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
Annual energy consumption in Manitoba was 6,690 ktoe for the 2013–15 period, a 10% increase compared to 1995–97 levels. Resources can include: Three years after B.C. Hydro introduced its Power Smart program, Manitoba Hydro adopted its own version of the energy conservation program. Centra Gas Manitoba Inc. distributes, stores, and transports natural gas in Manitoba. The company was formerly known as ICG Utilities Ltd., but changed its name to Centra Gas Manitoba Inc. in January 1991. Sustainable Building Manitoba Inc. was incorporated in 2005 as a nonprofit organization. The Manitoba branch of the Consumers' Association of Canada is an independent, nonprofit, volunteer organization working to inform and empower consumers. EE also contributes to several other important economic, social and environmental goals in Manitoba, such as: Released in December 2015, the Manitoba Climate Change and Green Economy Action Plan committed Manitoba to adopting a cap-and-trade program for large industrial emitters to be linked with the Ontario and Quebec cap-and-trade system.
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 | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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