{"id":"W4401480443","doi":"10.1111/trf.17981","title":"Implementing pathogen reduction technology while discontinuing blood donor deferral criteria for sexual risk behaviors: A simulation study","year":2024,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Ottawa; Université de Sherbrooke; Héma-Québec","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Deferral; Residual risk; Medicine; Hepatitis C virus; Blood transfusion; Transmission (telecommunications); Human immunodeficiency virus (HIV); Hepatitis B virus; Virus; Blood donor; Immunology; Virology; Internal medicine","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":[0.001111122,0.0002605639,0.000236136,0.0007016498,0.0006992792,0.0007104754,0.0001710168,0.0001360947,0.0004918551],"category_scores_gemma":[0.00006305643,0.0002447469,0.000116754,0.0008469144,0.0000388789,0.002168007,0.00006606666,0.0002748275,0.00004055738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001906304,"about_ca_system_score_gemma":0.0000206393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006333526,"about_ca_topic_score_gemma":0.0009651782,"domain_scores_codex":[0.9980659,0.0000396613,0.0005376849,0.0006536731,0.0002842483,0.0004188013],"domain_scores_gemma":[0.9993291,0.00008454132,0.0001577271,0.0002316304,0.0001796616,0.00001737116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006594708,0.00342198,0.07217672,0.0009703652,0.0004878846,0.00005857215,0.005967023,0.0007720796,0.2484979,0.007063778,0.0003455294,0.6595787],"study_design_scores_gemma":[0.03616959,0.003067452,0.09148604,0.001356412,0.02596051,0.0001508515,0.1275939,0.2805097,0.0123544,0.01903221,0.3959633,0.006355687],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831997,0.0001627683,0.01190124,0.0008475379,0.0009154011,0.001717731,0.0000436314,0.0007473193,0.000464696],"genre_scores_gemma":[0.997815,0.0000240494,0.0005852845,0.00003910926,0.0009435725,0.0002611299,0.000141285,0.00006291687,0.0001276626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.653223,"threshold_uncertainty_score":0.998049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03438096053074988,"score_gpt":0.3179171759860971,"score_spread":0.2835362154553472,"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."}}