PARTICIPATORY DESIGN OF A MONITORING PROTOCOL FOR THE SMALL-SCALE FISHERIES AT THE COMMUNITY OF TARITUBA, PARATY, RJ, BRAZIL
Bibliographic record
Abstract
Abstract This paper aims to describe and analyze the design of the participatory monitoring protocol of Tarituba, a fishing community in Southern Brazil, and to discuss the setbacks for its implementation. The protocol aimed to integrate fishers’ scientific and technical knowledge under the ecosystem approach to fisheries, employing a pioneering method prevalent in the Brazilian coastal region: The Global Socioeconomic Monitoring Initiative for Coastal Management (SocMon). Monitoring goals lie in the socioecological sustainability of local fisheries and seek to solve conflicts resulting from fishing restriction due to the establishment of a Protected Area. SocMon was a useful tool to improve communication between and among fishers and managers. The legitimacy of the process was reinforced by participation of the fishers; however, the long waiting period preceding the implementation of the jointly agreed upon term caused frustration and mistrust amongst fishers, compromising future participation.
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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 | 0.001 | 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 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".