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Record W4404120817 · doi:10.24908/qap.v1i2.17339

Mushroom and Silymarin Supplementation to Reduce Alzheimer’s Disease Progression: A Research Protocol

2024· article· en· W4404120817 on OpenAlexaff

Bibliographic record

VenueQapsule Queen s Undergraduate Health Sciences Journal · 2024
Typearticle
Languageen
FieldMedicine
TopicSilymarin and Mushroom Poisoning
Canadian institutionsQueen's University
Fundersnot available
KeywordsProtocol (science)DiseaseMedicineMushroomTraditional medicineInternal medicineBiologyAlternative medicineFood sciencePathology

Abstract

fetched live from OpenAlex

As life expectancy continues to rise, the incidence of diseases like Alzheimer’s disease (AD) increases. Curative fronts remain far from satisfactory. Interestingly, the gut microbiome may modulate brain functions. Shiitake mushroom β-(1,3)/(1,6)-glucans are dietary fibres that attenuate pro-inflammatory signalling, and silymarin is a neuroprotective agent, but their effect on AD progression remains elusive. This research protocol aims to examine the effects of shiitake mushroom β-glucan and silymarin supplementation in early-stage AD to reduce progression. A literature search was conducted to formulate this protocol. The potential of this nutraceutical supplementation against AD progression will be tested within mice models. Experimental groups will be fed with mushroom β-glucans and/or silymarin supplementation. Cognitive testing will involve novel object exploration time and Y-maze tests. Furthermore, brain and intestine tissues will be analyzed ex vivo to understand the nutraceutical supplement’s effects on the gut-brain axis in AD. It is anticipated that results demonstrate a synergistic effect of mushroom β-glucans and silymarin to reduce AD progression. This proposed nutraceutical supplement shows promise in reducing AD progression for individuals with early-stage AD. It also provides the foundation for future research on accessible interventions for cognitive impairment.

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)0.005
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Protocol · Consensus signal: Protocol
Teacher disagreement score0.038
Threshold uncertainty score0.127

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.004
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0040.004
Bibliometrics0.0020.001
Science and technology studies0.0020.001
Scholarly communication0.0020.001
Open science0.0030.002
Research integrity0.0050.004
Insufficient payload (model declined to judge)0.0380.006

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 head0.147
GPT teacher head0.526
Teacher spread0.379 · 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 designNot applicable
Domainnot available
GenreProtocol

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
Published2024
Admission routes1
Has abstractyes

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