{"id":"W4385665412","doi":"10.4187/respcare.10765","title":"Associations With Severe Desaturation Events Among Children Receiving Noninvasive Respiratory Support at Time of Intubation","year":2023,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Nasal cannula; Intubation; Anesthesia; Cannula; Adverse effect; Incidence (geometry); Univariate analysis; Surgery; Internal medicine; Multivariate analysis","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":[0.0006920327,0.0002234394,0.000322945,0.0009200164,0.0003096272,0.0004190293,0.0003424325,0.0003827256,0.002530758],"category_scores_gemma":[0.005670572,0.0001525782,0.0005952016,0.001097734,0.0002089419,0.0004843832,0.000507254,0.0008395743,0.0001973771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004416285,"about_ca_system_score_gemma":0.0008397939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005938383,"about_ca_topic_score_gemma":0.006925125,"domain_scores_codex":[0.9989687,0.0001464643,0.0002166376,0.0001706152,0.0003232349,0.000174348],"domain_scores_gemma":[0.9939272,0.0009631868,0.003716952,0.0001291954,0.0006826455,0.0005809031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000557033,0.000007973261,0.998067,0.00006270941,0.00003195122,0.0001064491,0.00007460197,0.00002683098,0.00008512381,0.00002315591,0.0002275684,0.001230952],"study_design_scores_gemma":[0.000002426365,0.00005125168,0.9986954,0.00005655444,0.00002787561,0.0004545194,0.0001552027,0.0000852313,0.00006197859,0.00002574347,0.000379519,0.000004215002],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925328,0.00266167,0.0002677575,0.0003175453,0.00003701566,0.00003435011,0.002407296,0.00001436231,0.001727127],"genre_scores_gemma":[0.9971061,0.001002228,0.0002939245,0.00006220087,0.00003815449,0.00003178649,0.001344193,0.000006611724,0.0001147758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005938383,"threshold_uncertainty_score":0.01180762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01524559669347258,"score_gpt":0.2645666008056979,"score_spread":0.2493210041122253,"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."}}