Adaptive Capacity of Fishermen in Facing Tidal Floods with Vulnerability to Viability (V2V) Approach
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
Tambakrejo’s small-scale fishing households have low socio-economic capabilities and must face the problem of tidal flooding. Therefore, this research has the following objectives: 1) To identify the vulnerability of fishing households in Tambakrejo Fishermen Village to social-ecological changes due to tidal flooding. 2) To investigate the adaptive responses of fishermen households in facing socio-ecological changes due to tidal flooding. This research uses primary data by using semi-structured interviews. The number of respondents in the study was 60, determined by the snowball sampling technique. The data were analyzed using descriptive statistical methods. The results of the research show that the community is vulnerable to both natural and institutional aspects. Adaptive responses shape community resilience through increased collaboration capacity and community learning capacity. This research contributes to the government's ability to distribute assistance to the community, especially fishing households affected by tidal flooding.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.001 |
| 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