{"id":"W4311586522","doi":"10.1111/trf.17201","title":"<scp>KEL1</scp> negative red cell transfusions for females of current or future <scp>child‐bearing</scp> potential: A clinical impact and feasibility study","year":2022,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood groups and transfusion","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Université de Sherbrooke; McMaster University; Canadian Blood Services; Hamilton Regional Laboratory Medicine Program","funders":"Canadian Blood Services","keywords":"Interquartile range; Medicine; Blood transfusion; Haemolytic disease; Child bearing; Cohort; Fetus; Pediatrics; Obstetrics; Pregnancy; Immunology; Internal medicine; Biology; Environmental health; Population","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001653948,0.0005798415,0.001317903,0.0002989501,0.0009409264,0.00003469894,0.0002916491,0.0002617992,0.0001392685],"category_scores_gemma":[0.0002295706,0.0004389476,0.000931512,0.000758061,0.0002157803,0.0001623951,0.0001135673,0.001362241,0.000002080239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009413785,"about_ca_system_score_gemma":0.0003158966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002543516,"about_ca_topic_score_gemma":0.000440748,"domain_scores_codex":[0.9952455,0.0006152102,0.001305715,0.00123579,0.0009199629,0.0006777864],"domain_scores_gemma":[0.9971809,0.001021843,0.0002573601,0.0007379053,0.0002631937,0.0005388067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01067392,0.06935531,0.7171567,0.003966946,0.001632667,0.0003282709,0.06198445,0.0003515198,0.06997535,0.0001400503,0.00464968,0.05978514],"study_design_scores_gemma":[0.03312899,0.02154514,0.9088399,0.0002643944,0.002531561,0.0001770508,0.02284816,0.0006042434,0.003829831,0.0003083185,0.005722868,0.0001995376],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869347,0.001811879,0.001744422,0.0004178938,0.0009549586,0.007040355,0.0005270536,0.0001518753,0.0004169111],"genre_scores_gemma":[0.994964,0.003252212,0.0004887294,0.00008226886,0.0004658585,0.0002634036,0.0001279309,0.0001026552,0.000252959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1916832,"threshold_uncertainty_score":0.9998062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0642023941778446,"score_gpt":0.3676855775875491,"score_spread":0.3034831834097045,"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."}}