The Influence of Religion on Philanthropy in Canada
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
Abstract Recognition of the multi-cultural nature of the Canadian population has led companies across a wide array of business domains to reach beyond their traditional bases of support to focus on hitherto untapped communities as potential markets for their goods and services. Competitive conditions within the voluntary sector have pushed nonprofits along this same path. However, no systematic Canadian research reports on the attitudes, social norms, benefits sought, expectations, opportunities, experiences, or behaviors of sub-communities in the voluntary sector. This paper examines philanthropic behavior by religion using data from the Statistics Canada 2000 National Survey of Giving, Volunteering and Participating. The paper compares and contrasts the voluntary and philanthropic behaviors of the Canadian population across religious groups; compares and contrasts the motivations for and perceived impediments against such behaviors; and articulates and examines a model that traces the influence of religion on voluntary and philanthropic behavior in Canada’s multi-cultural society.
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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