{"id":"W2990741562","doi":"10.1111/vox.12867","title":"HIV residual risk in Canada under a three‐month deferral for men who have sex with men","year":2019,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Héma-Québec; Canadian Blood Services","funders":"Canadian Blood Services","keywords":"Deferral; Residual risk; Human immunodeficiency virus (HIV); Medicine; Men who have sex with men; Demography; Residual; Internal medicine; Family medicine; Economics; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0003038028,0.0001738469,0.0002237599,0.0001504572,0.0001175389,0.0001627456,0.0001906178,0.00005326201,0.0006987872],"category_scores_gemma":[0.00004396244,0.0001418919,0.00003212546,0.0002223011,0.00002344635,0.000680285,0.00004642779,0.0001583501,0.0000684644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006692474,"about_ca_system_score_gemma":0.0002207137,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7662945,"about_ca_topic_score_gemma":0.9499356,"domain_scores_codex":[0.9987956,0.00001627764,0.0002328827,0.0003245062,0.0003346886,0.0002959966],"domain_scores_gemma":[0.9993234,0.0001302101,0.000190798,0.0002365527,0.00009916037,0.00001991277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004809088,0.00009542707,0.8685905,0.00012011,0.0001448136,0.0000171439,0.0002830009,0.0007357212,0.00002214244,0.008730773,0.1156536,0.005125858],"study_design_scores_gemma":[0.01013339,0.00008464212,0.6177697,0.00009911467,0.0003176289,0.000003880816,0.01618933,0.05232679,0.0001403693,0.003538427,0.2984859,0.0009108671],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5751622,0.0001052747,0.000372023,0.006611115,0.0001051868,0.0009828032,0.00004546023,0.00006733667,0.4165486],"genre_scores_gemma":[0.9914355,0.000007073449,0.0001876067,0.001765519,0.0002443022,0.00005330976,0.00004672622,0.00003571839,0.006224199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4162733,"threshold_uncertainty_score":0.765123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01464573867409808,"score_gpt":0.2223361472508217,"score_spread":0.2076904085767236,"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."}}