Uncontrolled consumption and life quality of low-income families: A study of three major tribes in south Sulawesi
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Poverty analysis has often been necessary to generate new studies and publications. But for all the countries in the world, including Indonesia, poverty remains a concern. Indonesia has diverse concepts of culture, comprising of numerous tribes and traditions. Any empirical findings suggest that culture is closely correlated with customs and behaviors. It is what motivated the authors with a resource-based approach to undertake this study. This paper forms part of a series of documents created since 2010 and added fields and informants in 2018. This paper would include an overview of the behavior trends and improvements in disadvantaged households' quality of life. Besides their low wages, their eating habits are complicated due to their limited capacities. The researchers discusse “uncontrolled consumption” in this article, which exacerbates low-income families with low income. All of this directly impacts their life experience.
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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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| 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 it