{"id":"W4282925327","doi":"10.21037/tp-22-14","title":"Risk factors for prolonged mechanical ventilation in neonates following gastrointestinal surgery","year":2022,"lang":"en","type":"article","venue":"Translational Pediatrics","topic":"Clinical Nutrition and Gastroenterology","field":"Nursing","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; SickKids Foundation; Hospital for Sick Children","funders":"Fudan University","keywords":"Medicine; Mechanical ventilation; Necrotizing enterocolitis; Tracheoesophageal fistula; Gastroschisis; Gestational age; Surgery; Tracheomalacia; Anesthesia; Anastomosis; Perforation; Neonatal intensive care unit; Volvulus; Omphalocele; Atresia; Birth weight; Pediatrics; Fetus; Pregnancy; Airway","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004318719,0.0002182175,0.000251552,0.0005043152,0.0002997095,0.0003262149,0.0002954485,0.0003072567,0.001082933],"category_scores_gemma":[0.003638491,0.0001099692,0.0003034484,0.0006664895,0.0002341573,0.0002428829,0.0003633373,0.0005845822,0.00009722734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007153749,"about_ca_system_score_gemma":0.001030021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006289205,"about_ca_topic_score_gemma":0.007289923,"domain_scores_codex":[0.99962,0.00005695917,0.00008216596,0.00005013067,0.000115458,0.00007525821],"domain_scores_gemma":[0.9979185,0.000281415,0.001223713,0.00003892105,0.0001638597,0.0003736003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001706861,0.000003999416,0.9981336,0.00001235172,0.000008120833,0.0007034775,0.00005325419,0.00001924095,0.0001058438,0.00001217295,0.00006257703,0.0008682824],"study_design_scores_gemma":[0.000001450882,0.00005983502,0.9941782,0.00005450514,0.00001313316,0.004821068,0.0004074427,0.0000989915,0.0001019199,0.00002164825,0.000237878,0.00000397283],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973961,0.001696267,0.00008485618,0.0001518905,0.00001345297,0.000009476728,0.000170377,0.000004594015,0.0004730375],"genre_scores_gemma":[0.9990989,0.0005453677,0.0001195184,0.00002434872,0.00001003127,0.000007441127,0.0001491984,0.000001534506,0.00004375529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006289205,"threshold_uncertainty_score":0.01250523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03531328769555031,"score_gpt":0.2935621517644226,"score_spread":0.2582488640688723,"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."}}