MétaCan
Menu
Back to cohort

Evidence for vascular microbleeds in brains following repeated mild traumatic brain injury

2020· article· en· W3016332203 on OpenAlexaff
Patrick C. Nahirney, Juan Carlos Triviño, Brian R. Christie

Bibliographic record

VenueThe FASEB Journal · 2020
Typearticle
Languageen
FieldMedicine
TopicIntracerebral and Subarachnoid Hemorrhage Research
Canadian institutionsUniversity of Victoria
Fundersnot available
KeywordsTraumatic brain injuryMedicineMicrogliaPerivascular spaceParenchymaPathologyConcussionNeuroscienceCardiologyInternal medicinePsychologyInflammationPoison controlInjury preventionPsychiatry

Abstract

fetched live from OpenAlex

Mild traumatic brain injury (mTBI) is produced by the rapid movement of the brain within the skull. It is believed that each mTBI leaves the brain in a vulnerable state to subsequent injuries (repeated‐mTBI; r‐mTBI), and can precipitate more serious neurological conditions. However, a mechanism responsible for this vulnerable state is currently lacking, and the mTBI process itself remains poorly understood. The current experiments used an Awake Closed Head Injury (ACHI) model we have recently developed to study r‐mTBI. For each ACHI procedure (n = 8 per animal) a neurological assessment was performed to assess basic levels of consciousness, balance, and sensory perception. Our data demonstrate that administering the ACHI protocol 8 times produces robust, but non‐cumulative neurological deficits. One day following mTBI, rats were perfusion fixed, vibratome sliced (50 μm), and processed for immunohistochemistry. Confocal and light microscopic imaging revealed that r‐mTBI is accompanied by diffuse microbleeds in cortical and subcortical regions that ranged in size from 20 to 100 μm. These microbleeds were characterized by the presence of red blood cells and the blood protein, fibrinogen, in the surrounding perivascular space. The parenchyma around these microbleeds was positive for reactive and phagocytic microglia. In addition, the brains of animals following r‐mTBI were unique in that they also contained ‘rod’ type microglia, similar to those normally observed in Alzeheimer‐like dementias. These observations indicate that repeated concussions produce ruptures in small blood vessels in the brain and these likely contribute to both immediate and long‐term cognitive deficits. Support or Funding Information CIHR, NSERC

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)0.000
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 score0.002
Threshold uncertainty score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
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 head0.132
GPT teacher head0.364
Teacher spread0.232 · 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
Published2020
Admission routes1
Has abstractyes

Explore more

Same venueThe FASEB JournalSame topicIntracerebral and Subarachnoid Hemorrhage ResearchFrench-language works237,207