{"id":"W4389488953","doi":"10.1182/hematology.2023000482","title":"MSM and blood donation: shifting to individualized risk assessment","year":2023,"lang":"en","type":"article","venue":"Hematology","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","funders":"","keywords":"Deferral; Men who have sex with men; Medicine; Window period; Human immunodeficiency virus (HIV); Donation; Apheresis; Blood donor; Demography; Family medicine; Immunology; Business; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01910102,0.0003899799,0.0005875967,0.001733477,0.004268183,0.007358818,0.001347559,0.002008416,0.006250085],"category_scores_gemma":[0.03922772,0.0005314638,0.0005698161,0.001005777,0.002880469,0.00460611,0.009452791,0.004554505,0.0007888483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004869543,"about_ca_system_score_gemma":0.01908809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02556691,"about_ca_topic_score_gemma":0.04143962,"domain_scores_codex":[0.9861124,0.009773555,0.0004214307,0.0006001175,0.002147293,0.000945186],"domain_scores_gemma":[0.9875211,0.005279521,0.001167399,0.0006913901,0.001713143,0.00362748],"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":[0.0001258532,0.0005328667,0.09067746,0.0003342349,0.00006998825,0.0004828863,0.03008369,0.0004989482,0.000371452,0.02768303,0.01891141,0.8302281],"study_design_scores_gemma":[0.0001338984,0.001416443,0.2562603,0.009351492,0.0002596885,0.004600832,0.1482285,0.006326448,0.002089325,0.2384615,0.3323512,0.0005203365],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2974969,0.02408616,0.02834896,0.5359708,0.001984093,0.00060548,0.0001393199,0.0004829573,0.1108853],"genre_scores_gemma":[0.934413,0.01263037,0.02008246,0.02305615,0.001426635,0.0002309348,0.00006077244,0.00005485455,0.008044871],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02556691,"threshold_uncertainty_score":0.1010171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02420716369836245,"score_gpt":0.2932784724390001,"score_spread":0.2690713087406377,"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."}}