RINTISAN PEMBENTUKAN FORUM PEDULI MASYARAKAT DESA “POJOK SAKINAH” DI KELURAHAN TUNJUNGSEKAR KECAMATAN LOWOWARU KOTA MALANG
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
The implementation of UIN Serving activities in Tunjngsekar Subdistrict, Lowokwaru District of Malang concerning the Establishment of the "Pojok Sakinah" Village Community Care Forum is the first step towards Tunjungsekar Urban District as a legal awareness sub-district. The presence of the "sakinah corner" is expected to be able to educate the community members, provide motivation and as a learning tool, as a place for vent and will eventually lead to people who are obedient and aware of the law. Obstacles in the Establishment of the "Pojok Sakinah" Village Community Care Forum in Tunjungsekar Sub-District, Lowokwaru Sub-District of Malang, among others, the lack of activeness of the Tunjungsekar village government apparatus, lack of coordination with the government officials of Tunjugsekar, Karang Taruna, and the lack of community awareness of the importance of the presence of this Sakinah Corner.
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 | 0.012 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.000 | 0.005 |
| Insufficient payload (model declined to judge) | 0.001 | 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