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Record W2129836373 · doi:10.1186/alzrt135

Apolipoprotein E, amyloid-ß clearance and therapeutic opportunities in Alzheimer's disease

2012· review· en· W2129836373 on OpenAlexfundno aff
Adam Kline

Bibliographic record

VenueAlzheimer s Research & Therapy · 2012
Typereview
Languageen
FieldMedicine
TopicAlzheimer's disease research and treatments
Canadian institutionsnot available
FundersEisai CanadaEisai
KeywordsApolipoprotein EDiseaseMedicineAlzheimer's diseaseNeuroscienceAmyloid (mycology)NeurodegenerationDementiaBioinformaticsPsychologyBiologyPathology

Abstract

fetched live from OpenAlex

Alzheimer's disease (AD) is a progressive neurodegenerative disease characterised by extracellular amyloid-ß (Aß) and intraneuronal tau protein brain pathologies. The most significant risk factor for non-familial AD is the presence of the E4 isoform of the cholesterol transporter apolipoprotein E (apoE). Despite extensive basic research, the exact role of apoE in disease aetiology remains unclear. Correspondingly, therapeutic targeting of apoE in AD is at an early preclinical stage. In this review, I discuss the key interactions of apoE and Aß pathology, the current progress of preclinical animal models and the caveats of existing therapeutic approaches targeting apoE. Finally, novel Alzheimer's genetics and Aß-independent disease mechanisms are highlighted.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.981
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0030.001
Bibliometrics0.0020.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0010.001

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 head0.394
GPT teacher head0.460
Teacher spread0.065 · 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 designNot applicable
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

Citations48
Published2012
Admission routes1
Has abstractyes

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