Life after Connectivity: the Impact of the Community Mesh Network in Mahavilachchiya, Sri Lanka’s E-village
Why this work is in the frame
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Bibliographic record
Abstract
This paper examines the impact of a community wireless mesh network established in the village of Mahavilachchiya, Sri Lanka. The “e-village” in Mahavilachchiya, created through a partnership between government agencies and a local NGO, features Sri Lanka’s first wireless mesh network and has been operational since October, 2006. This paper incorporates data collected from the government run ICT agency and partner organizations, as well as observations of daily Internet use in Mahavilachchiya. Additionally, a survey on Internet use was administered to 35 students in Mahavilachchiya. The current reach of ICT in the village is examined and recommendations are made for the implementation of future e-villages.
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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 | 0.009 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.009 | 0.003 |
| Research integrity | 0.000 | 0.004 |
| 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