MétaCan
Menu
Back to cohort

High-frequency oscillatory ventilation and adjunctive therapies: Inhaled nitric oxide and prone positioning

2005· review· en· W1988559083 on OpenAlexaff
Eddy Fan, Sangeeta Mehta

Bibliographic record

VenueCritical Care Medicine · 2005
Typereview
Languageen
FieldMedicine
TopicRespiratory Support and Mechanisms
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsARDSMedicineHypoxemiaIntensive care medicineRandomized controlled trialMechanical ventilationClinical trialExtracorporeal membrane oxygenationAnesthesiaLungSurgeryInternal medicine

Abstract

fetched live from OpenAlex

OBJECTIVE: To review the use of high-frequency oscillatory ventilation (HFOV) with adjunctive therapies (inhaled nitric oxide [iNO] and prone positioning [PP]) in adult patients with acute respiratory distress syndrome (ARDS). DATA SOURCES: Published studies evaluating the use of iNO, PP, and HFOV in adult patients with ARDS. DATA SUMMARY: Despite ongoing preclinical and clinical research, the therapeutic armamentarium for ARDS remains limited. Although a pressure- and volume-limited strategy aimed at mitigating ventilator-associated lung injury has demonstrated mortality benefit, patients with severe ARDS may still develop life-threatening hypoxemia. As a result, various salvage therapies aimed at improving oxygenation, including HFOV, iNO, and PP alone or in combination, have been evaluated in patients with refractory ARDS. Although the few preclinical and clinical trials of combination therapy to date have shown promising improvements in oxygenation and other physiological variables, with few adverse clinical events, the impact on survival awaits the performance of large randomized trials. CONCLUSIONS: There is limited clinical data to recommend the widespread use of combination therapy in patients with ARDS. In the subset of patients with life-threatening hypoxemia from refractory ARDS, combination therapy is safe and may be considered for salvage therapy. More rigorous randomized, controlled trials are needed to help delineate the therapeutic role of combination therapy in adults with ARDS.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.003
Threshold uncertainty score0.010

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0020.002
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.001

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 head0.042
GPT teacher head0.355
Teacher spread0.313 · 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

Citations19
Published2005
Admission routes1
Has abstractyes

Explore more

Same venueCritical Care MedicineSame topicRespiratory Support and MechanismsFrench-language works237,207