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
RESEARCHERS IN CANADA have discovered a new way to control the flow of electrical urrent through individual molecules. The study broadens understanding of fundamental molecular processes and may hasten development of singje-moleculebased detectors and other types of molecular electronic devices. Electronic circuits based on just a few molecules hold the promise of advancing today's miniaturized silicon-based electronics to even smaller, faster, and more densely packed electronic components. But taking the big step toward tiny electronic devices requires detailed understanding and unprecedented control of the flow of current through individual molecules. A new method for exerting that type of control over singlemolecule conductivity has just been demonstrated by a team of researchers at the University of Alberta and the Canadian National Research Council's Institute for Nanotechnology in Edmonton. Postdoctoral associate Paul G. Piva, physics professor Robert A. Wolkow, and their colleagues have shown that ...
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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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