{"id":"W3201738080","doi":"10.1111/trf.16696","title":"Prevention of transfusion‐transmitted syphilis by blood operators: How much is enough when transfusion‐transmission has not been identified for decades?","year":2021,"lang":"en","type":"letter","venue":"Transfusion","topic":"Syphilis Diagnosis and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Alberta Hospital; University of Alberta","funders":"","keywords":"Syphilis; Blood transfusion; Medicine; Transmission (telecommunications); Transfusion reaction; Intensive care medicine; Virology; Immunology; Computer science; Human immunodeficiency virus (HIV); Telecommunications","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0007118075,0.001748767,0.003115749,0.000722218,0.0007249745,0.0002691332,0.0006739052,0.003353402,0.003528848],"category_scores_gemma":[0.00005811929,0.001545271,0.002942565,0.000830003,0.0003355686,0.0004615407,0.00002759809,0.002159207,0.00001483194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002356603,"about_ca_system_score_gemma":0.0007760019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001147582,"about_ca_topic_score_gemma":0.0002188237,"domain_scores_codex":[0.9909548,0.0005010366,0.002111438,0.002724064,0.002364333,0.001344302],"domain_scores_gemma":[0.9958968,0.000610544,0.0004510407,0.001564921,0.0009556298,0.0005211103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001707736,0.005209801,0.0003589142,0.007033542,0.002444954,0.0004985841,0.00755946,0.000001411322,0.3760032,0.00002129527,0.5676133,0.03154783],"study_design_scores_gemma":[0.01713248,0.002671246,0.0003249606,0.004401833,0.008462062,0.0001544785,0.0002865553,0.00005057721,0.5914465,0.0002480272,0.3735967,0.001224601],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.243401,0.009308358,0.01496172,0.7166715,0.0009447763,0.01077668,0.003342561,0.0003569881,0.0002364416],"genre_scores_gemma":[0.4582032,0.133405,0.01369685,0.2935726,0.007034515,0.007160463,0.0558879,0.002533973,0.0285055],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4230989,"threshold_uncertainty_score":0.9995258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0403763070516154,"score_gpt":0.2791531466347885,"score_spread":0.2387768395831731,"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."}}