Understanding ecosystem service impacts of tidal wetlands after managed dyke realignment through causal loop diagrams
Why this work is in the frame
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Bibliographic record
Abstract
This report explores ecological dynamics involved in the provision of three ecosystem services (blue carbon, storm protection, and fisheries) associated with existing and restored tidal wetlands in the context of managed dyke realignment. These dynamics are represented in causal loop diagrams depicting negative and positive relationships between ecological variables, all explained further in the glossary at the end. Reinforcing and balancing feedback relations are highlighted through each diagram description. Diagrams are based on a review of relevant literature conducted within the Bay of Fundy dykeland landscape and can be used to inform the decision-making process in the region. Managed dyke realignment is highlighted as a coastal adaptation strategy that provides opportunities to protect and restore tidal wetlands and their associated ecosystem services.
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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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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