MétaCan
Menu
Back to cohort
Record W4413273602 · doi:10.1101/cshperspect.a041474

Satellite Cells in Regeneration and Disease

2025· article· en· W4413273602 on OpenAlexaff
Marie E. Esper, John Saber, Michael A. Rudnicki

Bibliographic record

VenueCold Spring Harbor Perspectives in Biology · 2025
Typearticle
Languageen
FieldMedicine
TopicSpaceflight effects on biology
Canadian institutionsOttawa HospitalUniversity of Ottawa
Fundersnot available
KeywordsBiologyRegeneration (biology)SatelliteComputational biologyCell biologyEngineering

Abstract

fetched live from OpenAlex

Skeletal muscle owes its plasticity and ability to regenerate following severe injury to the resident somatic stem cells, termed satellite cells, of which a subset represent multipotent muscle stem cells (MuSCs). Adult MuSCs originate from mesoderm-derived somitic cells during embryonic development and are necessary for the maintenance and regeneration of skeletal muscle throughout life. In adult muscle, MuSCs reside under the basal lamina where extrinsic cues modulate their quiescence in resting conditions and activation in response to injury. The process of MuSC activation is highly regulated by the niche microenvironment, and perturbations that impact the MuSC-niche interaction can have deleterious effects on muscle regeneration. Here, we discuss the embryonic origin of skeletal muscle and MuSCs; the regulation of MuSC activation, self-renewal, and commitment; and myopathies that impact MuSC function.

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)0.000
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.597
Threshold uncertainty score0.495

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
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 head0.010
GPT teacher head0.296
Teacher spread0.286 · 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.

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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueCold Spring Harbor Perspectives in BiologySame topicSpaceflight effects on biologyFrench-language works237,207