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Record W4318692975 · doi:10.29173/ijcc54

A Scoping Review of Clinical Practice Guidelines for the Acute Care of Patients with Spinal Cord Injury: Respiratory, Hemodynamic and Neuroprotective Management

2023· review· en· W4318692975 on OpenAlexaff
Marianne Pearl Gregorio, Kiran Pohar Manhas, Katelyn Brehon, Marcus Vaska, Glenda Moore, Chester Ho, Elisavet Papathanassoglou

Bibliographic record

VenueInternational Journal of Critical Care · 2023
Typereview
Languageen
FieldMedicine
TopicClinical practice guidelines implementation
Canadian institutionsUniversity of CalgaryGlenrose Rehabilitation HospitalAlberta Health ServicesAlberta HealthSpinal Cord Injury AlbertaUniversity of Alberta
FundersCongress of Neurological Surgeons
KeywordsMedicineSpinal cord injuryMethylprednisoloneIntensive care medicinePhysical therapyAnesthesiaSpinal cord

Abstract

fetched live from OpenAlex

Background: Given the complex nature of acute SCI management, there is a pressing need to review and evaluate existing clinical practice guidelines (CPGs). This study aims to evaluate CPGs and create a summary of recommendations related to the in-hospital acute management of SCI in three different areas: respiratory management, hemodynamic management and the use of neuroprotective agents. Method: This study was conducted in accordance with the guidelines set by the Joanna Briggs Institute, and PRISMA-ScR. A search was conducted in thirteen databases and the gray literature. Screening and data extraction was completed by two independent reviewers against pre-specified eligibility criteria. The AGREE II tool was used to appraise the quality of the CPGs. Results: The search identified 12 eligible studies. Seven (n=7) studies were published in the last five years. Overall, the recommendations were supported by low quality evidence. Based on the AGREE II quality appraisal, seven out of twelve CPGs can be recommended for use, and one can be recommended with modification. The following domains scored the highest average score: “Clarity of Presentation,” “Scope and Purpose,” and “Editorial Independence.” Domain 5 “Applicability” and domain 2 “Stakeholder Involvement” scored the lowest average score. While the majority of the recommendations were consistent, there were contradicting recommendations concerning the use of methylprednisolone. Conclusion: The CPGs in the management of acute SCI are overall based on low-quality evidence. More evidence is needed to recommend for or against the use of methylprednisolone in acute SCI patients. Indeed, there is a need for the development of rigorous and up-to-date CPGs that is based on high-quality evidence.

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)0.116
metaresearch head score (Gemma)0.370
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.116
Threshold uncertainty score0.616

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.1160.370
Meta-epidemiology (narrow)0.0030.003
Meta-epidemiology (broad)0.0070.010
Bibliometrics0.0470.037
Science and technology studies0.0030.003
Scholarly communication0.0070.009
Open science0.0060.006
Research integrity0.0070.005
Insufficient payload (model declined to judge)0.0070.002

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 head0.452
GPT teacher head0.673
Teacher spread0.221 · 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 designSystematic review
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

Citations0
Published2023
Admission routes1
Has abstractyes

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