“Do Not Go Gentle into That Good Night”:
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
It has been said that the shortest measurable unit of time is the period between the traffic lights changing to green and the sound of the taxi driver blowing his horn when stuck behind your car. To this quantum event can be added the attention span of an orthopaedic surgeon, which despite being as ephemeral as Schrodinger’s cat, may turn out to be an important phenomenon after all. Our modern world gets ever faster and more complex. Each year it seems like Christmas comes every six weeks. This year is more than half over and apart from the Druids celebrating the solstice or research fellows counting how many papers they are likely to get published this year who would know? The information revolution dumps huge amounts of information on our virtual desks to read, analyse, and file. While I sit here pondering this missive, I am reminded of the information revolution in a meaningful way. My emails are full of deadlines from coworkers in Vancouver, Calgary, Montreal, London, Leeds, Pittsburgh, and Sydney. How did we ever get by without the World Wide Web and computers? Visiting my local museum recently (the Museum of Victoria for those of …
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.003 |
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