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
Equity capital plays an important and growing role in connecting financial resources to investment opportunities in a highly productive manner. Exchange-listed companies, IPOs, venture capital and private equity are all complementary investment avenues. Each plays a vital role that allows companies more efficient access to capital for improving productivity, boosting long-term growth and innovation, and creating better jobs. On this dimension, Canada enjoys an enviable position. Despite these positive factors, Canada’s ranking compared to that of other major economies on key dimensions of competitiveness and drivers of sustainable economic growth has been declining. In 2009-10, Canada ranked ninth on the Global Competitiveness Index; in 2018, it had fallen to twelfth place. More worrisome for the future is that Canada’s lacklustre performance in areas known to be significant contributors to productivity, competitiveness and sustainable growth is pervasive across industries and regions. Although the Canadian financial industry cannot be held responsible for all the shortcomings in Canada’s performance, there is no escaping that a disconnect seems to exist between the generally favourable assessment of the effectiveness and strength of the Canadian financial industry and the overall competitiveness of the Canadian economy in the short and long run. One potential explanation has to do with the median size of exits in Canada, which is almost an order of magnitude smaller than in the United States. Moreover, institutional equity investors often engage in sales to foreign firms rather than IPOs. One powerful disincentive to exit through public markets is federal government tax policies that discriminate against and penalize Canadian innovative and high-growth companies that “go public.” In addition to correcting these counterproductive biases, serious consideration should be given to adopting a tax measure similar to the US Small Business Jobs Act of 2010, which provides for full exemption from federal taxation of capital gains realized on the sale of the shares of certain small businesses. There is empirical evidence that the exemption has had a significantly positive effect in the US. Serious consideration should also be given to reducing the capital gains tax on shares issued by qualified SMEs when they list on a Canadian stock exchange and are held by individual investors for a reasonable period of time, since evidence suggests that capital gains taxes influence the underpricing of IPOs. The adoption of such a tax measure applicable to exits by an IPO or upon listing the shares on a Canadian stock exchange would help establish a more neutral playground for the choice of exits, which, to a large extent, is the crux of the matter.
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) | 0.000 | 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