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Record W2927362988 · doi:10.14740/gr1149

A Novel Care Model for Neonatal Intestinal Failure Patients Is Associated With Cost Savings and Improved Outcomes

2019· article· en· W2927362988 on OpenAlexvenueno aff
Erin Johnson, Anna Ermarth, Mark Deneau

Bibliographic record

VenueGastroenterology Research · 2019
Typearticle
Languageen
FieldNursing
TopicClinical Nutrition and Gastroenterology
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineEnteral administrationCohortGestational ageParenteral nutritionNeonatal intensive care unitIntestinal failurePediatricsBirth weightMedical recordEmergency medicineIntensive care medicineInternal medicinePregnancy

Abstract

fetched live from OpenAlex

BACKGROUND: Neonates with intestinal failure (IF) have prolonged admissions in the neonatal intensive care unit (NICU) and require lifelong follow-up with gastroenterology (GE) as outpatients. Inpatient management of these patients typically relies on many rotating practitioners and currently discharge criteria do not exist. We sought to create standardized discharge criteria with a continuity care model for neonatal IF patients. METHODS: Inpatient care was streamlined to two GE physicians with weekly consultations. We implemented standardized discharge goals for both enteral and total parental nutrition (TPN) by: 1) Enteral feedings of at least 5 mL/h were tolerated; 2) Stable central venous access was intact; 3) TPN was cycled to 20 h/day or less; and 4) No other medical issues required NICU admission. Patient records were reviewed after 18 months of implementing standardized discharge criteria and we compared their outcomes to a historical cohort of IF patients. RESULTS: Optimal discharge criteria were met in 12 patients and a cohort of 26 historical patients was used for comparison. Patients in optimal versus historical groups had similar baseline characteristics (medians, all P values = non-significant (NS)): gestational age (36 vs. 35 weeks), birth weight (1,990 vs. 2,076 g), birth length (45 vs. 44 cm), and small bowel length after definitive surgery (63 vs. 55 cm). Compared to the historical group, the optimal cohort was discharged earlier (median length of stay 69 vs. 126 days, P < 0.01), with a reduced total stay of 684 NICU days, fewer central line-associated bloodstream infections (CLABSIs) (4 vs. 10 per 1,000 patient days, P = 0.04), and had fewer readmissions (7 vs. 17 per 1,000 patient days, P < 0.01), respectively. CONCLUSIONS: Concentrating the care of IF patients to a GE team invested in long-term care, while implementing safe discharge criteria, resulted in a dramatic length of stay reduction with fewer CLABSIs and readmissions compared to historical management. At approximately 4,000 dollars per day in NICU hospital charges, this program saved over 2.7 million dollars in care costs while allowing families and their infants more time at home. The safety and applicability of the optimal discharge criteria presented here should be studied further. Similar programs may be effective at other large NICUs.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.071
Threshold uncertainty score0.850

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.043
GPT teacher head0.347
Teacher spread0.303 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations4
Published2019
Admission routes1
Has abstractyes

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