{"id":"W4315754402","doi":"10.1111/vox.13401","title":"Validation of a flow‐<scp>cytometry‐based</scp> red blood cell antigen phenotyping method","year":2023,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood groups and transfusion","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Alberta; Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Flow cytometry; Cytometry; Agglutination (biology); Antigen; Antiserum; Whole blood; Red blood cell; Antibody; Immunology; Biology","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":[0.005771785,0.0007265585,0.0003616595,0.001184704,0.0005446284,0.0008962956,0.000948309,0.001070641,0.001521365],"category_scores_gemma":[0.005687101,0.0002182163,0.0003668771,0.0004857423,0.001002706,0.0003312603,0.0005497519,0.0005456177,0.001319804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000538092,"about_ca_system_score_gemma":0.001098456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002149172,"about_ca_topic_score_gemma":0.001567221,"domain_scores_codex":[0.9929398,0.002206603,0.000623939,0.001100567,0.002924302,0.0002048555],"domain_scores_gemma":[0.9959692,0.001405961,0.0004500155,0.0004739597,0.001536817,0.0001640885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002916845,0.000336273,0.01701657,0.0001740806,0.00003435787,0.00009229451,0.0002225251,0.00083617,0.9604666,0.0003091365,0.0004757323,0.01974457],"study_design_scores_gemma":[0.00006672219,0.001352083,0.04175303,0.00008170734,0.0001014731,0.0009536713,0.0001133766,0.009231417,0.9406505,0.0001627794,0.005487581,0.0000456825],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7561069,0.0008012386,0.2335324,0.0003561777,0.0001632205,0.001671131,0.001928772,0.0009305963,0.00450953],"genre_scores_gemma":[0.7170486,0.000531987,0.272797,0.0004292236,0.00007951276,0.001252596,0.005021186,0.0001635596,0.002676324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005771785,"threshold_uncertainty_score":0.03052449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0220146177540856,"score_gpt":0.2925867010712714,"score_spread":0.2705720833171858,"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."}}