The Police Foundation’s Rise: Implications of Public Policing’s Dark Money
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
A new kind of organization has emerged in public policing across the United States and Canada: the ‘police foundation’. The foundation’s private, nonprofit legal status allows it to engage in private fundraising activities that police, as public bodies, cannot. In many municipalities, police foundations raise funds directed toward police procurement practices and operations. We discuss reasons for and detail the rise and growth of these foundations as they have modeled the New York Police Department’s Foundation and changes in that foundations’ expenditures over time, and examine the key claim that police foundations reduce corruption by maximizing transparency. We draw from literature on financial obfuscation and explore controversies centered on police foundation solicitation and use of private funds in North America. Conceptualizing these private entities as shell corporations that permit transactions in dark money, we raise questions about police foundation transparency. We conclude by discussing the implications for public policy as well as police transparency across North America.
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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 | 0.001 | 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 | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 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