MétaCan
Menu
← Back to cohort

A Case Study on the Impact of Exercise and Essential Amino Acid Supplementation on Physical Fitness and Body Composition

2023· preprint· en· W4366986329 on OpenAlexaff
Theocharis Ispoglou, Panagiotis Ferentinos, Konstantinos Prokopidis, Cameron Blake, Luke Aldrich, Antonis Elia, Matthew Lees, Karen Hind

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldMedicine
TopicFibromyalgia and Chronic Fatigue Syndrome Research
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsSarcopeniaMedicineVitamin D and neurologyMuscle weaknessNutritional SupplementationInternal medicineLeucineSkeletal muscleQuality of life (healthcare)Physical therapyMuscle strengthEndocrinologyPhysical medicine and rehabilitationAmino acidBiologyBiochemistry

Abstract

fetched live from OpenAlex

IntroductionMultiple Sclerosis (MS) is a chronic autoimmune disorder causing nerve sheath demyelination and symptoms such as muscle weakness, mobility decline, and lack of coordination 1,2, generating unique health challenges and an economic burden 3-5. Patients experience reductions in bone and skeletal muscle mass6, muscle strength and function 7,8, and increased fracture risk 9, negatively impacting quality of life 10. Lower limb strength impairments8, poor balance 11 and spasticity12 also contribute to a lower quality of life10. Pharmacological treatments have been the primary option for patients with MS 13.Recent research has explored non-pharmacological treatments such as exercise, nutritional supplementation, and improved sleep quality14-21. Resistance exercise (RE) is particularly beneficial for MS rehabilitation, as it improves muscle strength and function, mobility, quality of life 22,23, and the immune system 24. High-dose vitamin D supplementation raises interleukin-10 (IL-10) levels in MS patients19, who tend to have lower levels of IL-10, which may contribute to the disease’s development 25. However, RE and vitamin D may not always improve physical fitness20,21. This could be due to unsatisfactory energy and protein intake, containing essential amino acids (EAA), which are necessary to stimulate muscle protein synthesis (MPS) and ultimately address sarcopenia 26, a condition prevalent in MS patients 27. EAA-based supplements enriched with L-leucine increase protein intake and optimise MPS in healthy older adults without compromising total energy intake during mealtimes28,29 and plasma EAA concentration is associated with muscle function in older women in the community 30. A higher protein intake, including specific amino acids, may positively impact bone health through mechanisms such as increasing insulin-like growth factor 1 (IGF-1) 31,32. Therefore, addressing dietary protein deficiencies alongside RE may optimise musculoskeletal health and function in female MS patients. This case study evaluated the effects of a 24-week home-based intervention, including EAAs and vitamin D3 supplementation, on muscle, bone, muscle strength, and function in a female patient with MS.

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)0.002
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: Empirical
Teacher disagreement score0.009
Threshold uncertainty score0.019

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0040.001
Scholarly communication0.0010.002
Open science0.0010.002
Research integrity0.0040.003
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 head0.054
GPT teacher head0.393
Teacher spread0.339 · 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
Published2023
Admission routes1
Has abstractyes

Explore more

Same topicFibromyalgia and Chronic Fatigue Syndrome Research→French-language works237,207→