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
O il is the lifeblood of any modern state, and Canada is no exception.It is limited in quantity and, once taken, can never be put back.The same, of course, is true of other fossil fuels such as natural gas and coal.However, the fuels that drive most industrial economies today are gasoline or diesel.Coal usage is minimal at best; and, while natural gas can be used as fuel for heating and cooking, as well as the making of certain products in its dry form, modern society is dependent on and, in some cases, built around, the extraction and production of oil. 1 As oil is such an important resource and source of wealth, great conflicts have arisen over controlling it.In the Canadian case, Westerners, particularly Albertans, still brood over the National Energy Program (NEP) 15 years after it ended, and they continue to guard crude like a mother protecting her child.Oil has made the province of Alberta, in particular, rich, and as a result has made other Canadian provinces envious.
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) | 0.074 | 0.236 |
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