An Evaluation of the Modular Approach to the Assessment and Management of Large Marine Ecosystems
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
Abstract This contribution discusses the modular approach to the assessment and management of large marine ecosystems (LMEs). It addresses the contents and functions of the five modules; the key elements and processes of the transboundary diagnostic analysis (TDA), strategic action program (SAP), and national action plan (NAP) in the LME context; the principal common problems facing LMEs and their causes identified in TDAs and action plans formulated in SAPs, as the results of the practical application of the modular approach in LME projects. It also evaluates the significance of the modular approach for international ocean governance. It concludes that this integrated, ecosystem-based approach has rectified some deficiencies of the traditional sectoral approaches and has improved the understanding of LMEs and their management regimes. As a result the integrated, ecosystem-based approach is increasingly being endorsed in international governance of LMEs.
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 | 0.002 |
| 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