Central Airway Tree Dysanapsis Extends to the Peripheral Airways
Bibliographic record
Abstract
sponsorship: B.M.S. received support from Canadian Institutes of Health Research PJT-162335 and NIH/NHLBI R01-HL130506. M.K. received support from the Parker B. Francis Fellowship Program and the Canada Research Chair Program (Tier II). Permission to study the unused donor lungs that served as controls at the University of Pennsylvania Hospital was obtained with the approval of the University of Pennsylvania Hospital Institutional Review Board from the donor's next of kin under the conditions described by the Gift of Life Donor Program. At the Katholieke Universiteit Leuven, the permission was obtained in accordance with Belgian law, according to which all eligible individuals automatically become donors and organs not required or of insufficient quality can be released for research. (Canadian Institutes of Health Research|PJT-162335, NIH/NHLBI|R01-HL130506, Parker B. Francis Fellowship Program, Canada Research Chair Program (Tier II))
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.009 | 0.009 |
| Insufficient payload (model declined to judge) | 0.006 | 0.003 |
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 source (direct Gemma or distilled Codex), 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".