{"id":"W2080711908","doi":"10.1016/j.cca.2011.04.011","title":"Implementation of the first worldwide quality assurance program for cystic fibrosis multiple mutation detection in population-based screening","year":2011,"lang":"en","type":"article","venue":"Clinica Chimica Acta","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Centers for Disease Control and Prevention; National Institutes of Health; Case Western Reserve University; Oak Ridge Institute for Science and Education; York University; National Institute of Diabetes and Digestive and Kidney Diseases; U.S. Department of Energy","keywords":"Newborn screening; Quality assurance; Cystic fibrosis; Medicine; Population; Dried blood; External quality assessment; Medical physics; Pathology; Pediatrics; Internal medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007592121,0.0001294862,0.0003046535,0.0001260668,0.0001187991,0.0000138789,0.0001506305,0.00007422144,0.00004067597],"category_scores_gemma":[0.004175527,0.0001035428,0.0001792037,0.0004162874,0.00008426351,0.0001410127,0.00003199358,0.0001736125,0.000001052947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009951137,"about_ca_system_score_gemma":0.000107459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001167619,"about_ca_topic_score_gemma":0.01434793,"domain_scores_codex":[0.998126,0.0001383888,0.0008533737,0.0003116788,0.0003126589,0.0002578839],"domain_scores_gemma":[0.996802,0.002114161,0.0004617507,0.0003787384,0.0001781558,0.00006518842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001814234,0.00033673,0.939557,0.0004564073,0.00003107225,3.237516e-7,0.0002233166,0.00004217778,0.01813952,0.000007101136,0.00003773156,0.03935438],"study_design_scores_gemma":[0.002994687,0.0004833635,0.957706,0.0002721231,0.00004542126,0.000001020555,0.0001378025,0.007554457,0.03030737,0.0001297249,0.000270315,0.000097686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936489,0.00001280395,0.002904075,0.0006437314,0.0001160092,0.002529661,0.00006190956,0.00005656471,0.00002627969],"genre_scores_gemma":[0.9584726,0.000002943706,0.04080207,0.00007365896,0.00004617579,0.0004692879,0.0001032428,0.0000220656,0.000007942577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03925669,"threshold_uncertainty_score":0.8006483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06129545315813441,"score_gpt":0.4020173479175229,"score_spread":0.3407218947593885,"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."}}