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Record W2998577143 · doi:10.1212/cpj.0000000000000793

Prolonged Ventilatory Support for Patients Recovering From Guillain-Barré Syndrome

2020· article· en· W2998577143 on OpenAlexaff
Michael C.F. Cheng, Patrick B. Murphy, Nicholas Hart, Matthew R. Evans, Jennifer Spillane, Robin Howard

Bibliographic record

VenueNeurology Clinical Practice · 2020
Typearticle
Languageen
FieldMedicine
TopicPeripheral Neuropathies and Disorders
Canadian institutionsSt. Thomas Hospital
Fundersnot available
KeywordsMedicineWeaningMechanical ventilationVentilation (architecture)Retrospective cohort studyRespiratory failureAnesthesiaSurgeryInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: Recovery from Guillain-Barré syndrome (GBS) may be protracted, and patients may need prolonged ventilatory support. We present clinical data from a tertiary referral weaning center managing patients with GBS requiring prolonged ventilatory support. METHODS: A retrospective review of patients managed in a 34-bed specialist ventilator weaning facility in London, United Kingdom, between 2006 and 2017. Data including demographics, initial presentation, and ventilatory support were collected. Functional recovery and outcome data were collected between 12 months and 3 years following disease onset. RESULTS: Twenty-nine patients with severe GBS requiring prolonged ventilation were included. In several patients, coexisting conditions or complications affected the course. Seventy-six percent (n = 22) were successfully weaned from invasive ventilation with a median time to tracheostomy decannulation of 193 days (range: 49-527 days). Use of noninvasive ventilation (NIV), as part of the weaning program, was applied in 59% (13/22), with 14% (3/22) requiring long-term nocturnal NIV. Twenty-four percent (7/29) were not decannulated, with 14% (4/29) supported on long-term invasive ventilation. Forty-five percent (10/22) weaned from invasive ventilation were able to achieve short distance-assisted ambulation. Mortality at 36 months was 17% (5/29), with 3 of these deaths occurring in patients invasively ventilated during their acute admission. CONCLUSIONS: GBS with severe respiratory muscle weakness and bulbar dysfunction may require prolonged invasive ventilation. However, there is potential for complete weaning from invasive mechanical ventilatory support with associated function recovery. These data highlight the importance of maintaining ongoing support and rehabilitation for patients with GBS requiring prolonged ventilation.

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)0.003
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.050
GPT teacher head0.354
Teacher spread0.305 · 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

Citations5
Published2020
Admission routes1
Has abstractyes

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