{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008624335,0.0002226739,0.000275869,0.0005875201,0.000428748,0.0005121414,0.0002839153,0.0004263056,0.001374713],"category_scores_gemma":[0.004265331,0.0002240768,0.0002541974,0.0007760578,0.0004089257,0.0004074824,0.0003070523,0.0005302752,0.0001370482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003721602,"about_ca_system_score_gemma":0.0005210044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001277381,"about_ca_topic_score_gemma":0.001287914,"domain_scores_codex":[0.9993836,0.0002069292,0.00008172426,0.0001083588,0.00009895561,0.0001204124],"domain_scores_gemma":[0.9959819,0.00120524,0.002125923,0.0001064289,0.0001587613,0.0004217986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006084437,0.00001375106,0.9984031,0.000005355579,0.000006641021,0.0004256522,0.00005388492,0.00001427595,0.000104716,0.000008193078,0.00003796311,0.0008655414],"study_design_scores_gemma":[0.00001229544,0.0003262855,0.9900552,0.00002156709,0.00003050406,0.008460532,0.0004245721,0.0002294985,0.0002154498,0.00002958701,0.0001896691,0.000004910318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995223,0.0002220961,0.00004449075,0.00003610538,0.000003665218,0.000002503186,0.00001560791,0.000001838811,0.0001514495],"genre_scores_gemma":[0.9998406,0.00005055197,0.00004934257,0.00001691831,0.000007004694,0.000001447313,0.000018747,5.867951e-7,0.00001473896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001374713,"threshold_uncertainty_score":0.004598916,"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."}}