Definition, Characteristics, and Types of Health PPPs
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
Develops a taxonomy of the different types of public-private partnerships (PPPs), describes their key characteristics, and suggests some conditions for successful implementation. While PPPs comprise a distinct subset of public-private engagements (PPEs), they are not the same as privatization; a key feature of a PPP involves the sharing of both risks and responsibility by the public sector and the private sector. Health PPPs were first implemented in high-income countries in the 1990s and then spread across middle- and low-income countries; PPPs in the health sector tend to focus on the construction, maintenance, or both of health care infrastructure and service delivery. Five types of health PPPs include managed equipment services (MES), operation and maintenance (O&M) services, specialized services, health facility, and integrated PPP. Some countries (including Australia, Canada, Japan, and the United Kingdom) define and describe their PPPs by the functions transferred to the private sector; other countries focus on legal ownership and control of assets in PPPs.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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