{"id":"W3033080442","doi":"10.3390/ijns6020046","title":"Performance of a Three-Tier (IRT-DNA-IRT) Cystic Fibrosis Screening Algorithm in British Columbia","year":2020,"lang":"en","type":"article","venue":"International Journal of Neonatal Screening","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Algorithm; Cystic fibrosis; Medicine; Computer science; Psychology; Clinical psychology; Artificial intelligence; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001451886,0.0006704415,0.0004627632,0.002151988,0.001291718,0.00190603,0.001508769,0.0004773322,0.003202013],"category_scores_gemma":[0.005830058,0.0003602652,0.0005409456,0.001556043,0.0003644564,0.0003962987,0.001226605,0.0005263537,0.0009285844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01557321,"about_ca_system_score_gemma":0.0179111,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.900335,"about_ca_topic_score_gemma":0.9179075,"domain_scores_codex":[0.9988932,0.0001842067,0.0001343182,0.0002545657,0.0002986931,0.0002351316],"domain_scores_gemma":[0.9972146,0.0002318628,0.000133817,0.00006493244,0.001914259,0.0004404879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005857383,0.0002509246,0.8134631,0.0002071946,0.000108725,0.0008766376,0.0007458931,0.01001269,0.001390935,0.0006606908,0.02917285,0.1425246],"study_design_scores_gemma":[0.0001719547,0.0004671659,0.8414584,0.0005822208,0.0002974185,0.001445066,0.002350318,0.1264846,0.002853124,0.0008794223,0.02283606,0.0001741553],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9368171,0.002139055,0.0105347,0.003660436,0.000160769,0.001279308,0.008807062,0.002153073,0.03444848],"genre_scores_gemma":[0.967903,0.0007800497,0.01818617,0.0007631733,0.00001386951,0.0003005048,0.004790989,0.0001303999,0.007131897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.900335,"threshold_uncertainty_score":0.2005039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01992331783927749,"score_gpt":0.2808641531265966,"score_spread":0.2609408352873192,"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."}}