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
Abstract In North America, one could very easily get a distorted view of the rest of the world when it comes to internet access. in the USA and Canada, one can stay connected continually, without regard to cost. And the connections tend to be fast and convenient. But this is not the case in most of the rest of the world. While there are some notable exceptions, Australia and Israel for example, many in the international microscopy and microanalysis community have to struggle with connections that are either very slow, or very expensive, or both, in fact, in many parts of the world, internet content is routinely not with the benefit of graphics. This is really a great disadvantage since, in many instances, the real important information is contained within the graphics. Even in the USA and Canada, because of firewall considerations or other concerns, a surprisingly large number of end users do not have internet access at their main workstations, and they have to suffer the inconvenience of using some kind of shared resource, either “down the hall” or worse yet, in another building.
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 | 0.001 | 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