An Act to Impose certain Stamp Duties on Writings and Deeds. Whereas it is expedient to impose Stamp Duties on Writings and Deeds; Be it enacted by His Excellency the Governor, on Her Majesty's behalf, by and with the advice and consent of the Legislative Council and Assembly, as follows:-...
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
AN ACT TO IMPOSE CERTAIN STAMP DUTIES ON WRITINGS AND DEEDS. WHEREAS IT IS EXPEDIENT TO IMPOSE STAMP DUTIES ON WRITINGS AND DEEDS; BE IT ENACTED BY HIS EXCELLENCY THE GOVERNOR, ON HER MAJESTY'S BEHALF, BY AND WITH THE ADVICE AND CONSENT OF THE LEGISLATIVE COUNCIL AND ASSEMBLY [sic], AS FOLLOWS: ... THIS ACT MAY BE CITED AS THE "VANCOUVER ISLAND STAMP ACT, 1862." (at end of first page 6].
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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