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C‐Reactive Protein and the Metabolic Syndrome: Useful Addition to the Cardiovascular Risk Profile?

2006· review· en· W2113474990 on OpenAlexaff
Paul E. Szmitko, Subodh Verma

Bibliographic record

VenueJournal of the CardioMetabolic Syndrome · 2006
Typereview
Languageen
FieldMedicine
TopicAdipokines, Inflammation, and Metabolic Diseases
Canadian institutionsUniversity of TorontoToronto General HospitalSt. Michael's Hospital
Fundersnot available
KeywordsMedicineC-reactive proteinMetabolic syndromeDiabetes mellitusFramingham Risk ScoreDiseaseInternal medicineStatinAdiponectinAtherosclerotic cardiovascular diseaseCholesterolNational Cholesterol Education ProgramInflammationBioinformaticsEndocrinologyInsulin resistance

Abstract

fetched live from OpenAlex

The inflammatory marker C-reactive protein has emerged as a powerful independent predictor of cardiovascular disease risk. C-reactive protein may also be a mediator of inflammatory processes such as atherosclerosis development and progression, and it appears to be useful in identifying patients with, or at risk for developing, diabetes mellitus and the metabolic syndrome. In the clinical practice setting, measurement of C-reactive protein levels can add information to help guide management decisions in persons who are at intermediate risk based on Framingham risk scores, who have preexisting cardiovascular disease, or who exhibit components of the metabolic syndrome. A large ongoing trial is investigating whether statin therapy will decrease the risk of cardiovascular disease in patients with elevated levels of C-reactive protein and low-to-normal levels of low-density lipoprotein cholesterol.

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)0.005
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.937
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0070.007
Bibliometrics0.0010.003
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.017
GPT teacher head0.262
Teacher spread0.245 · 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 designOther design
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

Citations12
Published2006
Admission routes1
Has abstractyes

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