PENGARUH BANTUAN PANGAN NON TUNAI TERHADAP TINGKAT KEMISKINAN DI KOTA MAGELANG MELALUI ANALISIS SIMULASI
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 is a classic and interesting problem to study. Poverty is a multidimensional problem and has broad impact. Poverty can be seen as inability to fulfil various needs, shackled of people by tradition or culture factors, or helplessness of people against an unfair social system. The handling of poverty needs comprehensive policies from all related parties. The government is one of the keys to success of poverty alleviation programs through programs provided. One of them is Non-Cash Food Assistance. This research wants to study the effect of Non-Cash Food Assistance on poverty in Magelang City. The data used is expenditure per capita form March Susenas data from 2019 to 2021. The results of the analysis show that Non-Cash Food Assistance has effects on poverty reduction in Magelang City.
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.
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 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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