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Record W2600458201 · doi:10.1002/acr.23243

Cognitive Impairment in Rheumatoid Arthritis: A Systematic Review

2017· review· en· W2600458201 on OpenAlexaboutno aff
Tanya Meade, Nicholas Manolios, Steve Cumming, Philip G. Conaghan, Patricia Katz

Bibliographic record

VenueArthritis Care & Research · 2017
Typereview
Languageen
FieldMedicine
TopicRheumatoid Arthritis Research and Therapies
Canadian institutionsnot available
FundersDepartment of Health and Social CareNational Institute for Health and Care Research
KeywordsRheumatoid arthritisCognitive impairmentMedicineCognitionInternal medicinePsychiatry

Abstract

fetched live from OpenAlex

OBJECTIVE: Rheumatoid arthritis (RA) is not commonly associated with central nervous system and brain changes. However, a number of studies have reported high rates of cognitive impairment in adults with RA. The objective of this systematic review was to identify and explore the rates and types of cognitive impairment in RA. METHODS: Multiple databases were searched for articles published between 1994 and 2016, to identify studies that have included: adults with RA; standardized neuropsychological tests; and sufficient information to ascertain the relationship between cognitive impairment and demographic, clinical, and psychological factors. Of 1,980 titles, 75 were retained at the abstract level, 36 at the full-text level, and 15 studies in the final review. These were evaluated using a modified Newcastle-Ottawa Scale, and the findings were synthesized using a narrative approach. RESULTS: Ten of 15 studies compared RA to other clinical groups and/or a control group. Based on summed effect size analyses, individuals with RA significantly underperformed on cognitive function tests compared to the control groups, particularly on verbal function, memory, and attention. Less clear differences were found between RA and other clinical groups. Some demographic (age and education), clinical (disease activity), and psychological (depression) factors were associated with cognitive impairment, but inconsistently so across studies. A number of limitations were identified: small and predominantly female samples, limited cognitive domain inclusion, lack of study details, and management of confounding variables. CONCLUSION: There is evidence of cognitive impairment in adults with RA. Further studies are needed to confirm prevalence rates and examine potential mechanisms.

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)0.006
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.511
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.005
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0090.002
Bibliometrics0.0020.001
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0010.004
Insufficient payload (model declined to judge)0.0010.003

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 head0.106
GPT teacher head0.447
Teacher spread0.340 · 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 designSystematic review
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

Citations155
Published2017
Admission routes1
Has abstractyes

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