{"id":"W4415469195","doi":"10.1111/trf.18464","title":"An international survey of blood operator human T‐cell lymphotropic virus‐1/2 testing practices","year":2025,"lang":"en","type":"letter","venue":"Transfusion","topic":"T-cell and Retrovirus Studies","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Alberta","funders":"","keywords":"Operator (biology); MEDLINE; Human blood; Blood donations","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002859652,0.0003328985,0.0005322063,0.0002176634,0.0003298338,0.0000264817,0.0005988143,0.0009158667,0.0006879371],"category_scores_gemma":[0.0001490902,0.0002753629,0.000108558,0.0001814833,0.0001908439,0.0001231716,0.00007831446,0.001057557,0.00006935753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002857596,"about_ca_system_score_gemma":0.0001598954,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01538568,"about_ca_topic_score_gemma":0.001357848,"domain_scores_codex":[0.9980145,0.0005420022,0.0005049165,0.0005372378,0.0000922787,0.0003090678],"domain_scores_gemma":[0.9983975,0.0004482502,0.0004457418,0.0003801912,0.0003162528,0.00001202755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007397531,0.0003664252,0.02816332,0.0002100258,0.0004654759,0.00003089423,0.0002481627,0.000001467077,0.9045137,0.000005425687,0.06533568,0.0005855074],"study_design_scores_gemma":[0.004313191,0.001242633,0.05980861,0.000503063,0.001137581,0.0000472781,0.00009980657,0.000003499383,0.4748942,0.00001697254,0.4570117,0.0009215015],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9680014,0.003521712,0.00002888828,0.01289714,0.003677497,0.0005517571,0.001221255,0.000159387,0.009940982],"genre_scores_gemma":[0.9161659,0.003411548,0.0002509614,0.0502386,0.00105314,0.00006189517,0.006543448,0.0001018277,0.02217265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4296194,"threshold_uncertainty_score":0.9999698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03828481622210261,"score_gpt":0.2902648160990989,"score_spread":0.2519799998769963,"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."}}