{"id":"W2206257597","doi":"10.1016/j.jcf.2015.11.005","title":"Predictors of non-referral of patients with cystic fibrosisfor lung transplant evaluation in the United States","year":2015,"lang":"en","type":"article","venue":"Journal of Cystic Fibrosis","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"National Institute of Allergy and Infectious Diseases; National Institute of Diabetes and Digestive and Kidney Diseases; National Heart, Lung, and Blood Institute; U.S. Food and Drug Administration; University of Washington; National Institutes of Health; Cystic Fibrosis Foundation","keywords":"Medicine; Cystic fibrosis; Lung transplantation; Referral; Internal medicine; Sputum; Transplantation; Lung; Pediatrics; Intensive care medicine; Family medicine; Pathology","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":[0.001485382,0.0001370181,0.0004662376,0.0003504957,0.00001990024,0.000008654367,0.0001286079,0.00006483591,0.00001765587],"category_scores_gemma":[0.0002319882,0.00007430261,0.0001030253,0.0004511713,0.00007507071,0.0001313783,0.000004047152,0.0001807887,3.267049e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007106147,"about_ca_system_score_gemma":0.0002391386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008995194,"about_ca_topic_score_gemma":0.00001185475,"domain_scores_codex":[0.9976095,0.0002722964,0.0007963864,0.00008849233,0.001082494,0.0001508162],"domain_scores_gemma":[0.9978713,0.0006042662,0.000516671,0.0001450529,0.000760432,0.0001023227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007429798,0.0003689944,0.9721522,0.0007443306,0.000236106,0.00001263243,0.01049324,0.006038636,0.001820438,0.00001433562,0.0002405642,0.000448728],"study_design_scores_gemma":[0.007700291,0.002660662,0.9804247,0.001301813,0.001462665,0.00003644067,0.0008858324,0.003873967,0.001464928,0.00006678992,0.00004121753,0.0000806798],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905807,0.0001560145,0.008411879,0.0001403146,0.000160004,0.0004097272,0.0001019092,0.000003330344,0.00003615783],"genre_scores_gemma":[0.9867451,0.00002813641,0.01297616,0.00004625632,0.00004657228,0.000005541311,0.0001334578,0.00001336304,0.000005468956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009607403,"threshold_uncertainty_score":0.3029973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03062541038482533,"score_gpt":0.3144751075072233,"score_spread":0.283849697122398,"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."}}