Selected article for: "characteristic curve and validation cohort"

Author: Gehle, Daniel B.; Chapman, Alison; Gregoski, Mathew; Brunswick, Meghan; Anderson, Emily; Ramakrishnan, Viswanathan; Muhammad, Lutfiyya N.; Head, William; Lesher, Aaron P.; Ryan, Rita M.
Title: A predictive model for preterm babies born < 30 weeks gestational age who will not attain full oral feedings
  • Cord-id: 6o7q57xl
  • Document date: 2021_10_9
  • ID: 6o7q57xl
    Snippet: OBJECTIVE: Develop a model to predict gastrostomy tube (GT) for feeding at discharge in infants born < 30 weeks’ (w) gestational age (GA). STUDY DESIGN: A single-center retrospective study at academic NICU. Total of 391 (78 GT, 313 non-GT) infants < 30 w GA admitted in 2015–2018 split into test (15–16) and validation (17–18) cohorts. Classification and regression tree analysis was used to identify predictive factors for GT. RESULTS: Several factors were associated with GT requirements. F
    Document: OBJECTIVE: Develop a model to predict gastrostomy tube (GT) for feeding at discharge in infants born < 30 weeks’ (w) gestational age (GA). STUDY DESIGN: A single-center retrospective study at academic NICU. Total of 391 (78 GT, 313 non-GT) infants < 30 w GA admitted in 2015–2018 split into test (15–16) and validation (17–18) cohorts. Classification and regression tree analysis was used to identify predictive factors for GT. RESULTS: Several factors were associated with GT requirements. Four factors included in the model were postmenstrual age (PMA) at first oral feeding, birth GA, high-frequency ventilation exposure, necrotizing enterocolitis stage II/III. Area under the receiver operator characteristic curve was 0.944 in the test cohort, 0.815 in the validation cohort. Implementation plan based on the model was developed. CONCLUSIONS: We developed a predictive model to risk-stratify infants born < 30 w GA for failing full oral feeding. We hope implementation at 38 w PMA will result in earlier placement of needed GT and discharge.

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