Model Desa Berbasis Riset di Desa Kesongo Kecamatan Tuntang Kabupaten Semarang Miniatur Penyelenggaraan Pemerintahan di Indonesia
Bibliographic record
Abstract
In fact, villages are miniature government administrations in the daily lives of the community. Regional development problems are ultimately at the village level, encompassing issues such as citizen skills education, public services, community creativity, and innovation. This article was written to provide a research-based village model concept as a recommendation for a miniature village government administration. This study employs a qualitative descriptive methodology, which aims to comprehensively describe everyday phenomena by providing an accurate summary of the research object. Data collection was conducted through interviews, focus group discussions (FGDs), observation, and documentation studies. The location of this research is in the villages around Rawa Pening in Semarang Regency. The research analysis technique focuses on analyzing, describing, and summarizing qualitative data to gain a deep understanding of a phenomenon or social condition. The model of village and community governance is expected to generate resources, opportunities, knowledge, potential, and skills, thereby determining the future of development in their villages. Community empowerment continues to develop well with the synergy and collaboration of various stakeholders. Village empowerment is implemented in the innovation of the Research-Based Village concept; 1) compiling the history and potential of local village wisdom, 2) encouraging clean government and good governance in village governments, 3) encouraging the implementation of an Integrated Agricultural System, 4) providing support for the development of MSMEs, and 5) providing support for the Development of the Creative Economy and Circular Economy. The research-based village model is recommended for implementation in Central Java Province and Indonesia, taking into account the potential and local wisdom of each village, with the support of the local Regional Government.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.017 | 0.003 |
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 source (direct Gemma or distilled Codex), 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".