Integrated management councils A conceptual model for ocean policy conflict management in Australia
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
Integrated management is a central theme of Australia's Oceans Policy (AOP). Improving integration across sectors and jurisdictions has been identified in a number of Australian initiatives in coastal and marine policy developed in the past decade. These initiatives include the Regional Marine Planning process under AOP undertaken in 2000-02 and commitments to a National Coastal Policy made in 2002. These initiatives have highlighted the need for institutional arrangements that address these two key dimensions of integration in the Australian marine environment. This paper reviews Australian initiatives in ocean and coastal policy and draws on lessons from Canadian experience to propose Integrated Management Councils as a 'way forward' for integrated and adaptive management focusing on the decentralization of power and community participation in the decision-making process. © 2003 Elsevier Science Ltd. All rights reserved.
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 | 0.001 | 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 | 0.000 | 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