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
Ingin belajar ke luar negeri tanpa biaya? Kalau Anda adalah karyawan yang ingin kuliah lagi, pelajar yang sedang mencari sekolah, atau orang tua yang ingin menyekolahkan anak sampai luar negeri, temukan caranya di buku penting ini. Ahmad Fuadi telah berhasil mendapatkan 10 beasiswa, fellowship, exchange program, dan residency dari Amerika Serikat, Inggris, Kanada, Singapura sampai Italia. Apa saja itu? - The Fulbright Scholarship, The George Washington University, Amerika Serikat, 1999-2001 - The British Chevening Award, University of London, UK, 2004-2005 - The Ford Foundation Award 1999-2000 - Columbian School of Arts and Sciences Award, The George Washington University, 2000-2001 - CASE Media Fellowship, University of Maryland, College Park, 2002 - Indonesian Cultural Foundation Inc. Award, 2000-2001 - SIF-ASEAN Visiting Student Fellowship, National University of Singapore, 1997 - Youth Exchange Program, Indonesia-Canada, 1995 - Bellagio Art Residency Program, Bellagio Center, Lake Como, Italy, 2012 - Artist-in-Resident, University of California at Berkeley, Amerika Serikat, 2014 Simak 100 kiat berburu beasiswa luar negeri ala Fuadi di buku ini .
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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