Outcome of Patients Admitted to Intensive Care Unit for Acute Exacerbation of Idiopathic Pulmonary Fibrosis
Bibliographic record
Abstract
RATIONALE: The aim of this study was to evaluate the outcome of intensive care unit (ICU) admission in patients with idiopathic pulmonary fibrosis (IPF) who develop acute respiratory failure of unknown etiology. METHODS: A retrospective study at University of Manitoba hospitals reviewed all patients admitted to the ICU from November 1988 to December 2000 with IPF requiring mechanical ventilation for unknown causes of acute respiratory failure. Survival at hospital discharge was assessed as the primary end point and ICU length of stay as a secondary end point. In the absence of open lung biopsy, major and minor clinical criteria (as per American Thoracic Society statements) were used for the diagnosis of IPF. Infections were ruled out by extensive surveillance cultures and/or bronchoscopy with bronchoalveolar lavage. RESULTS: Eighty-eight charts were reviewed and 25 patients met the inclusion criteria. The mean (+/- SD) age was 69+/-11 years (range 42 to 96 years) and 23 patients were male. With the exception of one survivor who was discharged home, 21 patients died while receiving mechanical ventilation, and three patients died in hospital shortly after ICU discharge (one day, 22 days and 67 days). Intubation and mechanical ventilation were administered to 21 patients, with a mean duration of 11+/-6 days (range two to 27 days); the other four patients were treated with noninvasive ventilation. The average duration of symptoms before ICU admission was 22+/-26 days. All patients were treated with systemic corticosteroids, while eight patients received additional chemotherapy. CONCLUSIONS: In the absence of a reversible cause, patients with IPF who develop acute exacerbation of IPF may not benefit from ICU admission and mechanical ventilation. However, it is imperative that a diagnostic workup be performed to rule out an infectious or other reversible cause of respiratory failure before admission to the ICU is denied.
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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 | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".