SMOKING CESSATION DECREASES THE NUMBER OF METAPLASTIC SECRETORY CELLS IN THE SMALL AIRWAYS OF THE GUINEA PIG
Bibliographic record
Abstract
To ascertain whether cessation of smoke exposure would decrease small-airway secretory-cell metaplasia, guinea pigs were exposed to daily cigarette smoke using a nose-only exposure system for 4 and 8 mo; an additional group was exposed to smoke for 4 mo and then air recovery for 4 mo ("ex-smokers"). Numbers of secretory cells per millimeter of basement membrane were calculated for each bronchiole from measurements of histologic sections stained with Alcian blue/periodic acid Schiff, and cumulative histograms were constructed. Smoke exposure was associated with a significant increase in numbers of secretory cells at 4 mo and 8 mo, although there was no increase in numbers beyond the 4-mo exposure period. In the ex-smoking group, secretory cells were reduced compared to the 4- or 8-mo smoking group, but continued to be greater than controls. We conclude that, in a guinea pig model, smoking produces secretory-cell metaplasia in the airways and that smoking cessation allows partial recovery of normal structure.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.000 |
| 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 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".