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Record W3151880215 · doi:10.11575/prism/36475

The Cost-Effectiveness of a Prevention Strategy for Clostridioides difficile Infections in Alberta Health Services

2019· dissertation· en· W3151880215 on OpenAlexaboutno aff
Jenine Leal

Bibliographic record

VenueOpen MIND · 2019
Typedissertation
Languageen
FieldMedicine
TopicClostridium difficile and Clostridium perfringens research
Canadian institutionsnot available
Fundersnot available
KeywordsClostridioidesMedicineEnvironmental healthInternal medicine

Abstract

fetched live from OpenAlex

The clinical and economic burden of hospital-acquired Clostridioides difficile infection (HA-CDI) is significant, however there is uncertainty in the cost-effectiveness of implementing probiotics for the primary prevention of HA-CDI among hospitalized patients prescribed antibiotics. In this thesis we examined the predictors of mortality and length of stay among this patient population in Alberta. We determined the attributable cost of HA-CDI and applied these estimates in a cost-effectiveness analysis of probiotics for the primary prevention of HA-CDI in Alberta from the perspective of a publicly-funded healthcare system. We conducted three studies: a population-based, retrospective cohort study using clinical surveillance, administrative and laboratory databases to determine the predictors of 30-day all-cause and attributable mortality and length of stay; a propensity score-matched study to compare patients with HA-CDI to patients without CDI to determine the attributable cost of HA-CDI in Alberta; and a cost-effectiveness analysis using decision analytic modelling to evaluate the costs and consequences related to probiotic use for the primary prevention of CDI. We found that the incidence and mortality rates of HA-CDI are declining, though the latter was not statistically significant. Advancing age was associated with all outcomes after adjusting for a number of baseline factors. Increased baseline white blood cell counts were associated with a lower risk of mortality. Hospital-acquired CDI total adjusted costs were 27% higher and length of stay was 13% higher than non-cases of CDI. Oral probiotics as a preventive strategy for CDI resulted in a lower risk of CDI and cost-savings. Previous studies on the burden of HA-CDI have been limited in their size and scope. Our first study was the largest population-based cohort study evaluating predictors of mortality; while our second study was the first to use propensity score-matching and a micro-costing approach for the estimation of costs associated with HA-CDI. We were the first to conduct an economic evaluation of probiotics for the primary prevention of CDI. This work will be presented to Alberta Health Services to support the evaluation of probiotics as a preventive strategy against CDI and whether to scale up probiotics to all provincial hospitals.

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)0.002
metaresearch head score (Gemma)0.007
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 score0.307
Threshold uncertainty score0.618

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.007
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0020.000
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.065
GPT teacher head0.423
Teacher spread0.359 · 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

Citations0
Published2019
Admission routes1
Has abstractyes

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