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Record W4391438259 · doi:10.1177/23971983231224522

Role of cognitive impairment and malnutrition as determinants of quality of life in patients with systemic sclerosis

2024· article· en· W4391438259 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJournal of Scleroderma and Related Disorders · 2024
Typearticle
Languageen
FieldMedicine
TopicSystemic Sclerosis and Related Diseases
Canadian institutionsnot available
Fundersnot available
KeywordsMalnutritionCognitive impairmentQuality of life (healthcare)Multiple sclerosisCognitionMedicinePsychologyDevelopmental psychologyGerontologyEnvironmental healthPsychiatryInternal medicinePsychotherapist

Abstract

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Background: Increasing evidence supports the presence of cognitive impairment in patients with systemic sclerosis. Malnutrition is a well-known severe complication of systemic sclerosis and is a consequence of multiple factors, mainly oropharyngeal and gastrointestinal involvement. Recent studies have shown a link between nutrition and cognitive decline in several chronic diseases. Thus, we decided to evaluate a possible association between malnutrition and cognitive impairment in patients with systemic sclerosis. Methods: In total, 100 consecutive systemic sclerosis patients were enrolled in a cross-sectional study to assess clinical and demographic features, nutritional status (body mass index, Global Leadership Initiative on Malnutrition criteria), gastrointestinal involvement (University of California Los Angeles Gastrointestinal Scale 2.0, Eat Assessment Tool 10), cognitive function (Montreal Cognitive Assessment), anxiety and depression (Patient Health Questionnaire 9, Beck Depression Inventory II), and quality of life (Short Form 36, Health Assessment Questionnaire-Disability Index, Scleroderma Health Assessment Questionnaire). Patients were stratified for the presence/absence of malnutrition and cognitive decline and compared for clinical characteristics and quality-of-life measures. Results: Half of the patients had cognitive impairment (Montreal Cognitive Assessment < 26). These patients were older, had more comorbidities, and a significantly worse quality of life. There were no statistically significant associations with body mass index, malnutrition, and gastrointestinal involvement. About one-third of patients had clinically relevant malnutrition. They were older, had higher skin score, lung and esophageal involvement. They also showed significantly worse scores for dysphagia, gastrointestinal symptoms, functional disability, and quality of life. Gastrointestinal symptoms and dysphagia, but not body mass index and Montreal Cognitive Assessment, were significantly associated with depression scores, which in turn were negatively associated to quality-of-life measures. With regression analysis, cognitive impairment was predicted only by age, whereas malnutrition was significantly associated with age, dysphagia, and modified Rodnan skin scores. Conclusion: In this study, we showed that cognitive impairment and malnutrition are not directly linked but are both independently associated with greater functional disability and worse quality of life of patients with systemic sclerosis. Early recognition of these comorbidities is therefore pivotal to better address the chronic needs of patients affected by this disease.

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.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.040
Threshold uncertainty score0.404

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.011
GPT teacher head0.247
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