Voting in Newfoundland and Labrador: Turned off by Canadian Elections? Tune in to Canadian Idol !
Bibliographic record
Abstract
NEWFOUNDLANDERS AND LABRADORIANS are among the least likely of all Canadians to vote in a federal election. By comparison, turnout in the three nearby Maritime \nprovinces regularly exceeds the national average. Yet Atlantic Canadians seem to share a common interest in supporting their own in national reality television \nprograms that allow repeat voting, usually by telephone, in elimination rounds as part of a televised talent search. \nThis article argues that there can be political undertones when Canadians vote as part of the reality television experience. The popularity of CTV’s Canadian Idol contrasts declining engagement in Canadian federal politics. Exploratory data gathered at an Idol audition in St. John’s provides preliminary insights about televoting and about young persons’ motivations for becoming contestants. This can help gauge undercurrents of political identity among Idol fans who do not participate in federal elections in Canada, particularly in Newfoundland and Labrador.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.016 | 0.002 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.015 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".