{"id":"W4404040910","doi":"10.1097/01.pcc.0001085080.62583.8f","title":"PP157 Topic: AS15–Lung: Respiratory Support/Acute Respiratory Failure/Other: NON-INVASIVE VENTILATION IN PICU: A PRELIMINARY STUDY OF FACTORS ASSOCIATED WITH AIR LEAKS","year":2024,"lang":"en","type":"article","venue":"Pediatric Critical Care Medicine","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Respiratory system; Respiratory failure; Intensive care medicine; Acute respiratory failure; Ventilation (architecture); Emergency medicine; Respiratory monitoring; Mechanical ventilation; Anesthesia; Internal medicine","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":[0.001030424,0.0003725061,0.0004408838,0.001496954,0.0005227301,0.001032305,0.0004466437,0.000581869,0.01661576],"category_scores_gemma":[0.004091993,0.0001212723,0.0009811088,0.001411628,0.0002307504,0.0007571309,0.0008692386,0.0006043816,0.002602003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000346019,"about_ca_system_score_gemma":0.001374071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002089328,"about_ca_topic_score_gemma":0.002699328,"domain_scores_codex":[0.999356,0.0001914558,0.0001332695,0.00007209727,0.0001407102,0.0001065054],"domain_scores_gemma":[0.9970811,0.0008217171,0.000826537,0.00006534241,0.0006113805,0.0005938467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002846304,0.0002605325,0.9699324,0.00066531,0.0000779419,0.000292921,0.0003765305,0.00005035331,0.0002020387,0.00008980712,0.007031304,0.02073635],"study_design_scores_gemma":[0.00001628563,0.0004397433,0.9933175,0.0003791416,0.00005926698,0.000504597,0.0009276646,0.0001679394,0.00005920721,0.000087589,0.004032049,0.000009045071],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747898,0.006844888,0.0008756439,0.002151006,0.0005526447,0.0003916144,0.009545931,0.00004216215,0.004806326],"genre_scores_gemma":[0.9691374,0.006600152,0.00292952,0.0008119332,0.001647756,0.0008914225,0.01282958,0.00005138358,0.005100788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01661576,"threshold_uncertainty_score":0.05558521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02589034323198849,"score_gpt":0.2925953311365035,"score_spread":0.266704987904515,"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."}}