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Record W2126094924 · doi:10.1191/096120301680416922

Atherosclerosis and autoimmunity

2001· review· en· W2126094924 on OpenAlexaff
P. Gordon, Jacob George, Munther A. Khamashta, Dror Harats, Graham R.V. Hughes, Yehuda Shoenfeld

Bibliographic record

VenueLupus · 2001
Typereview
Languageen
FieldImmunology and Microbiology
TopicAtherosclerosis and Cardiovascular Diseases
Canadian institutionsWomen's Health Research Institute
FundersBritish Heart Foundation
KeywordsAutoimmunityMedicineImmunologyInflammationPathogenesisContext (archaeology)Antiphospholipid syndromeDiseaseImmune systemPopulationAntibodyPathologyBiology

Abstract

fetched live from OpenAlex

Novel risk factors for the progression of atherosclerosis such as C-reactive protein (CRP) and adhesion molecules have stimulated much recent interest in the role of inflammation in atherosclerotic disease. There is also evidence emerging that autoimmunity may have a role in the pathogenesis of atherosclerosis. In this article we explore the evidence for the role of autoimmunity in human atherosclerosis, both in the general population and in the context of the antiphospholipid syndrome. In particular we will focus on several autoantigens, review the evidence for their role in the process of atherosclerosis and the nature of the immune responses.

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)0.000
metaresearch head score (Gemma)0.000
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 score0.994
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.000
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 head0.047
GPT teacher head0.283
Teacher spread0.236 · 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

Citations57
Published2001
Admission routes1
Has abstractyes

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