{"id":"W4283163518","doi":"10.1111/tme.12888","title":"Behaviour based screening questions and potential donation loss using the “for the assessment of individualised risk” screening criteria: A Canadian perspective","year":2022,"lang":"en","type":"article","venue":"Transfusion Medicine","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Héma-Québec; University of Ottawa; Canadian Blood Services","funders":"Health Canada; Canadian Blood Services","keywords":"Men who have sex with men; Medicine; Deferral; Donation; Blood donor; Family medicine; Feeling; Anal intercourse; Human immunodeficiency virus (HIV); Blood loss; Demography; Gynecology; Psychology; Social psychology; Surgery; Immunology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02954907,0.0005516178,0.0006578803,0.003951682,0.00541198,0.003646148,0.002285063,0.001293707,0.003918967],"category_scores_gemma":[0.04868311,0.000366359,0.0009538756,0.004772982,0.004310251,0.001393958,0.003144779,0.002495746,0.0002131935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05144248,"about_ca_system_score_gemma":0.115606,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9774189,"about_ca_topic_score_gemma":0.9747244,"domain_scores_codex":[0.9779633,0.01234243,0.0009589461,0.0006943324,0.006098627,0.001942425],"domain_scores_gemma":[0.9494553,0.01906614,0.005192238,0.0008706954,0.02036865,0.00504705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006419747,0.0008500356,0.5411544,0.003262655,0.0003862713,0.001245,0.09255145,0.002237281,0.0006904183,0.03048621,0.04383732,0.2826571],"study_design_scores_gemma":[0.0001206611,0.0006725035,0.7675759,0.0102492,0.0004661084,0.00148183,0.08488215,0.00549305,0.001020156,0.007667418,0.1198207,0.0005502952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6309512,0.03921316,0.01878969,0.2004188,0.0009911455,0.00206001,0.004445969,0.0001691785,0.102961],"genre_scores_gemma":[0.973871,0.009866129,0.007536005,0.004857647,0.00008960149,0.0002196666,0.0005399762,0.00002214316,0.002997746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05144248,"threshold_uncertainty_score":0.3732431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03550038622044263,"score_gpt":0.3191578124147542,"score_spread":0.2836574261943116,"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."}}