Redesign Dormitory Using Green Architecture To Connect Students At The University Of Syiah Kuala
Bibliographic record
Abstract
Asrama mahasiswa USK merupakan wadah bagi mahaiswa penerima beasiswa KIP-K untuk tinggal dan beraktivitas selama dua semester. Namun selama hampir dua tahun para mahasiswa melakukan kuliah secara daring membuat interaksi sosial mahasiswa menjadi berkurang akibat dari pandemi COVID-19. Hal ini menjadi tantangan bagi para arsitek bagaimana meyambung kembali koneksi sosial yang sempat terputus melalui arsitektur. Arsitektur hijau yang memperhatikan kualitas ruang yang nyaman dinilai mampu untuk menjadikan asrama sebagai sebuah lingkungan sosial dalam meningkatkan interaksi sosial yang merupakan kultur dari bangsa Indonesia tidak hanya sebatas antara mahasiswa tetapi juga dengan masyarakat sekitar. Oleh karena itu diharapkan desain asrama yang baru dapat menjadi sarana dalam meningkatkan kualitas sosial mahasiswa asrama USK.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.019 | 0.006 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".