A novel non-invasive method to detect excessively high respiratory effort and dynamic transpulmonary driving pressure during mechanical ventilation
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Bench or experimentalConsensus signal: Bench or experimental
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.284
- Threshold uncertainty score
- 0.966
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.295 · how far apart the two teachers sit on this one work
- Validation status
score_only:v0-immature-baseline· verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it
Abstract
Abstract Background Excessive respiratory muscle effort during mechanical ventilation may cause patient self-inflicted lung injury and load-induced diaphragm myotrauma, but there are no non-invasive methods to reliably detect elevated transpulmonary driving pressure and elevated respiratory muscle effort during assisted ventilation. We hypothesized that the swing in airway pressure generated by respiratory muscle effort under assisted ventilation when the airway is briefly occluded (Δ P occ ) could be used as a highly feasible non-invasive technique to screen for these conditions. Methods Respiratory muscle pressure ( P mus ), dynamic transpulmonary driving pressure (Δ P L,dyn , the difference between peak and end-expiratory transpulmonary pressure), and Δ P occ were measured daily in mechanically ventilated patients in two ICUs in Toronto, Canada. A conversion factor to predict Δ P L,dyn and P mus from Δ P occ was derived and validated using cross-validation. External validity was assessed in an independent cohort (Nanjing, China). Results Fifty-two daily recordings were collected in 16 patients. In this sample, P mus and Δ P L were frequently excessively high: P mus exceeded 10 cm H 2 O on 84% of study days and Δ P L,dyn exceeded 15 cm H 2 O on 53% of study days. Δ P occ measurements accurately detected P mus > 10 cm H 2 O (AUROC 0.92, 95% CI 0.83–0.97) and Δ P L,dyn > 15 cm H 2 O (AUROC 0.93, 95% CI 0.86–0.99). In the external validation cohort ( n = 12), estimating P mus and Δ P L,dyn from Δ P occ measurements detected excessively high P mus and Δ P L,dyn with similar accuracy (AUROC ≥ 0.94). Conclusions Measuring Δ P occ enables accurate non-invasive detection of elevated respiratory muscle pressure and transpulmonary driving pressure. Excessive respiratory effort and transpulmonary driving pressure may be frequent in spontaneously breathing ventilated patients.
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.
The record
- Venue
- Critical Care
- Topic
- Respiratory Support and Mechanisms
- Field
- Medicine
- Canadian institutions
- University Health NetworkUniversity of TorontoToronto General HospitalSt. Michael's Hospital
- Funders
- Canadian Institutes of Health ResearchPhysicians' Services Incorporated Foundation
- Keywords
- Transpulmonary pressureMedicineMechanical ventilationPeak inspiratory pressureVentilation (architecture)Respiratory systemDiaphragm (acoustics)Respiratory physiologyAnesthesiaPressure support ventilationAirwayCohortMean airway pressureCardiologyInternal medicineLungLung volumesTidal volume
- Has abstract in OpenAlex
- yes