CANADIAN ONTARIO'S APPROACHES TO ECONOMIC CRISIS IN MINING SECTOR AND ITS REFERENCE
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
Canada,abundant in mineral resources,plays a key role in global mining sector by its mining status.Ontario is a big mining province in Canada with a vital position in its economy.The 2008 economic crisis imposed an impact to the mining sector in Ontario province that exploration investment was sharply dropping,mines were partly closed,many mine workers lost jobs and mining stock values and exchanges were largely decreased.Ontario's government and large mining enterprises adopted a series of approaches to the economic crisis,including adjusting public geological departments,optimizing mining laws,promoting mining tax system,boosting mining sector's position in its economy,and regulating production plan according to market rules,which played a key role in reducing impact of economic crisis to mining sector.This provides an important reference for China's geological work.
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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) | 0.000 | 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