{"id":"W3014233141","doi":"10.1111/vox.12914","title":"Red‐blood‐cell alloimmunization and prophylactic antigen matching for transfusion in patients with warm autoantibodies","year":2020,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood groups and transfusion","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Haemolysis; Serology; Autoantibody; Antigen; Antibody; Red blood cell; Blood transfusion; Red Cell; Immunology; Isoantibodies; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.00007647089,0.000150183,0.0002560141,0.00007355604,0.00009324526,0.00002033623,0.00004605217,0.00007687632,0.00002334127],"category_scores_gemma":[0.00002092595,0.00011493,0.00003899974,0.0001943129,0.00003034672,0.0001010316,0.00001486877,0.0001362395,0.000002012149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000889058,"about_ca_system_score_gemma":0.00002957338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009414394,"about_ca_topic_score_gemma":0.00002409736,"domain_scores_codex":[0.9991195,0.00002173432,0.0002132702,0.0002803066,0.0001815036,0.0001836943],"domain_scores_gemma":[0.9996357,0.00002775278,0.00004965947,0.0001224814,0.00007458665,0.00008983042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002749293,0.001029372,0.9223332,0.001645016,0.00008983897,0.00003148702,0.01281002,0.00002638313,0.04737717,0.00007198628,0.00007096937,0.0117652],"study_design_scores_gemma":[0.01866088,0.004640119,0.955057,0.0003761012,0.0004241966,0.000007000288,0.000565367,0.0006315049,0.0176611,0.00009124585,0.001505135,0.0003802981],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957284,0.0002895928,0.0008394137,0.00143436,0.0000416726,0.001135733,0.00001337937,0.0000591037,0.0004584002],"genre_scores_gemma":[0.9958163,0.0001757319,0.003427568,0.0003549605,0.00005102101,0.00001713841,0.00009038123,0.00003686414,0.00002999815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03272378,"threshold_uncertainty_score":0.4686709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007627883112269124,"score_gpt":0.2054359477250359,"score_spread":0.1978080646127668,"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."}}