Business Sector Productivity in Canada: What Do We Know?
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
Business sector productivity growth is central to Canadians ' future prosperity. This article reviews the performance of the Canadian business sector in improving labour and multifactor productivity and examines possible factors underlying recent developments. The article links weak multifactor productivity growth in the Canadian business sector to the weak innovation performance of Canadian firms. The conclusion to this article describes a research program that Industry Canada, in conjunction with others, is carrying out. The research program seeks to identify the reasons for Canada's poor innovation and productivity performance, in order to shed light on actions that can be undertaken to improve productivity growth. IN THE FUTURE, more than in the past, labour productivity growth will be the key determi-nant of the rate of improvement in the living standards of Canadians. Over past decades, increases in the employment/population ratio have contributed significantly to the growth in
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.001 | 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