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S0734 Outcomes Following Inter-Hospital Transfer in Patients Admitted With Inflammatory Bowel Disease in the United States

2020· article· en· W3094130884 on OpenAlexaff
Quazim A. Alayo, Mary Sedarous, Obioma Nwaiwu, Kavitha Subramanian, Philip Dinh, Afshin Amini, Philip N. Okafor

Bibliographic record

VenueThe American Journal of Gastroenterology · 2020
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicInflammatory Bowel Disease
Canadian institutionsMcMaster University
Fundersnot available
KeywordsMedicineInflammatory bowel diseaseUlcerative colitisConfoundingCohortDiseaseColectomyInternal medicineEmergency medicine

Abstract

fetched live from OpenAlex

INTRODUCTION: Outcomes in inflammatory bowel disease (IBD) patients who get transferred to new hospitals have not been well described. Using a national dataset, we sought to describe trends and outcomes in IBD transfers in the United States. METHODS: Adults with IBD (defined with ICD-9 codes for Crohn’s Disease - CD and Ulcerative Colitis -UC) were identified in the 2007–2014 National Inpatient Sample. Trends in inter-hospital IBD transfers, along with patient and hospital-level descriptors were examined. A cohort of patients who received IBD-related surgery at the recipient hospital was also identified (IBD-surgical transfers). Outcomes including all-cause in-hospital mortality, length of stay (LOS), and total hospital costs (THC) in IBD transfers were then assessed after controlling for confounding variables. RESULTS: We identified 793,015 IBD discharges of which 519, 598 (65.5%) were for CD and 273,417 (34.5%) for UC. 3.4% of IBD patients (n = 27,005) were transferred to a recipient hospital; of these, 15.1% (n = 4,090) underwent an IBD-related surgery at the new hospital. Between 2007- 2014, there was a rise in all IBD and IBD-surgical transfers in the US (P = 0.02, Figure 1). In IBD-surgical transfer patients, the mean age at transfer was 41 years with most patients being White (80.6%), on private insurance (52.5%), and living below the median level of income (56.2%) (Table 1). Twenty-three percent of IBD-surgical transfers occurred during the weekends, predominantly to teaching hospitals (90%), with 36% transferred to low/medium-volume IBD hospitals. Interestingly, the adjusted odds of all-cause in-hospital mortality was higher in IBD-transfer patients (adjusted Odds Ratio 3.36, 95% Confidence Interval 2.3–4.8), however, within this transfer cohort, IBD-surgical transfers did not demonstrate a mortality risk though they had higher odds of post-surgical complications, LOS and total hospital costs (Table 2). Small and large bowel resections formed the bulk of surgery (73%) done in CD transfers, while total abdominal colectomy, ileostomy and rectal stump creation formed the bulk of surgeries (94%) in UC-transfer patients. CONCLUSION: Inter-hospital transfers for IBD are on the rise in the US. These patients are a high-risk group with significantly higher odds of in-hospital death except in transfers that undergo an IBD-related surgery at the new hospital. More research is needed to identify high-performing recipient hospitals to improve IBD outcomes.Figure 1.: Trends in inter-hospital transfer of inflammatory bowel disease (IBD) patients.Table 1.: Baseline demographics and comorbidity of inter-hospital transfer patients with inflammatory bowel disease (IBD)Table 2.: Crude and adjusted odds ratio and mean ratios of outcomes of inter-hospital transfer patients with inflammatory bowel disease (IBD)

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.013
Threshold uncertainty score0.026

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.003
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.004
GPT teacher head0.208
Teacher spread0.204 · 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 source (direct Gemma or distilled Codex), 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".

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Citations0
Published2020
Admission routes1
Has abstractyes

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