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
Robert Eugene Swanson, a Canadian poet, researcher, and inventor poet, is credited with the invention of the air horn. Since his arrival in Toronto with his family, whenever he hear fire trucks blasting their fire horns, he wonder what the point is in using them on top of using the siren. He do not drive or have a Canadian license yet. Yet he is almost certain that in the year 2023, most humans understand the meaning of the siren whether it comes from ambulances (or EMS), the police, or Toronto Fire. Returning to the deployment of our fundamento, the third prescription tells the story of the traveller who searched for peace, tranquillity, and security and found them with the help of obatala (the deity in charge of the creation of the sky and the human head), Sango (the deity of fire, lightning, thunder, dance, justice, human intelligence, and the drum), and Egun, the spirits of late ancestors.
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) | 0.007 | 0.004 |
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