Stack Testing Summary - Versa Power Systems
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
Versa Power Systems' stack development is based on a consistent, repeatable testing methodology focused on increasing the durability and endurance of the stack while simultaneously decreasing the stack manufacturing cost. Standard tests are repeated on every stack to allow for comparison of various stack configurations and material systems. These standard tests are also used as a qualification step to maximize the usefulness of long-term stack in-test stand and stack in system testing. Statistical analysis of the test results provides an opportunity for process improvement and optimization. Testing has been performed at Versa Power Systems (Calgary, Canada), Cummins Power Generation (Minneapolis, MN), Gas Technology Institute (Chicago, IL), U.S. National Energy Technology Laboratory (Morgantown, WV), U.S. Naval Undersea Warfare Center (Newport, RI), the U.S. Air Force Lab (Panama City, FL) and Imperial College (London, England) with a minimum variation in results. These results are presented and discussed.
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