Bibliographic record
Abstract
PURPOSE OF REVIEW: As incidence of acute lung injury (ALI) increases and case fatality decreases, long-term care of survivors is of public health importance. Previous studies demonstrate that these survivors are at risk for impairment in physical, cognitive and mental health. In this review, we will discuss recent studies that add to our knowledge of long-term outcomes after ALI and critical illness. RECENT FINDINGS: New studies show that persisting impairment in physical and cognitive function continues 5 years after recovery from critical illness. Glucose dysregulation may play a role in development of both depression and cognitive impairment. Premorbid impairment appears to be an important risk factor, but critical illness is an independent risk factor of physical and cognitive functional decline. Recent randomized controlled trials emphasize that post-ICU interventions may not be enough to improve health-related quality of life after ALI. Interventions delivered early in critical illness, such as physical and occupational therapy and creation of ICU diaries, may be key in improving late outcomes after ALI. SUMMARY: Physical, cognitive and mental health impairments after ALI are common, persistent and expensive. Future research is needed to improve prediction, prevention and treatment of these important sequelae.
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
Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gpt | no category Domain: not available · Genre: Review About the Canadian research system: no · About a Canadian topic: no | Other design | high |
| grok | no category Domain: not available · Genre: Review About the Canadian research system: no · About a Canadian topic: no | Not applicable | high |
| opus | no category Domain: not available · Genre: Review About the Canadian research system: no · About a Canadian topic: no | Other design | high |
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 | 0.000 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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, unvalidatedLabeled directly by 3 models reading the full record.
The models disagree on parts of this classification; every voice is preserved in the section at the end of the page.
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".