{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006761315,0.0001923167,0.0004247,0.0005082759,0.00009212202,0.0000167502,0.0001228101,0.0001708548,0.000133632],"category_scores_gemma":[0.0002771521,0.0001764697,0.0002083214,0.001591213,0.00003552824,0.00006305435,0.00003933351,0.0001896039,0.0001038252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001490087,"about_ca_system_score_gemma":0.00008692173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000848008,"about_ca_topic_score_gemma":0.000002798689,"domain_scores_codex":[0.9983373,0.0001002086,0.000407365,0.0003726175,0.0004345992,0.0003479052],"domain_scores_gemma":[0.9987909,0.0003329105,0.0001311362,0.0004467754,0.0001536176,0.0001446693],"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":[0.00007746973,0.0007129504,0.03302832,0.0009976048,0.0002946936,0.0001622706,0.002426511,0.000244021,0.9291579,0.0001007965,0.006345555,0.02645192],"study_design_scores_gemma":[0.003649205,0.0004220673,0.03199996,0.0002180324,0.0005479559,0.00001494493,0.0003848978,0.006391609,0.9495257,0.0001889074,0.006553594,0.00010314],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732575,0.0004389722,0.01543665,0.0004446666,0.0003055859,0.0004953903,0.00005416079,0.0003099614,0.009257066],"genre_scores_gemma":[0.9603133,0.0001083119,0.03818684,0.0002278168,0.0002395581,0.00002026323,0.000200472,0.00005821569,0.0006452521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02634878,"threshold_uncertainty_score":0.7196224,"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."}}