{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009048462,0.0002690576,0.0001699351,0.0005234203,0.0005065164,0.0005152706,0.0003984158,0.0001979349,0.002113757],"category_scores_gemma":[0.002252509,0.000198554,0.0002389565,0.0004167058,0.0004473815,0.0002818435,0.0003625654,0.0002930186,0.0002375225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003228804,"about_ca_system_score_gemma":0.003699088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04340723,"about_ca_topic_score_gemma":0.06786267,"domain_scores_codex":[0.9996425,0.000099643,0.00002548379,0.0000464107,0.00009065151,0.00009530615],"domain_scores_gemma":[0.9982664,0.0004046237,0.000636622,0.00007132668,0.0002230097,0.0003980522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001134035,0.001133323,0.9836771,0.00007404103,0.00002889356,0.001407952,0.0003990858,0.0000766138,0.000609729,0.00008142417,0.0004854005,0.01089237],"study_design_scores_gemma":[0.0004192719,0.00769825,0.9858926,0.00006448397,0.00005014456,0.002656638,0.001449705,0.000484813,0.0002967661,0.00004793473,0.0009283422,0.00001104446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992372,0.00007998402,0.00003498548,0.00006692309,0.000002624707,0.0001473569,0.000105617,0.000001652166,0.0003238124],"genre_scores_gemma":[0.9991189,0.0002453182,0.000216659,0.00005881066,0.00001407971,0.00006509716,0.0001394083,0.000001078879,0.0001406497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04340723,"threshold_uncertainty_score":0.08630913,"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."}}