{"id":"W1935623550","doi":"10.1542/peds.2014-2081","title":"Inconclusive Diagnosis of Cystic Fibrosis After Newborn Screening","year":2015,"lang":"en","type":"article","venue":"PEDIATRICS","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":126,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; Victoria General Hospital; Queen's University; Children's Hospital of Western Ontario; British Columbia Children's Hospital; Children's Hospital of Eastern Ontario; University of Calgary; Windsor Regional Hospital; Alberta Children's Hospital","funders":"","keywords":"Medicine; Cystic fibrosis; Newborn screening; Pediatrics; Internal medicine","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":[0.0003424731,0.00016251,0.0003687533,0.0002825343,0.00003481993,0.00001871244,0.0001447069,0.00009124464,0.0001307058],"category_scores_gemma":[0.004229838,0.0001438085,0.0001112968,0.0007290354,0.000118201,0.0001580561,0.0002330888,0.0002126332,0.00007792951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001113616,"about_ca_system_score_gemma":0.0002966676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001386296,"about_ca_topic_score_gemma":0.00001602658,"domain_scores_codex":[0.9980837,0.00005752213,0.0003642851,0.0002699178,0.0008492292,0.0003754088],"domain_scores_gemma":[0.997838,0.000681885,0.0001278409,0.0003525336,0.0005211204,0.0004786712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001222764,0.0001938707,0.9501092,0.0004686868,0.0000384549,0.0001339984,0.0006542869,0.0001340618,0.000324336,0.00002545494,0.01292386,0.03377105],"study_design_scores_gemma":[0.01073362,0.004839355,0.7403408,0.0005837424,0.001309073,0.0001406852,0.001850865,0.002058131,0.009056155,0.001771885,0.2262396,0.001076067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9617724,0.01253768,0.02126558,0.001080505,0.0003249109,0.0007640927,0.0001895319,0.0001163017,0.001948924],"genre_scores_gemma":[0.8665296,0.0003157523,0.1319184,0.0001333502,0.0006778928,0.0001143765,0.00003166423,0.00003555017,0.0002433715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2133158,"threshold_uncertainty_score":0.5864339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02311840715515799,"score_gpt":0.3101857595314486,"score_spread":0.2870673523762906,"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."}}