Beyond the financial logic: Realizing valuable outcomes in public–private partnerships in Flanders and Ontario
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
The value of public–private partnerships has typically been sought in financial and budgetary benefits. In both research and practice, important aspects of nonfinancial value have remained under the radar. This article discusses four “white raven” public–private partnerships that have shown rather atypical results in terms of their physical outcomes—design, contextual fit, and multifunctionality. We argue that despite the increasing role of private sector actors, public sector clients fulfill a key role in delivering value. A strong sense of ambition and vision, in combination with a solid coordination on the part of the client, helps deliver projects that go beyond mere financial perks and deliver true social value. These elements have largely been overlooked in previous research, which has often focused on financial, legal, political, and managerial capacities of government actors.
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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 | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| 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