Tourism Potential Shaped by the Morphology of the Historic City of Lasem in Central Java, Indonesia
Bibliographic record
Abstract
Lasem, a historic city in Central Java, Indonesia, possesses a unique urban morphology shaped by its rich cultural heritage and historical development.The city's distinctive layout and architectural elements reflect influences from Chinese, Javanese, and colonial traditions.Understanding how Lasem's urban morphology contributes to tourism potential is essential for sustainable heritage preservation and economic growth.This study employs a qualitative approach, combining field observations, spatial analysis, and interviews with local stakeholders.Historical documentation and urban morphology analysis are used to examine the city's structural patterns, heritage zones, and tourism dynamics.Lasem's unique urban morphology demonstrates significant tourism potential throughout its development periods.Findings indicate that the city's urban morphology across seven historical layers forms three classifications of tourism potential: existing tourism potential, developing tourism potential, and ideal tourism potential.These tourism potentials are derived from physical urban morphological elements, the distribution of physical elements, historical urban components, historical city patterns, and tourism targets (attractions, amenities, and accessibility).
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How this classification was reachedexpand
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 | 0.002 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".