Relationship Between Solid Waste Service Characteristics and Income Level in Metropolitan Bandung Raya
Bibliographic record
Abstract
Rapid urbanization process has stimulated the emergence of the metropolitan area, including Metropolitan Bandung Raya. The development of the metropolitan region is not equipped by infrastructure. Generally, the level of service of infrastructure varies based on income level. The purpose of this research is to identify the relationship between solid waste service characteristics and household income level. Solid waste service characteristics are measured from waste handling and disposal, waste collection officers, the frequency of waste collection, and fees and payment. The results of the analysis show that there is a relationship between solid waste service and income level: the higher the income, the better the solid waste service. The followings are some significant findings found in this research: (a) solid waste service in housing developed by the developer is better compared to those in self-help housing, and (b) solid waste service in the urban area is better compared to those in peri-urban and rural area.
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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 | 0.001 | 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 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".