The Police, the Immigration Office and Illegal Immigrants: Indonesian’s Cases
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
As a country that has strategic position, Indonesia faces illegal trafficking of people and goods. If the illegal traffic is not taken seriously, not only the country will lose revenue from customs duties, but also not integrated efforts against illegal traffic of goods and people. This paper will discuss the role of POLRI in assisting the Immigration Office in combating human trafficking and smuggling. This paper will also discuss the problem of illegal immigrants and human trafficking is complicated due to unscrupulous government and security apparatus. This paper also seeks actors involved and their role in paving the way for illegal immigrants. Finally, this paper argue the duty of POLRI in assisting the Immigration Office will run effectively if it involves a number of government agencies relating to the management and supervision of foreign territories, including the Ministry of Home Affair and the Armed Forces (TNI).
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 | 0.001 | 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 | 0.001 |
| 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 it