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
Indonesia adalah negara dengan potensi tinggi terjadi bencana. Letak geografis dan struktur topografis Indonesia merupakan faktor utama terjadinya bencana tersebut. Dampak yang diakibatkan oleh bencana alam begitu banyak, mulai dari kehilangan kerabat dekat, tempat tinggal, dan harta benda. Hal-hal inilah yang menimbulkan stress, ketakutan, gelisah, insomnia, hingga meerasa bahwa dirinya tidak berguna, bahkan putus asa, jika pada diri seseorang ditemukan hal-hal diatas maka itulah yang disebut penderita trauma psikologis. Pada kasus seperti ini Medis bukanlah jalan keluar yang tepat, karna obat-obatan hanya meredakan bukan mengobati, dan sifatnya sementara. Maka Psikologi Islam hadir memberikan solusi dengan menanamkan sifat Tawakkal dalam perspektif al-Ghazali yang mana menurutnya dengan Tawakkal mampu membawa manusia mencapai ma’rifatullah, hingga ia menyandarkan segala sesuatu kepadaNya.
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) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.081 | 0.001 |
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