Pengembangan Kecamatan Tengaran Berkelanjutan dengan Pendekatan Urban Fringe Development dan Sustainable Small Town Planning
Bibliographic record
Abstract
Tengaran District is administratively part of the Semarang Regency area, but sociomorphologically, spatially and socioeconomically, its development is greatly influenced by the development of Salatiga City to the north and Boyolali Regency to the south. The aim of this research is to provide direction in sustainable urban planning in Tengaran District. Tengaran Urban Planning will be directed towards the sustainable development of small suburban towns. This planning combines 2 main approaches, namely Sustainable Small Town Planning and Urban Fringe Development. The research method used is descriptive qualitative, while the data collection method uses interviews and direct observation in the field. The research results resulted in a morphological division of the Tengaran District development zone into five parts based on regional development characteristics, namely market zone, inner fringe area, intermediate fringe area and outer fringe area, as well as special areas.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.014 | 0.002 |
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".