Bibliographic record
Abstract
The purpose of this article is to provide a current understanding of the Canadian electoral politics crisis of 2016. This study in Canadian party politics is justified by the 2008 Canadian federal election results, which was the lowest in Canadian history, only 58.8% of eligible Canadians voted. It is a primitive of an electoral democracy to have a healthy voter turnout, since voters tend to be the ones shaping policy. If the crisis at stake is ignored, then this is an indication that Canada’s electoral system is at risk, as the lesser the voter turnout, the lesser the political equality of a country. This research demonstrates that Canadian political parties and the provincial and federal government of Canada should institute publicly funded post-secondary education, proportional representation (PR), and other mechanisms to increase voter turnout. The methods used in this examination include categorical analyses, a comparative case study, media analyses, statistical analyses, and dialectic. The results of this essay underline the role of Canadian political parties in the electoral crisis, and suggest that there is opportunity for Canadian political parties to win positions of power by increasing equality, and thereby the voter turnout, in Canada
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.
How this classification was reachedexpand
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 | 0.002 | 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 | 0.005 | 0.003 |
| Scholarly communication | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".