MétaCan
Menu
Back to cohort

Early Mobilization during Extracorporeal Membrane Oxygenation for Cardiopulmonary Failure in Adults: Factors Associated with Intensity of Treatment

2021· article· en· W3164642376 on OpenAlexaff

Bibliographic record

VenueAnnals of the American Thoracic Society · 2021
Typearticle
Languageen
FieldEngineering
TopicMechanical Circulatory Support Devices
Canadian institutionsSinai Health SystemUniversity of Toronto
Fundersnot available
KeywordsExtracorporeal membrane oxygenationMobilizationOdds ratioRetrospective cohort studyAdverse effectConfidence intervalExtracorporealComorbidity

Abstract

fetched live from OpenAlex

Abstract Rationale Early mobilization of extracorporeal membrane oxygenation (ECMO)-supported patients is increasingly common, but it remains unknown whether there are factors predictive of achieving higher intensity mobilization among those able to participate in physical therapy. Additionally, data regarding the safety and feasibility of early mobilization with femoral cannulation, particularly ambulation, are sparse. Objectives To determine whether there are factors associated with achieving out-of-bed versus in-bed physical therapy in ECMO-supported patients participating in physical therapy, and whether mobilization with femoral cannulation is safe and feasible. Methods This large, single-center, retrospective study evaluated adult patients who performed active physical therapy while receiving ECMO. Mixed effects modeling was used to identify predictors of out-of-bed versus in-bed activity. Rates of mobilization with femoral cannulation and adverse events were also reported. Results Between April 2009 and January 2020, 511 patients were supported with ECMO in a single medical intensive care unit, of whom 177 (35%) underwent active physical therapy and were included in the analysis, including 124 of 141 (88%) bridge to lung transplantation and 53 of 370 (14%) bridge to recovery. These 177 patients accounted for 2,706 active physical therapy sessions, with 138 patients (78%) achieving out-of-bed activity. In total, 108 (61%) patients ambulated (1,284 sessions), 34 of whom had femoral cannulae (250 sessions). Bridge-to-transplant (odds ratio [OR], 17.2; 95% confidence interval [CI], 4.12–72.1), venovenous ECMO (OR, 2.83; 95% CI, 1.29–6.22), later cannulation year (OR, 1.65; 95% CI, 1.37–1.98) and higher Charlson comorbidity index (OR, 1.53; 95% CI, 1.07–2.19) were associated with increased odds of achieving out-of-bed versus in-bed physical therapy, whereas invasive mechanical ventilation (OR, 0.11; 95% CI, 0.05–0.25) and femoral cannulation (OR, 0.19; 95% CI, 0.04–0.92) were associated with decreased odds of performing out-of-bed activities. Adverse events occurred in 2% of sessions. Conclusions Several patient- and ECMO-related factors were associated with achieving higher intensity of early mobilization in patients participating in rehabilitation. Physical therapy with femoral cannulation was safe and feasible, and complications related to mobilization were uncommon.

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)0.006
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 score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.006
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 integrity0.0000.001
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 head0.048
GPT teacher head0.292
Teacher spread0.244 · 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

Citations87
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueAnnals of the American Thoracic SocietySame topicMechanical Circulatory Support DevicesFrench-language works237,207