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
This article describes evolution of the hybrid cars involving an electrical outlet. The modifications made to the Prius at the Maker Faire take the hybrid concept to the next level. With an added battery back, new electronics, and a socket, the car becomes what is known as a plug-in hybrid electric vehicle. The conversions performed by CalCars have involved installing either lead-acid or nickel-metal hydride battery packs in the rear compartments of stock Priuses. The engineering for these conversions has followed an open-source model, with the design being discussed and improved through collaboration with volunteers on an Internet message board. EDrive Systems, an automotive company based in southern California, and Hymotion, a Toronto-based automotive supply company, have unveiled full conversion kits, including auxiliary battery packs, electronics, and control systems. According to experts, with a Hymotion plug-in pack, a Prius can run as much as 30 miles on electricity alone.
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