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068. Cyclophosphamide in the Treatment of Severe Interstitial Lung Disease in Patients with Rheumatoid Arthritis

2015· article· en· W2283579529 on OpenAlexaff
Uma Karjigi, Judith R. Gordon, Evelyn Palmer, David Middleton, Mohammed Nisar, Adam Young, Julie Dawson, Subha Arthanari, Felix Woodhead, Alex Forbes-Price, Nav Sathi, Yasmeen Ahmed, Gouri Koduri, Clive Kelly

Bibliographic record

VenueLara D. Veeken · 2015
Typearticle
Languageen
FieldMedicine
TopicInterstitial Lung Diseases and Idiopathic Pulmonary Fibrosis
Canadian institutionsAberdeen Regional Hospital
Fundersnot available
KeywordsMedicineRheumatoid arthritisCyclophosphamideInterstitial lung diseaseDiseaseLungInternal medicineDermatologyChemotherapy

Abstract

fetched live from OpenAlex

Background: There is little evidence base to guide clinicians in the management of patients with RA-related interstitial lung disease (ILD). In the subgroup of patients who have rapidly deteriorating respiratory function, pulsed CYC has been advocated but no assessment of its efficacy has been published. The British Rheumatoid Interstitial Lung (BRILL) network has collected data on the treatment and outcomes of 260 patients with RA-ILD, which allow assessment of this therapeutic strategy. Methods: We identified 260 patients across 16 UK centres who met the 2010 EULAR criteria for RA and had confirmation of ILD on high-resolution CT (HRCT) of the lungs. We analysed demography, all drug therapy, duration of disease, subtype and extent of ILD on HRCT, smoking history, serology and baseline pulmonary function. For each patient who had received pulsed i.v. CYC, we identified two case controls with RA-ILD who had never received this drug and who were matched for age, gender, disease subtype and extent. We compared duration of both RA and of ILD between the two groups, as well as vital capacity (VC) and gas transfer [carbon monoxide transfer factor (TLco)]. Mortality and mean survival times in each group were compared.

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)0.000
metaresearch head score (Gemma)0.001
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 score0.006
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0060.001

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 head0.008
GPT teacher head0.231
Teacher spread0.223 · 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".

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Citations1
Published2015
Admission routes1
Has abstractno

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