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Record W4298004526 · doi:10.14245/ns.2244760.380

Multimodal Repair of Spinal Cord Injury With Mesenchymal Stem Cells: An Editorial Perspective

2022· letter· en· W4298004526 on OpenAlexaff
Sydney Brockie, Michael G. Fehlings

Bibliographic record

VenueNeurospine · 2022
Typeletter
Languageen
FieldMedicine
TopicMesenchymal stem cell research
Canadian institutionsUniversity of TorontoUniversity Health Network
Fundersnot available
KeywordsMesenchymal stem cellSpinal cord injuryPerspective (graphical)Stem cellMedicineNeuroscienceSpinal cordBiologyPathologyComputer scienceCell biologyArtificial intelligence

Abstract

fetched live from OpenAlex

The science of regenerative medicine has undergone significant advances in the past 2 decades with the development of stem cells as a potential therapeutic option. Mesenchymal stromal cells (MSCs) represent a conceptually relatively safe therapeutic option owing to their low tumorigenicity and potential to differentiate into various cell types including osteogenic, adipogenic, chondronic, and myogenic lines. MSCs are highly viable, nonimmunogenic, and are known to provide structural support in spinal cord injuries when continually transfused. As trophic supporters, MSCs are amongst the highest secreting cell types, allowing them to exert large effects by secreting numerous cytokines and growth factors. In fact, when injected intravenously into rats, MSCs have been shown to home to the spleen, where they exert immunomodulatory effects by increasing circulating levels of interleukin-10, thereby reducing lesion volume and tissue loss, ultimately improving functional recovery. In the present paper, the authors reference a previous study uncovering a novel role for MSCs in establishing neuroprotective sheaths that deposit extracellular matrix components and prevent oxidative damage to nerve fibres. These MSC-derived sheaths, investigated by Ma and colleagues, 4 were found to enwrap neurites stretching across the lesion site, despite lacking expression of myelin basic protein and Schwann cell markers. These findings demonstrate the potential for MSCs to act as reparative supporting cells that may be used to complement endogenous glial scarring and lesion compaction mechanisms in order to encourage axonal regeneration.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Editorial · Consensus signal: none
Teacher disagreement score0.487
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.006
Insufficient payload (model declined to judge)0.0020.000

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 head0.033
GPT teacher head0.333
Teacher spread0.300 · 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
GenreEditorial

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
Published2022
Admission routes1
Has abstractyes

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