Conference Report: the 18th Congress of the International Society for Aerosols in Medicine
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
The 18th biennial Congress of ISAM was held for 4 days at the De Doelen Congress Centre, Rotterdam, Netherlands, at which approximately 350 delegates, including 60 session chairs and speakers, attended. The abstracts of the 49 podium talks and the 126 posters that were presented have been published in the society's technical journal (journal of Aerosol Medicine and Pulmonary Delivery), and the detailed program can be found on the ISAM website (www.isam.org). Postgraduate courses on the topics: 'Inhalation Therapy at the Intensive Care Unit'; 'Walking the Standards Maze: Standards for Device Development, Device Performance and Regulatory Approval'; and 'Nuts and Bolts of Aerosol Delivery: Theory, Guidelines and Practice', were offered to participants prior to the Congress itself.
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 | 0.001 | 0.000 |
| 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) | 0.000 | 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