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
A HOME WRAPPED in solar panels won this year’s Solar Decathlon, put on by the Department of Energy on the National Mall, in Washington, D.C. The competition, held on Oct. 8 to 18, brought together teams of students from Canada, Germany, Puerto Rico, Spain, and the U.S. to showcase how energy technologies can be incorporated into a real home. The competition, which began in 2002, invites architecture and engineering students and faculty to design energy-efficient homes and assemble them on-site. This year marked the first time the houses were tied to the electric grid rather than backed up by batteries. This change is significant because homes that generate excess electricity can put it back on the grid. The teams competed for points in 10 categories of sustainability and practicality, with electricity production carrying the most weight. Despite cold and rainy weather, the event attracted more than 200,000 people. Technical University of Darmstadt’s Team Germany brought ...
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