Pengaruh Implementasi Kebijakan Kawasan Perbatasan Indonesia-Malaysia Terhadap Efektivitas Ketahanan Wilayah di Kabupaten Nunukan Provinsi Kalimantan Utara
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
ABSTRACTThe purpose of this research was to measured the effect of implementation policy about the Indonesia-Malaysia border area on the effectiveness of regional resilience in Nunukan Regency, North Kalimantan. This research was used an explanatory method and used a quantitative approach. Data collection techniques of this research through a questionnaire. Before the questionnaire distributed to a number of respondents, the validity and reliability tests were carried out on the research instrument (questionnaire). The respondents of this study amounted to 125 people. While the data analysis technique used was a simple linear regression analysis technique. This study showed that the average score of respondents' overall responses to the variable implementation of border area policies was 4.31 on a scale of 1 – 5. This result was indicates that the border area management policy in Nunukan Regency had been implemented properly. Meanwhile, the overall average score of respondents' responses for the Regional Resilience effectiveness variable was 4.57 on a scale of 1 – 5. Since the average value was closer to the score of 5, it could be concluded that security of the border area in Nunukan Regency was very effective. Thus, the policy implementation of Indonesia-Malaysia border area simultaneously affected the effectiveness of regional resilience in Nunukan Regency, North Kalimantan Province by 4,153 with a significance value close to zero. This showed that the better of policy implementation, the more effective regional resilience in the Indonesia-Malaysia border area would be.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 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