{"id":"W4415019746","doi":"10.1111/trf.18441","title":"How do I interpret transfusion transmissible infectious disease testing in a low‐risk donor population?","year":2025,"lang":"en","type":"article","venue":"Transfusion","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Canadian Blood Services; Women and Children’s Health Research Institute; University of Alberta","funders":"","keywords":"Infectious disease (medical specialty); Serology; Disease; Transfusion medicine; Blood transfusion; Transfusion reaction","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.03836041,0.0005565475,0.000955548,0.002734226,0.001113303,0.005732518,0.002429075,0.003898793,0.00227283],"category_scores_gemma":[0.1797628,0.0004894012,0.0006456323,0.001374832,0.004103379,0.004784118,0.00218602,0.004521548,0.002273425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001693777,"about_ca_system_score_gemma":0.002734869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004455286,"about_ca_topic_score_gemma":0.003887494,"domain_scores_codex":[0.9798747,0.01306719,0.002320909,0.0009176246,0.002933742,0.0008859265],"domain_scores_gemma":[0.9462239,0.03089215,0.008937264,0.002409297,0.008635471,0.002901939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005678364,0.000305836,0.7080324,0.001000867,0.00021187,0.005594993,0.01887596,0.0009270487,0.001621604,0.004422289,0.07934882,0.1790904],"study_design_scores_gemma":[0.0002786412,0.002180403,0.5031081,0.01786069,0.0009845414,0.07698371,0.1209737,0.0180016,0.01430615,0.09092411,0.153566,0.0008324666],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.443315,0.03920243,0.05129377,0.4141134,0.008668061,0.0006536962,0.001072787,0.0010008,0.04068011],"genre_scores_gemma":[0.9116431,0.01071344,0.0306815,0.04151675,0.003343764,0.0001889332,0.0002420459,0.0002770004,0.001393443],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03836041,"threshold_uncertainty_score":0.2028717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008586274290454821,"score_gpt":0.2490447934812999,"score_spread":0.2404585191908451,"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."}}