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Record W3178971826 · doi:10.1038/s41393-021-00654-0

‘Time is Spine’: new evidence supports decompression within 24 h for acute spinal cord injury

2021· review· en· W3178971826 on OpenAlexaff
Hari Ramakonar, Michael G. Fehlings

Bibliographic record

VenueSpinal Cord · 2021
Typereview
Languageen
FieldMedicine
TopicSpinal Cord Injury Research
Canadian institutionsSt. Michael's HospitalToronto Western HospitalUniversity Health Network
Fundersnot available
KeywordsMedicineSPINE (molecular biology)Spinal cord injuryDecompressionSpinal cordSurgical decompressionCentral nervous system diseasePhysical medicine and rehabilitationSurgeryBioinformaticsPsychiatry

Abstract

fetched live from OpenAlex

Fehlings MG, Tetreault LA, Wilson JR, Aarabi B, Anderson P, Arnold PM, et al. A clinical practice guideline for the management of patients with acute spinal cord injury and central cord syndrome: recommendations on the timing (</=24 h versus >24 h) of decompressive surgery. Glob Spine J. 2017;7:195S–202S. Article Google Scholar Wilson JR, Forgione N, Fehlings MG. Emerging therapies for acute traumatic spinal cord injury. CMAJ. 2013;185:485–92. Article Google Scholar Ahuja CS, Wilson JR, Nori S, Kotter MRN, Druschel C, Curt A, et al. Traumatic spinal cord injury. Nat Rev Dis Prim. 2017;3:17018. Article Google Scholar Aarabi B, Simard JM, Sansur C, Schwartzbauer G, Chryssikos T. Response to Burke et al.: efficacy of ultra-early (<12 h), early (12–24 h), and late (>24–138.5 h) surgery with magnetic resonance imaging-confirmed decompression in American Spinal Injury Association impairment scale grades A, B, and C cervical spinal cord injury. J Neurotrauma. 2020;37:2343–4. https://doi.org/10.1089/neu.2020.7034 . Article PubMed Google Scholar Badhiwala JH, Wilson JR, Witiw CD, Harrop JS, Vaccaro AR, Aarabi B, et al. The influence of timing of surgical decompression for acute spinal cord injury: a pooled analysis of individual patient data. Lancet Neurol. 2021;20:117–26. Article CAS Google Scholar Wilson JR, Witiw CD, Badhiwala J, Kwon BK, Fehlings MG, Harrop JS. Early surgery for traumatic spinal cord injury: where are we now? Glob Spine J. 2020;10:84S–91S. Article Google Scholar Grossman RG, Toups EG, Frankowski RF, Burau KD, Howley S. North American Clinical Trials Network for the Treatment of Spinal Cord Injury: goals and progress. J Neurosurg Spine. 2012;17:6–10. Article Google Scholar Fehlings MG, Vaccaro A, Wilson JR, Singh A, D WC, Harrop JS, et al. Early versus delayed decompression for traumatic cervical spinal cord injury: results of the Surgical Timing in Acute Spinal Cord Injury Study (STASCIS). PLoS One. 2012;7:e32037. Article CAS Google Scholar Geisler FH, Coleman WP, Grieco G, Poonian D, Sygen Study G. The Sygen multicenter acute spinal cord injury study. Spine. 2001;26:S87–98. Article CAS Google Scholar Bracken MB, Shepard MJ, Holford TR, Leo-Summers L, Aldrich EF, Fazl M, et al. Administration of methylprednisolone for 24 or 48 h or tirilazad mesylate for 48 h in the treatment of acute spinal cord injury. Results of the Third National Acute Spinal Cord Injury Randomized Controlled Trial. National Acute Spinal Cord Injury Study. JAMA. 1997;277:1597–604. Article CAS Google Scholar Glennie RA, Bailey CS, Tsai EC, Noonan VK, Rivers CS, Fourney DR, et al. An analysis of ideal and actual time to surgery after traumatic spinal cord injury in Canada. Spinal Cord. 2017;55:618–23. Article CAS Google Scholar Grassner L, Wutte C, Klein B, Mach O, Riesner S, Panzer S, et al. Early decompression (<8 h) after traumatic cervical spinal cord injury improves functional outcome as assessed by spinal cord independence measure after one year. J Neurotrauma. 2016;33:1658–66. Article Google Scholar Burke JF, Yue JK, Ngwenya LB, Winkler EA, Talbott JF, Pan JZ, et al. Ultra-early (<12 h) surgery correlates with higher rate of American Spinal Injury Association impairment scale conversion after cervical spinal cord injury. Neurosurgery. 2019;85:199–203. Article Google Scholar Aarabi B, Olexa J, Chryssikos T, Galvagno SM, Hersh DS, Wessell A, et al. Extent of spinal cord decompression in motor complete (American Spinal Injury Association impairment scale grades A and B) traumatic spinal cord injury patients: post-operative magnetic resonance imaging analysis of standard operative approaches. J Neurotrauma. 2019;36:862–76. Article Google Scholar Saadoun S, Papadopoulos MC. Targeted perfusion therapy in spinal cord trauma. Neurotherapeutics. 2020;17:511–21. Article Google Scholar Download references

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)0.002
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.007
Threshold uncertainty score0.025

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.007
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0050.003
Bibliometrics0.0040.003
Science and technology studies0.0000.001
Scholarly communication0.0020.002
Open science0.0020.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0070.001

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 head0.233
GPT teacher head0.530
Teacher spread0.297 · 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 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

Citations43
Published2021
Admission routes1
Has abstractno

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