Mesenchymal stromal cells in the development and therapy of bronchopulmonary dysplasia
Bibliographic record
Abstract
Bronchopulmonary dysplasia (BPD), the chronic lung disease of prematurity, remains a major healthcare burden. Despite great progresses in perinatal medicine over the past decades, no cure for BPD has been found. The complex pathophysiology of the disease further hampers the development of effective treatment strategies, but recent insights into the biology of mesenchymal stem (MSCs) and progenitor cells in lung development and disease have ignited the hope of preventing or even treating BPD. The promising results of pre-clinical studies have lead to the first early phase clinical trials. However, these treatments are experimental and much more needs to be learned about the mechanism of action and manufacturing of MSCs. In this mini review, we briefly summarize the role of resident and exogenous MSCs in the development and treatment of BPD.
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".