{"id":"W4307770836","doi":"10.1111/trf.17171","title":"How do I provide rare red cells to patients?","year":2022,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood groups and transfusion","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Alberta; McMaster University; Canadian Blood Services","funders":"","keywords":"Rare disease; Population; Red blood cell; Multidisciplinary approach; Medicine; Business; Intensive care medicine; Immunology; Pathology; Political science; Disease; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001282258,0.0001632603,0.0002413333,0.0001378417,0.0003093151,0.00002894631,0.0001115925,0.00005514168,0.0008582069],"category_scores_gemma":[0.000008351048,0.0001436583,0.0001357436,0.0003851249,0.00001521638,0.00007819755,0.00004453505,0.0003023595,0.00002092764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006810983,"about_ca_system_score_gemma":0.0000402999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001089634,"about_ca_topic_score_gemma":0.00003383313,"domain_scores_codex":[0.9985297,0.00005849324,0.0001813452,0.0003960138,0.0005609537,0.000273524],"domain_scores_gemma":[0.999357,0.00001904419,0.00002572275,0.0003210061,0.00006746266,0.0002097113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003697163,0.002706906,0.0415874,0.000356192,0.00007960637,0.0001851517,0.005529386,0.00006821395,0.7134802,0.0002336802,0.01311309,0.2189631],"study_design_scores_gemma":[0.01604355,0.006991284,0.09039651,0.0002040857,0.0004257709,0.00005771542,0.001309635,0.0001048615,0.1636918,0.0001835548,0.7198039,0.0007872745],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866847,0.00008262201,0.0005461762,0.008572333,0.0004439495,0.001503843,0.00005169757,0.0001200398,0.001994585],"genre_scores_gemma":[0.9961436,0.00008745269,0.0005215265,0.0009969352,0.00009076143,0.0001203146,0.00008702895,0.00004068613,0.001911728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7066908,"threshold_uncertainty_score":0.9396763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009071886809773467,"score_gpt":0.2110942252606427,"score_spread":0.2020223384508692,"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."}}