Pulmonary Exacerbations in Children with Cystic Fibrosis
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: Other designConsensus signal: none
- Genre
- Candidate signal: ReviewConsensus signal: Review
- Teacher disagreement score
- 0.986
- Threshold uncertainty score
- 0.972
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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
- 0.339 · 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
Pulmonary exacerbations treated with intravenous antibiotics have significant, well-characterized negative consequences on clinical outcomes in cystic fibrosis (CF). The impact of milder exacerbations in children with CF, commonly treated with oral antibiotics, are less well defined. Pulmonary exacerbations have multiple triggers, but viral infections are particularly common in children. Children with CF and healthy control subjects have similar frequencies of viral respiratory infections, but there is evidence of greater virus-related morbidity in patients with CF, likely due to a combination of increased viral load, more pronounced inflammatory response, and more pronounced impairment in mucociliary clearance. In recent clinical trials in children, definitions have been used that are more symptom based rather than intervention based. These studies have demonstrated differences in the spectrum of symptoms between children and older patients but have also shown that, despite low threshold definitions, a considerable number of patients receive treatment for events not fulfilling the pulmonary exacerbation criteria. Additional research is needed to determine the impact of these milder exacerbations on lung function recovery and time to subsequent exacerbation as well as long-term outcomes such as mortality.
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
- Annals of the American Thoracic Society
- Topic
- Cystic Fibrosis Research Advances
- Field
- Medicine
- Canadian institutions
- SickKids FoundationHospital for Sick ChildrenUniversity of Toronto
- Funders
- not available
- Keywords
- MedicineCystic fibrosisExacerbationMucociliary clearancePulmonary function testingAntibioticsIntensive care medicineClinical trialInternal medicineLungPediatrics
- Has abstract in OpenAlex
- yes