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Record W4415613847 · doi:10.1186/s13054-025-05670-7

Physiological effects of noninvasive respiratory support strategies in adults with acute hypoxemic respiratory failure: a systematic review and network meta-analysis

2025· review· en· W4415613847 on OpenAlexafffund
Luca S. Menga, Eleonora Balzani, Camilla Gelormini, Claudia Mastropietro, Matteo Mondello, Alessandro Cardu, Luca Delle Cese, Tommaso Rosà, Sonia D’Arrigo, Salvatore Maurizio Maggiore, Laurent Brochard, Massimo Antonelli, Giacomo Bellani, Domenico Luca Grieco

Bibliographic record

VenueCritical Care · 2025
Typereview
Languageen
FieldMedicine
TopicRespiratory Support and Mechanisms
Canadian institutionsUniversity of TorontoSt. Michael's Hospital
FundersMinistero della SaluteCanadian Lung AssociationEuropean Respiratory Society
KeywordsRespiratory systemMEDLINERespiratory physiologyHypoxia (environmental)Pressure support ventilation

Abstract

fetched live from OpenAlex

In hypoxemic patients, the respective effects of noninvasive respiratory support strategies on lung injury determinants remain unclear, primarily due to the difficulty of obtaining standardized measurements for all interventions within the same study. We conducted a systematic review and network meta-analysis to assess the effects of noninvasive strategies on transpulmonary driving pressure and inspiratory effort in patients with acute hypoxemic respiratory failure. We conducted a systematic search (Ovid MEDLINE, Embase, Scopus, and PubMed) and performed a network meta-analysis of physiological studies involving hypoxemic adults published up to February 16th, 2025. We included studies that assessed inspiratory effort with esophageal manometry under at least two noninvasive respiratory support strategies [standard oxygen, high-flow nasal oxygen (HFNO), noninvasive ventilation (NIV), and continuous positive airway pressure (CPAP)]. Outcomes included transpulmonary driving pressure, inspiratory effort per breath and per minute, respiratory rate, and gas exchange. Treatment effects are displayed as mean differences [95% confidence intervals]. Among 5876 citations, thirteen studies (n = 312 patients) were included (mean PaO 2 /FiO 2 = 131 (± 48) mmHg, mean respiratory rate = 28 (± 8) breaths*min −1 ). Compared to standard oxygen, HFNO and CPAP did not affect transpulmonary driving pressure or effort per breath. HFNO and NIV reduced effort per minute (-95 cmH 2 O*bpm [-140; -49] and -240 cmH 2 O*bpm [-284; -196], respectively), whereas CPAP did not. NIV lowered effort per breath (-5.9 cmH 2 O [-7.4; -4.4]) but increased driving pressure (3.4 cmH₂O [1.4; 5.4]). All strategies reduced respiratory rate, with HFNO producing the greatest decrease (HFNO: -5 breaths*min −1 [-6; -4]; CPAP: -2 breaths*min −1 [-4; -1]; NIV: -4 breaths*min −1 [-5; -2]); all interventions improved PaO 2 /FiO 2 , with CPAP and NIV showing greater effects than HFNO (CPAP: 67 mmHg [55; 80]; NIV: 82 mmHg [56; 108]; HFNO: 24 mmHg [5; 43]). None of the strategies affected PaCO 2 . Noninvasive strategies exert distinct physiological effects: HFNO and NIV reduce effort per minute, while only NIV decreases effort per breath but at the cost of increased driving pressure. CPAP has neutral effects on driving pressure and effort. CPAP and NIV provide greater improvements in oxygenation than HFNO. Individualized selection based on effort levels may help balance the benefits and risks of noninvasive support. CRD42024564035.

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)0.012
metaresearch head score (Gemma)0.028
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Meta-analysis · Consensus signal: Meta-analysis
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.016
Threshold uncertainty score0.066

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0120.028
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0160.033
Bibliometrics0.0050.006
Science and technology studies0.0010.001
Scholarly communication0.0030.002
Open science0.0020.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.059
GPT teacher head0.364
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 designMeta-analysis
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

Citations6
Published2025
Admission routes2
Has abstractyes

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