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Association between Statin Use and Poor Outcomes in COVID-19 Patientswith Diabetes Mellitus: A Systematic Review

2022· review· en· W4211052120 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueCurrent Diabetes Reviews · 2022
Typereview
Languageen
FieldMedicine
TopicCOVID-19 Clinical Research Studies
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineStatinDiabetes mellitusCoronavirus disease 2019 (COVID-19)Internal medicinePopulationRetrospective cohort studyMEDLINEScopusIntensive care medicineDiseaseEnvironmental healthEndocrinology

Abstract

fetched live from OpenAlex

BACKGROUND AND AIMS: Diabetes mellitus, cardiovascular diseases, obesity, and dyslipidaemia are considered risk factors for more severe forms of COVID-19 infection. Statins have been widely used in such patients to prevent the occurrence of cardiovascular events and the associated mortality. However, statin use has been suggested to promote a more severe form of infection. This review aims to investigate the association between statin use and poor outcomes in COVID-19 patients with diabetes. METHODS: Literature search was performed in PubMed, CENTRAL, Scopus, and pre-print databases (MedRxiv and BioRxiv), and studies published up to March 6th, 2021 have been reviewed. Selected studies were then assessed for risk of bias with the Newcastle Ottawa Scale. RESULT: Four studies were included in the final analysis; all were retrospective studies. Two studies reported a decreased risk of mortality with statin use, while one study reported opposite findings. The other one did not find a significant association between statin use and poor COVID-19 outcomes. CONCLUSION: Available data suggest that statins may be safely administered to diabetic COVID-19 patients as the majority of evidence signifies statins to confer benefits and improve clinical outcomes in COVID-19 patients.

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.

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)0.012
metaresearch head score (Gemma)0.394
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Meta-epidemiology (broad)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.548
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0120.394
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0170.002
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0000.000

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 head0.225
GPT teacher head0.492
Teacher spread0.266 · 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