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Record W7133034974

Ankylosing spondylitis: the role of infection in etiology and the role of TNF-alpha blockade in therapy

2003· dissertation· W7133034974 on OpenAlexfundno aff
Millicent Stone

Bibliographic record

VenueTSpace · 2003
Typedissertation
Language
FieldMedicine
TopicSpondyloarthritis Studies and Treatments
Canadian institutionsnot available
FundersArthritis Society
KeywordsAnkylosing spondylitisPathogenesisBlockadeInfliximabEtiologyImmune systemDiseaseTumor necrosis factor alpha
DOInot available

Abstract

fetched live from OpenAlex

Cytokines such as TNF-α play an important beneficial role in host defense against pathogens, yet play an important pathogenic role in chronic inflammatory joint diseases such as ankylosing spondylitis (AS). This biologic paradox has raised concerns about the safety of therapeutic blockade of TNF-α in this disease. We approached the question of occult infection in the pathogenesis of AS using a case-control study where immune responses of affected and unaffected family members in familial AS were compared. Following this a prospective study of 22 AS patients treated with infliximab was used to evaluate safety and efficacy. No difference in immune responses between affected and unaffected family members was detected thus, providing no evidence supporting K. pneumoniae in the aetiopathogenesis of AS. Infliximab was associated with a significant reduction in AS disease activity. Furthermore, baseline C-reactive protein (CRP) and TNF-α levels were identified as important markers of response to treatment with infliximab.

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)0.001
metaresearch head score (Gemma)0.002
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: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.002
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0000.001
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 head0.009
GPT teacher head0.302
Teacher spread0.293 · 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
Published2003
Admission routes1
Has abstractyes

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