The AIAA Niagara Frontier Section: Past, Present and Future
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 roots of the AIAA Niagara Frontier Section, in the form of the Buffalo Chapter of the Institute of the Aeronautical Sciences and the Niagara Frontier Rocket Society, date back to 1943 and 1951, respectively. Both organizations grew through much of their history, gaining members and support from the growing Western New York aerospace industry, and continued to thrive after their merger as the AIAA Niagara Frontier Section. But as the corporations forming the backbone of support for the section shrank the slack was not taken up by other, growing, companies and the section shrank with them. The section grew again after influx of new members from the de-charter of the adjacent Southern Tier and Northeastern New York sections, as well as hundreds of new members from Ontario and Quebec, but the geographic dispersion of the new members over hundreds of miles presented its own set of challenges.
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 | 0.000 | 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