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Record W2944071158 · doi:10.1111/joim.12925

Conservative management in hypertriglyceridemia‐associated pancreatitis

2019· article· en· W2944071158 on OpenAlexafffund
Amanda J. Berberich, Abdulrahman Ziada, Guangyong Zou, Robert A. Hegele

Bibliographic record

VenueJournal of Internal Medicine · 2019
Typearticle
Languageen
FieldMedicine
TopicPancreatitis Pathology and Treatment
Canadian institutionsWestern University
FundersCanadian Institutes of Health ResearchHeart and Stroke Foundation of Canada
KeywordsMedicineHypertriglyceridemiaPancreatitisConservative managementIntensive care medicineInternal medicineSurgeryTriglyceride

Abstract

fetched live from OpenAlex

Abstract Background Severe hypertriglyceridemia (serum triglyceride >10 mmol L −1 ) is implicated in ~9% of acute pancreatitis cases. Certain guidelines list severe hypertriglyceridemia as an indication for plasmapheresis. Objective We assembled the natural trajectory of triglyceride levels in patients with acute pancreatitis due to severe hypertriglyceridemia who were managed conservatively without plasmapheresis to evaluate the effectiveness of this approach. Methods A retrospective chart review was performed on 22 hospital admissions for acute pancreatitis episodes considered to be caused by severe hypertriglyceridemia. Patients were managed supportively, with cessation of oral intake (NPO) and intravenous hydration. Insulin infusion was used in 12 patients to manage concurrent hyperglycaemia. Results Triglyceride levels for the group were evaluated using a mixed‐effects model. The average triglyceride level fell from 45.4 mmol L −1 on presentation to 13.3 mmol L −1 within 48 h, corresponding to a mean 69.8% decrease. Regression analysis showed a triglyceride half‐life of 30.6 h. Findings were similar for NPO‐only and insulin infusion subgroups. Conclusion Patients with severe hypertriglyceridemia and acute pancreatitis can be conservatively managed safely and effectively without plasmapheresis.

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)0.000
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.002

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.016
GPT teacher head0.295
Teacher spread0.279 · 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 designCase report
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

Citations66
Published2019
Admission routes2
Has abstractyes

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