Pro/con clinical debate: is high-frequency oscillatory ventilation useful in the management of adult patients with respiratory failure?
Bibliographic record
Abstract
In neonatal and pediatric intensive care units, high-frequency oscillatory ventilation (HFOV) has become an increasingly common therapy. This may not have been the case if researchers had not persisted in investigating the therapy after early disappointing clinical trials. Devices capable of providing this therapy to adults have become commercially available relatively recently. However, there are many questions that need to be answered regarding HFOV in adults: Is HFOV in adults superior to conventional mechanical ventilation? Who is the ideal candidate for HFOV? When should it be applied? What is the best technique with which to apply it? When should a patient on HFOV be converted back to conventional ventilation? What is the safety and efficacy of the device? As outlined in the following debate, there are several compelling arguments for and against the use of HFOV at this point in adults.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.054 | 0.148 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.004 | 0.024 |
| Scholarly communication | 0.008 | 0.014 |
| Open science | 0.005 | 0.004 |
| Research integrity | 0.039 | 0.038 |
| Insufficient payload (model declined to judge) | 0.006 | 0.005 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".