MétaCan
Menu
← Back to cohort
Record W6922229818 · doi:10.11575/prism/48568

Development of Knee and Shoulder Metabolic Osteoarthritis and Spontaneous Bone Lesions in Male and Female Sprague-Dawley Rats

2025· other· en· W6922229818 on OpenAlexfundno aff

Bibliographic record

VenueOpen MIND · 2025
Typeother
Languageen
FieldSocial Sciences
TopicEducation Methods and Technologies
Canadian institutionsnot available
FundersCanadian Institutes of Health ResearchKillam TrustsArthritis Society
KeywordsOsteoarthritisInfrapatellar fat padCartilageDegeneration (medical)InflammationEtiologyArticular cartilageObesity

Abstract

fetched live from OpenAlex

Obesity has been linked to Osteoarthritis (OA) through excessive joint loading and the associated mechanical stress on weight-bearing joints. However, the increased prevalence of OA in non-weight-bearing joints of people with obesity suggests a more complex etiology for obesity-induced OA than simply added joint loading. This thesis was aimed to examine the development of OA in the knee and shoulder joints of male and female Sprague-Dawley rats and the potential use of prebiotic fibre supplementation in protecting against or slowing the progression of OA. This study is divided into three parts: Part 1: We developed a novel scoring system to characterize OA-related degeneration, distinguishing it from spontaneous bone lesions observed in knees of male Sprague-Dawley rats. We found that spontaneous bone lesions could obscure the effects of diet-induced obesity models when OA was assessed using the classical scoring system. The new scoring method provides a reliable and reproducible approach to differentiate classical joint degeneration from spontaneous bone lesions. Part 2: We evaluated the effects of the high-fat/high-sucrose (HFS) diet on mesenteric fat, the infrapatellar fat pad (IFP) of the knee, systemic inflammation, local inflammation in the knee, and OA development of the knee in female Sprague-Dawley rats. Our findings indicated that mesenteric fat and the IFP were protected from inflammation associated with the HFS diet in female rats, highlighting sex-based differences in dietary responses. However, cartilage degeneration and subchondral bone lesions were more pronounced in the HFS group compared to chow group control rats, suggesting that the mechanisms underlying OA development and progression in female rats may differ from those observed in male rats. Phase 3: We quantified the effects of a HFS diet and prebiotic fibre supplementation on shoulder joint health in male and female Sprague-Dawley rats using the developed scoring system. Unlike knee joints, shoulder joints in both male and female rats appeared protected against joint degeneration when exposed to a HFS obesity-inducing diet. Furthermore, fibre supplementation was more effective in males than in females, suggesting that fibre may have sex-specific effects on the gut microbiota.

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)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.011

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.001
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0030.001

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 head0.059
GPT teacher head0.378
Teacher spread0.319 · 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 designBench or experimental
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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueOpen MIND→Same topicEducation Methods and Technologies→French-language works237,207→