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Record W2286300092 · doi:10.1097/mcg.0000000000000494

Cost Averted With Timely Fecal Microbiota Transplantation in the Management of Recurrent Clostridium difficile Infection in Alberta, Canada

2016· article· en· W2286300092 on OpenAlexaffabout
Arianna Waye, Kerry Atkins, Dina Kao

Bibliographic record

VenueJournal of Clinical Gastroenterology · 2016
Typearticle
Languageen
FieldMedicine
TopicClostridium difficile and Clostridium perfringens research
Canadian institutionsUniversity of AlbertaInstitute of Health Economics
Fundersnot available
KeywordsMedicineClostridium difficileEmergency departmentFecal bacteriotherapyEmergency medicineSurgeryInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: Fecal microbiota transplantation (FMT) is highly effective in treating recurrent Clostridium difficile infection (RCDI). However, the ideal timing for offering FMT remains to be determined. Furthermore, the direct medical costs averted with timely FMT have not been examined. METHODS: A retrospective review of the Edmonton FMT program database included patients who received FMT for RCDI (October 2012 to September 2014). They were divided into 2 groups: those who received FMT after 2 recurrences (the timely FMT group) and those who received FMT after at least 3 recurrences (the delayed FMT group). The primary outcome was the difference in direct medical costs related to hospital admissions and emergency room visits due to CDI between the 2 groups. The secondary outcomes were RCDI cure rate and duration of RCDI in each group. RESULTS: A total of 75 patients were included: 30 received timely FMT, whereas 45 received delayed FMT. The mean difference in hospital length of stay and emergency room visits related to CDI were 13.8 days shorter and 1.3 visits fewer with timely FMT, associated with a mean cost saving of $29,842 per patient. Sensitivity analysis was performed to examine the effect of outliers and comorbities on the differential costs, and it was found that the differences in average cost per patient were more pronounced in those with Charlson comorbidity index ≥3 compared with those with scores of 0 to 2. The cure rate was 94% (timely FMT group) and 93% (delayed FMT group). The mean duration of RCDI was 109 days (timely FMT group) and 281 days (delayed FMT group). CONCLUSIONS: Timely FMT can provide significant cost savings to health-care systems, especially for patients with multiple comorbidities.

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)0.003
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 score0.041
Threshold uncertainty score0.268

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.040
GPT teacher head0.341
Teacher spread0.301 · 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".

Quick stats

Citations18
Published2016
Admission routes2
Has abstractyes

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