{"id":"W4315928305","doi":"10.1111/trf.17241","title":"Alternatives to blood donor deferral of gay, bisexual, and other men who have sex with men: Acceptability of screening the sexual risk behavior of all blood donors","year":2023,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; Carleton University; University of Toronto; Western University","funders":"Health Canada; Canadian Blood Services","keywords":"Deferral; Blood donor; Medicine; Men who have sex with men; Sexual behavior; Gynecology; Demography; Human immunodeficiency virus (HIV); Family medicine; Clinical psychology; Immunology","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":[0.0009078093,0.0002286057,0.0003754292,0.0003042535,0.0001618198,0.0000644211,0.0002899916,0.00007715893,0.0004607244],"category_scores_gemma":[0.00004641364,0.0001566869,0.00006569843,0.0005719097,0.0002234729,0.0005994277,0.00009722988,0.0001829201,0.00000351385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000290545,"about_ca_system_score_gemma":0.00001767281,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01275873,"about_ca_topic_score_gemma":0.003449348,"domain_scores_codex":[0.9982864,0.00008116681,0.0005053187,0.000395707,0.0005023998,0.0002289817],"domain_scores_gemma":[0.9989154,0.0001939214,0.0003644786,0.0003209165,0.0001744609,0.00003076282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007463351,0.0009751167,0.9259303,0.0004065189,0.0004780076,0.000005996877,0.008094965,0.0003274443,0.02597516,0.0004987431,0.0001807172,0.03638065],"study_design_scores_gemma":[0.007089993,0.0006405278,0.908068,0.000107,0.002676157,0.000007530259,0.03009058,0.003380864,0.04469635,0.0001710996,0.00250874,0.0005631611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913613,0.00005038231,0.0004141498,0.000607674,0.00002438899,0.000793523,0.00006317016,0.00006289206,0.006622508],"genre_scores_gemma":[0.9989755,0.0001488263,0.0002805086,0.0001340018,0.00007085261,0.00004712335,0.00001279115,0.00003505621,0.0002953658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03581749,"threshold_uncertainty_score":0.9938154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05082217612137215,"score_gpt":0.3051038067426962,"score_spread":0.2542816306213241,"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."}}