Challenges Associated with Negative Pressure Pulmonary Oedema: A Case Report and Review
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Negative pressure pulmonary oedema (NPPO) is a rare but serious complication for patients undergoing general anaesthesia. It often presents a diagnostic dilemma, thus posing significant management challenges. Despite the complexity of diagnosis, the pathophysiology and management of NPPO have been extensively studied. We present a case of NPPO in a middle-aged obese patient with high perioperative cardiac risk who underwent an emergency open appendicectomy. This case report details the anaesthetic approach to managing the patient’s complex comor-bidities, the series of events leading to the diagnosis, and subsequently the management of NPPO. We dis-cuss the challenges encountered in diagnosing and managing NPPO, and review potential preventive measures. Our conclusion underscores that diagnosis of NPPO remains challenging, and early identification of patients at risk with vigilant monitoring is crucial for timely diagnosis and effective management.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.012 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
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