{"id":"W4416139691","doi":"10.1002/ppul.71375","title":"Post Extubation Noninvasive Respiratory Support for Pediatric ARDS","year":2025,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University; Hospital for Sick Children; University of Toronto","funders":"","keywords":"ARDS; Respiratory system; Mechanical ventilation; Intubation; Respiratory disease; Duration (music); MEDLINE","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":[0.0004941148,0.0002860769,0.0005383885,0.001053452,0.0001611369,0.00002070065,0.0002110546,0.0004622399,0.0003420472],"category_scores_gemma":[0.0006569369,0.0002756009,0.000250841,0.0006858995,0.00004501268,0.000129484,0.00008580818,0.0002956145,0.0002123052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001363826,"about_ca_system_score_gemma":0.001635005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008846854,"about_ca_topic_score_gemma":0.00000779232,"domain_scores_codex":[0.997848,0.00005963822,0.000641835,0.0006102449,0.0002224903,0.0006177436],"domain_scores_gemma":[0.9983318,0.0002297355,0.000230076,0.0005091339,0.0005003079,0.0001989869],"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":[0.00181562,0.001021608,0.8080753,0.001776547,0.0002436514,0.0006598601,0.0003048309,0.000007926198,0.01428771,0.01376371,0.1193402,0.03870299],"study_design_scores_gemma":[0.013058,0.008934359,0.2181735,0.00002413397,0.004393498,0.0002745772,0.0005380856,0.0001443591,0.01758944,0.00699339,0.7284633,0.00141337],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643039,0.00225805,0.0103392,0.002358423,0.003068075,0.002314751,0.0001104976,0.0003618631,0.01488524],"genre_scores_gemma":[0.9558995,0.0008249174,0.003096185,0.01506413,0.00521453,0.0009633484,0.0004069089,0.0001090695,0.01842135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6091231,"threshold_uncertainty_score":0.9999696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0181687075811033,"score_gpt":0.299081910801774,"score_spread":0.2809132032206708,"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."}}