Faktor-faktor yang Mempengaruhi Pola Konsumsi Rumah Tangga Keluarga Miskin di Desa Tertinggal Kabupaten Aceh Tengah
Bibliographic record
Abstract
This study aims to explain the factors that influence the consumption patterns ofpoor family households in underdeveloped villages of Central Aceh District. The authorwants to find out the effect of income, education and environment of residenceon consumption patterns of the people in the villages of Kala Wih Ilang and Arul Badak. This study uses a quantitative approach employing primary data from 67 sample of 200 households. This study uses multiple regression tests. The results show that income and education have positive and partially siginificant effects on consumption behaviour with t count > t table (3.637>1.996 and 6.226>1.999 respectively) while environment has a negative effect with t count 1.996). The results of F test is greater that f table with 25.582>2.75 so that the independent variables simultaneously affect the dependent variable.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.025 | 0.003 |
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".