{"id":"W4361018817","doi":"10.4187/respcare.10603","title":"Outcome of Noninvasive Respiratory Support in Pediatric High-Dependency Units for Acute Respiratory Distress","year":2023,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stollery Children's Hospital","funders":"","keywords":"Medicine; Interquartile range; Bronchiolitis; Respiratory distress; Pediatrics; Respiratory failure; Adverse effect; Asthma; Respiratory system; Emergency medicine; Internal medicine; Anesthesia","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001049153,0.0003264476,0.0004880525,0.0004572943,0.0004039811,0.0006290735,0.0004090352,0.0003350287,0.001175071],"category_scores_gemma":[0.005028736,0.0001575817,0.0004532482,0.0007070319,0.0004294607,0.0005564884,0.0007361191,0.0007212593,0.0001532149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008857927,"about_ca_system_score_gemma":0.0005927291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001863922,"about_ca_topic_score_gemma":0.00224126,"domain_scores_codex":[0.9989962,0.0002701063,0.0001194199,0.0001232018,0.0002528667,0.000238186],"domain_scores_gemma":[0.9943613,0.0009855184,0.003187913,0.0001320872,0.0003860667,0.0009470261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001318541,0.00002869307,0.9981465,0.00001762609,0.00002827434,0.0001895137,0.00004835022,0.00004739845,0.00003687799,0.000008649873,0.0001185346,0.001197693],"study_design_scores_gemma":[0.000008688859,0.0003066377,0.9986908,0.00001232956,0.00001415459,0.0005943868,0.0001362977,0.0001213476,0.0000347393,0.000009992522,0.0000682067,0.000002414222],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992697,0.0002873213,0.00003562067,0.00003970712,0.000007195721,0.000009238184,0.0001825632,0.000001975825,0.000166809],"genre_scores_gemma":[0.9994705,0.0001190941,0.00003281996,0.00001253779,0.00001186214,0.000009087024,0.000321927,8.105598e-7,0.00002137995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001863922,"threshold_uncertainty_score":0.00642693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0563146545106827,"score_gpt":0.3414874909036498,"score_spread":0.2851728363929671,"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."}}