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Record W2138443129 · doi:10.1136/gutjnl-2012-302421

Statins and <i>Clostridum difficile</i> : a clinically relevant interaction?

2012· review· en· W2138443129 on OpenAlexaff
Sandra Dial

Bibliographic record

VenueGut · 2012
Typereview
Languageen
FieldMedicine
TopicClostridium difficile and Clostridium perfringens research
Canadian institutionsMcGill University
Fundersnot available
KeywordsMedicineObservational studyStatinAntithromboticDiseasePneumoniaIntensive care medicineAntimicrobialPharmacologyBioinformaticsInternal medicineBiology

Abstract

fetched live from OpenAlex

Statins are a class of lipid-lowering drugs which decrease cholesterol synthesis and have beneficial effects on cardiovascular disease. Observational studies have ascribed many other beneficial effects of statins, including reduced risk of infections, cancer and Alzheimer's.1 The authors argue that these myriad beneficial observations are plausible as ‘pleiotropic’ or multiple effects of statins including anti-inflammatory, antioxidant, immunomodulatory, antiapoptotic, antiproliferative, antithrombotic, antimicrobial and endothelium-protecting properties2 have been demonstrated in the laboratory. However, are these beneficial effects too good to be true? It has been suggested that many of the apparent observed beneficial effects of statins can be explained by a ‘healthy user effect’. Statin users, especially compliant users, have been shown to be more likely to be insured, live at home, to have stopped smoking and to be more likely to engage in other positive health behaviours such as undergoing cancer screening and being vaccinated.3 4 Studies using administrative databases often are unable to adjust for these variables, and three studies on patients with pneumonia4–6 which adjusted for some of these variables found no decreased risk of pneumonia associated with current use of statins, and even reported a tendency towards increased risk. Motzkus-Feagans and colleagues7 …

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.983
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0030.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0010.001

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 head0.120
GPT teacher head0.421
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 teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreReview

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
Published2012
Admission routes1
Has abstractyes

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