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
Leluhur masyarakat Mandailing yang ada di desa Hutagodang telah memiliki pemahaman tentang rumah tumbuh yang berbasis falsafah lokal, seperti yang ditemukan di desa Singengu (penelitian sebelumnya). Hal ini menarik untuk diteliti seperti apa desain rumah tumbuh masyarakat tersebut ? Penelitian ini bertujuan untuk mengetahui desain rumah tumbuh masyarakat Mandailing yang ada di desa Hutagodang, kabupaten Mandailing Natal, provinsi Sumatera Utara. Untuk menemukan jawaban pertanyaan penelitian, dilakukan metode studi kasus dengan analisa deduktif yang berpijak pada hasil temuan penelitian sebelumnya di desa Singengu. Hasil penelitian menunjukkan bahwa desain rumah tumbuh masyarakat Mandailing di desa Hutagodang sama dengan desain rumah tumbuh yang ada di desa Singengu. Desain tersebut mengacu pada konsep Bincar-Bonom yang mengatur letak ruang-ruang dan pertumbuhan rumah sedemikian rupa sehingga selalu mengacu pada ruang Bincar-Bonom.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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