A Traditional Community in the Chao Phraya River Basin II: Influence of Water Circulation on the Traditional Living Culture according to the Settlement Pattern
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Bibliographic record
Abstract
<p class="1Body">The remaining traditional waterfront community in the Chao Phraya River Basin demonstrates human adaptability towards modern conditions. Everyday practice in the traditional community complex is about living in harmony with all other aspects of the system to which it belongs. However, the intensity and speed of such changes are challenging these complex urban environments in contemporary society. With high dynamicity, this important amphibious lifestyle is gradually disappearing.</p><p class="1Body">This study is based on a qualitative approach, to examine the general pattern of amphibious livelihoods from past to present, including changes and processes of adaptability to declination. Investigation was implemented by reviewing secondary data collection and oral history and collective memory by the interview method.</p><p class="1Body">The results found that water circulation patterns have exerted influence on traditional daily life over several decades: river overflows in paddy villages, irrigation network of ditches in orchard villages, brackish water circulation in estuarine agricultural villages, wetland fishery in coastal fishing villages, north-south corridor river trading in riverport towns, east-west canal network trading in canal trading villages, and surface water livelihoods in the raft community.</p>
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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 | 0.000 | 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 | 0.001 | 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