{"id":"W46068286","doi":"10.1177/002013240204700604","title":"Noninvasive Nocturnal Ventilatory Support in Advanced Lung Disease from Cystic Fibrosis","year":2002,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Lung transplantation; Cystic fibrosis; Polysomnography; Respiratory failure; Pulmonary function testing; Tolerability; Idiopathic pulmonary fibrosis; Lung; Vital capacity; Internal medicine; Lung function; Adverse effect; Apnea; Diffusing capacity","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001392565,0.0003587658,0.000525375,0.0003024515,0.0001304666,0.00003514499,0.0001948044,0.0001924548,0.003271265],"category_scores_gemma":[0.0001319633,0.0003507029,0.0002837728,0.0003008455,0.00007350757,0.0002443136,0.00007237519,0.0005037864,0.0003892181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003901848,"about_ca_system_score_gemma":0.0003381377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006252634,"about_ca_topic_score_gemma":0.00002045273,"domain_scores_codex":[0.9976239,0.00009094158,0.0004980804,0.0006490195,0.0005832668,0.0005548327],"domain_scores_gemma":[0.9981446,0.00006549584,0.0001570116,0.000719483,0.0001742342,0.0007392365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001731359,0.0005608459,0.7602842,0.001209082,0.0002141465,0.02069539,0.00522716,0.0001674162,0.1443346,0.0001313959,0.01756397,0.04788046],"study_design_scores_gemma":[0.01264931,0.001496476,0.3740306,0.001469963,0.0007846124,0.00005843199,0.004338429,0.0002378099,0.1026583,0.0001137494,0.5004751,0.001687318],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985786,0.01009282,0.00006035966,0.00009563442,0.0005558995,0.0006884941,0.000165247,0.000128637,0.002426967],"genre_scores_gemma":[0.9956453,0.00003589652,0.0002977739,0.002749006,0.0003851923,0.0001012927,0.0001118286,0.00007859133,0.0005950856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4829111,"threshold_uncertainty_score":0.9998945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01697383488802084,"score_gpt":0.2631997178122432,"score_spread":0.2462258829242224,"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."}}