MétaCan
Menu
Back to cohort
Record W2163918813 · doi:10.1086/430315

Increasing Risk of Relapse after Treatment of Clostridium difficile Colitis in Quebec, Canada

2005· article· en· W2163918813 on OpenAlexaffabout
Jean‐Louis Pépin, M.-E. Alary, Louis Valiquette, Évelyne Raïche, Joannie Ruel, Krisztina Fülöp, Cynthia V. Bourassa

Bibliographic record

VenueClinical Infectious Diseases · 2005
Typearticle
Languageen
FieldMedicine
TopicClostridium difficile and Clostridium perfringens research
Canadian institutionsUniversité de Sherbrooke
Fundersnot available
KeywordsMetronidazoleMedicineClostridium difficileInternal medicineProportional hazards modelVancomycinDiarrheaColitisSurgeryMultivariate analysisEnterocolitisAntibioticsGastroenterologyStaphylococcus aureus

Abstract

fetched live from OpenAlex

BACKGROUND: Clinicians who treat patients with Clostridium difficile-associated diarrhea (CDAD) in Quebec, Canada, have noted an apparent increase in the proportion of patients who experience relapse. METHODS: To determine whether there was an increase in the frequency of treatment failure and of recurrence of CDAD after treatment, we reviewed data on cases that had been diagnosed in a hospital in the province of Quebec during the period 1991-2004. The frequency of recurrences within 60 days after the initial diagnosis was measured using Kaplan-Meier analysis, and Cox regression was used for multivariate analysis. RESULTS: Among patients who had initially been treated with metronidazole, the proportion whose regimens were switched to vancomycin or for whom vancomycin was added because of a disappointing response did not vary between 1991 and 2002 (66 [9.6%] of 688 patients overall) but more than doubled in 2003-2004 (112 [25.7%] of 435; P < .001). Among 845 patients treated with metronidazole only, the 60-day probability of recurrence increased dramatically in 2003-2004 (47.2%), compared with 1991-2002 (20.8%; P < .001). During 1991-2002, the probabilities of recurrence were 20.0%, 13.8%, and 28.9% among individuals aged 0-17, 18-64, and > or = 65 years, respectively; during 2003-2004, the probabilities were 25.0%, 27.1%, and 58.4%, respectively. CONCLUSION: In 2003-2004, there was an increase in the proportion of patients with CDAD believed, by their attending physicians, to have experienced metronidazole treatment failure, as well as an increase in the frequency of post-metronidazole therapy recurrences, especially among elderly persons.

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)0.004
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 score0.056
Threshold uncertainty score0.113

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.002
Science and technology studies0.0020.001
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.020
GPT teacher head0.321
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

Citations573
Published2005
Admission routes2
Has abstractyes

Explore more

Same venueClinical Infectious DiseasesSame topicClostridium difficile and Clostridium perfringens researchFrench-language works237,207