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Record W4405911754 · doi:10.1089/neu.2024.0308

Understanding the Measurement of Pressure Within the Spinal Cord to Optimize Spinal Cord Perfusion Pressure Using a Porcine Model of Spinal Cord Injury

2024· article· en· W4405911754 on OpenAlexaff
Femke Streijger, Aysha Allard Brown, Lukas Grassner, Kyoung‐Tae Kim, Michael A. Rizzuto, Kitty So, Neda Manouchehri, Megan Webster, Shera Fisk, Mypinder S. Sekhon, Donald Griesdale, Brian K. Kwon

Bibliographic record

VenueJournal of Neurotrauma · 2024
Typearticle
Languageen
FieldMedicine
TopicTraumatic Brain Injury and Neurovascular Disturbances
Canadian institutionsVancouver General HospitalInternational Collaboration On Repair DiscoveriesVancouver Spine Surgery InstituteUniversity of British Columbia
Fundersnot available
KeywordsSpinal cordSpinal cord injuryMedicinePerfusionAnesthesiaCordSurgeryCardiology

Abstract

fetched live from OpenAlex

Recent studies have reported that monitoring spinal cord perfusion pressure (SCPP) using a pressure probe to measure "intraspinal pressure" (ISP) within the subdural space at the injury site may improve the hemodynamic management of acute spinal cord injury (SCI) patients. This study aimed to investigate, within a pig model of SCI, the relationship between the ISP measured within the subdural space and the "spinal cord pressure" (SCP) measured within the spinal cord itself. Specifically, we sought to characterize the changes to ISP and SCP over time, both rostral and caudal to the injury epicenter, and in relation to native spinal cord morphometry. Female Yucatan mini-pigs were subjected to a T10 contusion-compression injury. Pressure probes were inserted inside the spinal cord parenchyma for SCP and within the subdural space for ISP, 5-mm rostral, and caudal from the injury site. SCP and ISP were then measured over an 8-hour period post-SCI. Ultrasound images were taken before and after SCI to monitor changes in spinal cord morphometry in the early hours post-injury. Spinal cord swelling was observed in all cases; however, only half of the animals exhibited increased SCP and ISP rostrally. In these, a gradient across the injury site was observed in the ISP measured rostrally and caudally when swelling of the spinal cord filled the subdural space, and the cord was seen to be abutting against the dura. The remaining animals showed a negligible increase in ISP and SCP (<+1 mmHg). The variation in pressure response was influenced heavily by the size of the subdural space surrounding the cord. In cases where we could establish an "optimal SCPP" based on the autoregulatory function of the spinal cord, a discernible variance of approximately 10 mmHg was detected between the values derived from ISP versus SCP. These results suggest that changes in ISP and SCP after SCI are influenced by native spinal cord morphometry and that the location of measurement is important to consider, particularly in situations where the swelling of the injured cord results in an occlusion of the cerebrospinal fluid (CSF) flow through the subdural space.

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)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0010.000

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 head0.263
GPT teacher head0.371
Teacher spread0.108 · 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 designBench or experimental
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

Citations2
Published2024
Admission routes1
Has abstractyes

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