Centreless governance for the management of a global R&D process: Public-Private Partnerships and Plant-Genetic Resource Management
Bibliographic record
Abstract
Public-private partnership is one new model of centreless or networked governance that has emerged in recent years. This article examines the development and use of partnerships in the management and funding of public pulse breeding programs. The paper evaluates the theory of innovation and knowledge management and uses case study and social network analysis to examine the nature and strength of the international public pulse breeding system and analyzes in detail the three major national public pulse breeding systems in Australia, the US and Canada. Australia appears to have the most developed system of public-private partnerships, centred on the Grains Research Development Corporation and, CLIMA. Canada lacks a centralized national body such as the GRDC, but possesses a regional system centred on a university research centre (the Crop Development Centre) and a hybrid organization (the Saskatchewan Pulse Growers). The US is remarkable for the lack of any significant public-private partnerships in public pulse breeding.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".