MétaCan
Menu
Back to cohort
Record W1985053734 · doi:10.1038/ajg.2013.220

Duration of Anticoagulation for the Management of Venous Thromboembolism in Inflammatory Bowel Disease: A Decision Analysis

2013· article· en· W1985053734 on OpenAlexafffund
Geoffrey C. Nguyen, Çharles N. Bernstein

Bibliographic record

VenueThe American Journal of Gastroenterology · 2013
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicInflammatory Bowel Disease
Canadian institutionsUniversity of TorontoUniversity of ManitobaInstitute for Clinical Evaluative SciencesMount Sinai Hospital
FundersCanadian Institutes of Health Research
KeywordsMedicineInflammatory bowel diseaseQuality-adjusted life yearCost-effectiveness analysisWarfarinDecision analysisIntensive care medicinePediatricsCost effectivenessInternal medicineDiseaseSurgeryAtrial fibrillation

Abstract

fetched live from OpenAlex

OBJECTIVES: There is practice variation in the duration of anticoagulation for venous thromboembolism (VTE) in inflammatory bowel disease (IBD) patients. Clinicians must weigh the high risk of recurrent VTE with the risk of gastrointestinal bleeding. METHODS: We implemented Markov decision analysis to compare the costs and effectiveness of extended anticoagulation vs. time-limited anticoagulation (6 months) among IBD patients with first unprovoked VTE over a 5-year time horizon. In a secondary analysis, we added two strategies in which therapeutic-dose or prophylactic-dose anticoagulation was administered during IBD flares. RESULTS: Compared with time-limited anticoagulation, extended anticoagulation yielded slightly higher quality-adjusted life years (QALYs) (4.40 vs. 4.38) and costs ($21,158 vs. $20,825), and an incremental cost-effectiveness ratio (ICER) of $15,254/QALY over 5 years. In secondary analysis, pharmacological prophylaxis during IBD flares was associated with the highest QALYs (4.41) and costs ($28,177), but was not cost-effective when compared with extended anticoagulation (ICER=$1,158,717/QALY). Anticoagulation during flares yielded the lowest cost ($19,681) and same QALYs as extended anticoagulation. In probabilistic sensitivity analysis, extended anticoagulation yielded higher QALYs than time-limited anticoagulation in 91% of trials and was dominant or cost-effective (<$50,000/QALY) in 72% of trials. When analyzed over a lifetime, extended anticoagulation dominated time-limited anticoagulation with higher effectiveness (18.44 vs. 17.95 QALYs) and lower costs ($94,738 vs. $102,874) and was highly robust in sensitivity analyses. CONCLUSIONS: Our analyses suggest that extended anticoagulation may provide marginal benefit over time-limited anticoagulation and should be considered in the management of first unprovoked VTE in IBD. Anticoagulation and prophylaxis during IBD flares are alternative viable strategies.

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)0.018
metaresearch head score (Gemma)0.037
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: Simulation or modeling
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.018
Threshold uncertainty score0.097

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0180.037
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0040.008
Bibliometrics0.0020.001
Science and technology studies0.0000.001
Scholarly communication0.0020.002
Open science0.0010.002
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0070.000

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 head0.005
GPT teacher head0.242
Teacher spread0.237 · 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 designSimulation or modeling
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

Citations29
Published2013
Admission routes2
Has abstractyes

Explore more

Same venueThe American Journal of GastroenterologySame topicInflammatory Bowel DiseaseFrench-language works237,207