{"id":"W4397008511","doi":"10.1111/trf.17878","title":"Implementation of sexual risk behavior donor screening in Canada","year":2024,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Héma-Québec; Canadian Blood Services; University of Ottawa","funders":"","keywords":"Deferral; Medicine; Human immunodeficiency virus (HIV); Demography; Blood donor; Men who have sex with men; Blood donations; Blood supply; Family medicine; Blood transfusion; Anal intercourse; Immunology; Surgery; Finance","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":[0.003080606,0.0002244759,0.0002755075,0.0008951792,0.002544393,0.001588673,0.001461003,0.0004240311,0.002865116],"category_scores_gemma":[0.006955251,0.0002063967,0.0003286444,0.001742261,0.0009062535,0.0003338865,0.001660224,0.0008497285,0.0001393627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0647073,"about_ca_system_score_gemma":0.1333928,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9835612,"about_ca_topic_score_gemma":0.9874395,"domain_scores_codex":[0.996085,0.0005536114,0.0001583294,0.0002126086,0.001477406,0.001513089],"domain_scores_gemma":[0.988896,0.000769872,0.001081423,0.0001716817,0.004592442,0.004488566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005934947,0.0006285214,0.8286785,0.0005807597,0.0001114953,0.0006113284,0.005358581,0.0009929026,0.001440212,0.002110664,0.01252631,0.1463672],"study_design_scores_gemma":[0.00007573096,0.0003867869,0.9690057,0.0003222923,0.000067249,0.0002563436,0.005180474,0.000793438,0.0007571537,0.0001435935,0.02296645,0.00004477597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9699266,0.003130858,0.0005975341,0.00642641,0.0001783117,0.0004900737,0.001971098,0.00009825339,0.01718099],"genre_scores_gemma":[0.9929729,0.001361561,0.0008785526,0.001156985,0.00001772675,0.00006787687,0.000688983,0.00001039517,0.002845112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0647073,"threshold_uncertainty_score":0.4694865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0188943786739314,"score_gpt":0.2677575333184246,"score_spread":0.2488631546444932,"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."}}