{"id":"W2592264389","doi":"10.1182/blood.v126.23.3404.3404","title":"Red Cell Antigen Genotyping Compared to Standard Serological Phenotyping in Sickle Cell Disease Patients in Canada: Potential for Reducing Alloimmunization","year":2015,"lang":"en","type":"article","venue":"Blood","topic":"Blood groups and transfusion","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Regional Laboratory Medicine Program; Hamilton Health Sciences; McMaster Children's Hospital; Canadian Blood Services; McMaster University","funders":"","keywords":"Genotyping; Medicine; Antigen; Immunology; Leukoreduction; Blood transfusion; Population; Hemoglobinopathy; Genotype; Thalassemia; Serology; Internal medicine; Hemolytic anemia; Antibody; Biology; Genetics","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":[0.0002019558,0.0001478699,0.0003140041,0.0001113346,0.0000587347,0.00001438873,0.00009387921,0.00005980592,0.00001202716],"category_scores_gemma":[0.00005456103,0.0001441298,0.00003932276,0.0002430145,0.00001001493,0.00006211497,0.00004601182,0.0001395115,0.000001660507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002390342,"about_ca_system_score_gemma":0.0007186488,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1242687,"about_ca_topic_score_gemma":0.1423494,"domain_scores_codex":[0.9986508,0.00004603535,0.0003600774,0.0003146092,0.0002799145,0.0003484924],"domain_scores_gemma":[0.9992787,0.0000194952,0.00006082928,0.0001976807,0.0001527238,0.0002906251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004094674,0.002043847,0.9676632,0.0002717612,0.00002925574,0.0001129094,0.001412613,0.01257453,0.01014531,0.00001166135,0.0003479673,0.00129226],"study_design_scores_gemma":[0.03066407,0.0005281172,0.9480154,0.0003314104,0.0002022236,0.00000189708,0.0005171255,0.00964738,0.009182301,0.00009259122,0.0004339365,0.0003835708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968916,0.0002157346,0.001065533,0.0003248222,0.0001534477,0.001083828,0.00003818651,0.00002246517,0.0002044515],"genre_scores_gemma":[0.9973293,0.00001994042,0.002063791,0.0002356825,0.00006359289,0.00002790427,0.0002187644,0.00002588022,0.00001515863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0265694,"threshold_uncertainty_score":0.8815629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01512530101365764,"score_gpt":0.2208937802239037,"score_spread":0.205768479210246,"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."}}