{"id":"W2131850959","doi":"10.4187/respcare.02153","title":"Data Downloads for Effective Noninvasive Ventilation in Patients With Neuromuscular Respiratory Failure","year":2013,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Medicine; Respiratory failure; Observational study; Mechanical ventilation; Randomized controlled trial; Neuromuscular disease; Ventilation (architecture); Respiratory system; Intensive care medicine; Diaphragmatic breathing; Anesthesia; Internal medicine; Pathology; Disease","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"],"consensus_categories":[],"category_scores_codex":[0.0002765426,0.0003593129,0.000504345,0.0003349894,0.0001278529,0.00005825854,0.0003249887,0.0002489956,0.0001355821],"category_scores_gemma":[0.000201633,0.0002967021,0.0001196624,0.0003655283,0.00007462588,0.000626676,0.0001362068,0.0003251174,0.0001050189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002161046,"about_ca_system_score_gemma":0.000368476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001197196,"about_ca_topic_score_gemma":0.00008378788,"domain_scores_codex":[0.997506,0.0001328942,0.0004516515,0.0008675404,0.0005470585,0.0004948757],"domain_scores_gemma":[0.9973143,0.00008471617,0.0001920553,0.001382961,0.0007603776,0.0002656278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00158544,0.0004778685,0.8815626,0.00103879,0.0002572786,0.000144649,0.0008972763,0.00003424682,0.03696208,0.00008932072,0.01159098,0.0653595],"study_design_scores_gemma":[0.009305838,0.003802288,0.7068351,0.0002589355,0.0002059367,0.000002434273,0.0007254896,0.00001022721,0.02534058,0.00001875079,0.2529959,0.0004985529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992771,0.000429185,0.0002802208,0.0000463441,0.0002014131,0.005643798,0.0002172807,0.00009357085,0.0003172394],"genre_scores_gemma":[0.994939,0.000001134069,0.0006909138,0.002311382,0.000245442,0.000854239,0.0008209898,0.0000985903,0.00003835274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2414049,"threshold_uncertainty_score":0.9999485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01795133071244188,"score_gpt":0.2631256796075628,"score_spread":0.2451743488951209,"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."}}