{"id":"W3199114236","doi":"10.1002/jha2.292","title":"A practical and effective strategy in East Asia to prevent anti‐D alloimmunization in patients by C/c phenotyping of serologic RhD‐negative blood donors","year":2021,"lang":"en","type":"article","venue":"eJHaem","topic":"Blood groups and transfusion","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health; Canadian Blood Services","keywords":"Serology; Genotyping; Red blood cell; Rh blood group system; Medicine; Titer; Immunology; Red Cell; Antigen; Antibody; Virology; Genotype; Biology; Genetics; Internal medicine; Gene","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001656823,0.0001060173,0.0002862311,0.0000809233,0.00002096408,0.000008013802,0.00002275273,0.00008722315,0.00002014525],"category_scores_gemma":[0.0001868456,0.00009528218,0.00002396802,0.0003541696,0.00002869885,0.00009050501,0.00003944392,0.0001986379,0.000001647442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002830922,"about_ca_system_score_gemma":0.00005764061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002180012,"about_ca_topic_score_gemma":0.00029232,"domain_scores_codex":[0.9990743,0.0001600983,0.0002391341,0.000239163,0.0001358701,0.0001514606],"domain_scores_gemma":[0.9995957,0.00008326725,0.00005629165,0.000110667,0.0000934169,0.00006062766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006966681,0.005754109,0.9436174,0.0003034571,0.0001429014,0.000107327,0.004038042,0.00007805545,0.03055414,0.0005381771,0.00003896275,0.01413077],"study_design_scores_gemma":[0.00393772,0.0008248531,0.9686344,0.0003897454,0.0000817079,0.00001123158,0.0006244229,0.0002302264,0.02503818,0.0001245802,0.000007692466,0.00009521436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998118,0.0001326248,0.0001630411,0.0005098361,0.00002526473,0.0006924865,0.00000745055,0.000008422679,0.0003429187],"genre_scores_gemma":[0.9991948,0.00005894899,0.0005755132,0.00007409064,0.000008521098,0.00002082261,0.00003879269,0.00001059877,0.00001788487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02501703,"threshold_uncertainty_score":0.3885495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01050422098303702,"score_gpt":0.2667663454820549,"score_spread":0.2562621244990179,"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."}}