{"id":"W4206687990","doi":"10.1002/ppul.25827","title":"Predictors of successful trial off continuous positive airway pressure and high flow nasal cannula in preterm infants <30 weeks' gestation: A retrospective study","year":2022,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Institute for Work & Health; Mount Sinai Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Continuous positive airway pressure; Gestational age; Nasal cannula; Anesthesia; Odds ratio; Confidence interval; Gestation; Fraction of inspired oxygen; Birth weight; Necrotizing enterocolitis; Obstetrics; Pediatrics; Cannula; Pregnancy; Surgery; Mechanical ventilation; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001053878,0.0002535322,0.0008772622,0.0007935611,0.0001649001,0.00001283687,0.0002656745,0.000189864,0.0003321875],"category_scores_gemma":[0.001111157,0.0002556021,0.00006059552,0.0008757261,0.0001717734,0.0001290757,0.0004334766,0.001058869,0.000004570075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003079113,"about_ca_system_score_gemma":0.00100613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00129277,"about_ca_topic_score_gemma":0.0002710734,"domain_scores_codex":[0.9960611,0.0009219695,0.0008002624,0.0007255225,0.0008695938,0.0006215434],"domain_scores_gemma":[0.9982216,0.0004584737,0.0003542523,0.0004156365,0.0002991647,0.0002508781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04263699,0.001270098,0.9455038,0.0002194259,0.0001678874,0.0008269107,0.002626062,0.00004033927,0.00006515944,0.00003998854,0.0002399506,0.006363341],"study_design_scores_gemma":[0.04077404,0.01637515,0.9405671,0.00001069235,0.0002832013,0.00006275977,0.0006624996,0.0003371787,0.00003856412,0.0000713102,0.0006196087,0.0001979047],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891435,0.004824117,0.00000546673,0.0003316802,0.0006300813,0.00434853,0.0004291291,0.00004743826,0.0002400423],"genre_scores_gemma":[0.9979653,0.0003524972,0.00003396397,0.00008277298,0.0005278063,0.0007112696,0.00004409592,0.00003923573,0.0002430267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01510505,"threshold_uncertainty_score":0.9999896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01094485309252637,"score_gpt":0.2979458844751032,"score_spread":0.2870010313825768,"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."}}