Burner Charities and Big Gifters—Tracking Illicit Activity Within in the Canada to Israel Charity Pipeline
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
This article expands upon research surrounding transgressional charities within the Canada to Israel charitable subsector. Juxtaposed against credible accusations of anti-Muslim bias within the Canada Revenue Agency’s (CRA) charitable enforcement sector, this article suggests significant financial loss to the Canadian economy (potentially exceeding $1 billion CDN) as a result of transgressional, charitable, activity within the subsector. This paper further considers the leniency with which the CRA addresses instances of transgressional activity, both from a case-by-case and endemic standpoint. Aligning with the general critiques of philanthrocapitalism, regulatory enforcement within the Canadian charitable sector appears to target frontline operations, despite ample evidence of financial complicity with many of Canada’s most sizeable private foundations.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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