, and Vancouver: Informing blood donor selection criteria in Canada","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Community Based Research Centre; AIDS Vancouver; University of British Columbia; Public Health Ontario; Toronto Metropolitan University; University of Toronto; McGill University Health Centre; University of Victoria; McGill University; Institut National de Santé Publique du Québec","funders":"Canadian Institutes of Health Research; Health Canada; Canadian Blood Services; Australian Government","keywords":"Men who have sex with men; Human immunodeficiency virus (HIV); Demography; Incidence (geometry); Selection (genetic algorithm); Gerontology; Gender studies; Medicine; Psychology; Sociology; Family medicine; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004583056,0.000337261,0.0003874567,0.0002991814,0.0001034594,0.0006483937,0.0001039791,0.0001904583,0.0003903066],"category_scores_gemma":[0.00003615451,0.0002877544,0.00001292172,0.0002091369,0.00005432934,0.001606263,0.0004030792,0.0005110518,0.000001232487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00013553,"about_ca_system_score_gemma":0.0001871574,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9931155,"about_ca_topic_score_gemma":0.9993163,"domain_scores_codex":[0.9983726,0.00002950374,0.0004813837,0.0005982635,0.0002644851,0.0002537372],"domain_scores_gemma":[0.9993982,0.00008285673,0.000262204,0.0001463756,0.00007538095,0.00003496224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001244503,0.00005598386,0.9793477,0.0009019085,0.0001854444,0.000084523,0.001278056,0.0002016562,0.00002234328,0.0002146074,0.007667601,0.009915711],"study_design_scores_gemma":[0.004136828,0.00004257919,0.6767148,0.001217415,0.000629933,0.00003609906,0.01674456,0.2925813,0.00005796948,0.001866926,0.004753202,0.001218371],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8496034,0.0006981047,0.00001171969,0.000328892,0.00008297555,0.0005857124,0.000008866174,0.00006022809,0.1486201],"genre_scores_gemma":[0.9950844,0.0004512609,0.00007923731,0.0003290697,0.00006687325,0.00006636717,0.00001248796,0.00003703653,0.003873246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3026329,"threshold_uncertainty_score":0.9999574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0166491568917482,"score_gpt":0.2590943083231361,"score_spread":0.2424451514313879,"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."}}