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
Sitting in my office I have a box. In it are the written prayers from student leaders that were part of the 100 days of prayer for me and the provost after we assumed our new roles this fall. The box is a replica of J.N. Andrews’ trunk that he used when he first left for mission service. The proportions are exactly 50 percent.\nWhat is particularly unique is that the materials are almost all taken from Lamson Hall bedframes. The individual who made the box so carefully is one of our valued staff, Harold Schmidt. This story is his story. It is also the story of what makes this campus rich in its diversity and history. And it is also the story of the deep connections amongst us.\nHarold comes from Argentina. But his heritage is from Europe. On one side of his family is immigrant George Riffel, first Adventist lay evangelist to Argentina, who had no idea that only an ordained pastor could baptize the 50 converts he made. On the other side is the Schmidt family who ended up in Argentina when his grandfather, 8 years old, was sick and couldn’t get on the ship to Canada. And then there is the influence of J.N. Andrews, who was a missionary to Argentina from a distance.\nAll three threads amazingly connect together on the campus of the Adventist university in Argentina, which became the first center of Adventist work in that country. And yes, somehow this all connects back to Harold and this box in my office.\nRead Harold’s story and others like it at andrews.edu/stories.\nThank you, Harold, for living the spirit of Andrews.\nSincerely,\nAndrea Luxton
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.016 | 0.005 |
| Scholarly communication | 0.004 | 0.005 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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