{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001344486,0.000197834,0.0003057192,0.0008082396,0.00120945,0.0009471885,0.0007970394,0.0003453582,0.001136026],"category_scores_gemma":[0.007084297,0.0001576778,0.0001855806,0.001732976,0.0003953211,0.000205513,0.0005349345,0.0005001382,0.0001346079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01487893,"about_ca_system_score_gemma":0.01755493,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.956458,"about_ca_topic_score_gemma":0.9669644,"domain_scores_codex":[0.9984618,0.0002852322,0.0001329087,0.0002338525,0.0006096595,0.0002765003],"domain_scores_gemma":[0.99578,0.0005194119,0.0006667433,0.00008880788,0.002333103,0.0006119652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001897739,0.00005145488,0.9782504,0.00004104074,0.00002891084,0.00008724436,0.0003768647,0.0003640133,0.0004483878,0.0001074472,0.001303919,0.01875053],"study_design_scores_gemma":[0.00002557367,0.0001129862,0.9947426,0.00005267979,0.0000431156,0.0001725338,0.0007062339,0.002513943,0.0003951569,0.00004759958,0.001177078,0.00001037395],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953492,0.000843366,0.0003120028,0.000847972,0.0000229887,0.00003689003,0.0004926487,0.00001741704,0.002077512],"genre_scores_gemma":[0.9984479,0.0002573458,0.0006300765,0.0001557192,0.000006582186,0.000006160742,0.0002109034,0.000003962832,0.0002814319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04354203,"threshold_uncertainty_score":0.1079547,"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."}}