{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003502526,0.0001795825,0.0002927983,0.0004023875,0.0001849943,0.00001507076,0.0001069067,0.0001677858,0.0006293926],"category_scores_gemma":[0.0002244093,0.0001658596,0.00009954633,0.0006930013,0.00005858921,0.0003258034,0.00008812157,0.0001608687,0.0001661659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004796085,"about_ca_system_score_gemma":0.0001869237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001312313,"about_ca_topic_score_gemma":0.00004779446,"domain_scores_codex":[0.9984058,0.0001034362,0.0004128662,0.0003069377,0.0005525883,0.0002184326],"domain_scores_gemma":[0.998589,0.00005883961,0.000380033,0.0003452668,0.0005427287,0.00008407952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009160428,0.00004028634,0.9260477,0.0001297973,0.000172378,0.000004596141,0.001903789,0.00006645109,0.006748057,0.00005835129,0.05461317,0.01012385],"study_design_scores_gemma":[0.0009015745,0.00223558,0.9346274,0.0002277116,0.0001478094,0.000001018349,0.0003824912,0.00001734618,0.05764875,0.000021138,0.003555289,0.000233882],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843553,0.000050528,0.00005725007,0.00007794471,0.00004419234,0.0009814411,0.00007352958,0.0004107208,0.01394908],"genre_scores_gemma":[0.9923593,0.00003653796,0.00009020734,0.0002427165,0.0001362133,0.00008577618,0.001255982,0.00005248865,0.005740743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05105788,"threshold_uncertainty_score":0.6891408,"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."}}