The reduction of airway smooth muscle by bronchial thermoplasty stands the test of time
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
Bronchial thermoplasty has been proposed to improve asthma control by decreasing the mass of airway smooth muscle (ASM) [1]. Clinical trials with a 5-year follow-up have documented significant improvements of asthma control in terms of severe exacerbations, emergency department visits and quality of life [2–4]. The BT10+ study, a long-term follow-up of 45% of subjects enrolled in these clinical trials, showed that these clinical benefits have persisted with a good safety profile for 10.8–15.6 years (median 12.1 years) [5]. Previously, we showed that the decreased ASM persisted at 34.2 months (range 27–48 months) after bronchial thermoplasty [6]. Airway smooth muscle ablation induced by thermoplasty is maintained for >10 years along with the improvements in asthma control <https://bit.ly/3nGqQSP>
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.000 |
| 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