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
Imagine that you've been working on a student project team for two years. You've made many friends and together you are about to finish an 11-day, 2,500-mile trek from Austin, Texas, USA, to Calgary, Alberta, Canada, on photons alone. Over those two years your team has sacrificed much to design, build, develop, and now race a solar electric-drive vehicle. The race has been grueling, but now you see people lining the road and cheering you on those final few miles. This is a student project--are these just friends and families? The deeper you get into Calgary, the bigger the crowds. Flags are hoisted and banners wave. Someone says the crowd estimate is 35,000 strong. Finally, you near Olympic Park, cross the finish line, and the massive celebration begins. You are the North American Solar Car (NASC) champions! Sound like fantasy? No, this is reality. This is open-road solar car racing.
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 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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