Seri, Bant Üretimin Mobilya Tasarım - Üretim Sürecine Etkisi Ve Modüler Mobilya
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
Providing the bond between space and user in daily life, furnitures form an irrevocable element both functional and aesthetical. Looking at the first furniture productions, they are seen as a component interfered with only to fulfill the needs. With changing needs and development of material uses, furnitures start to take shape and improve. The next phase they appear as time-taking hand made products produced by masterful experts. In this phase furniture is worth as ornaments passing down from generation to generation seen in spaces of kings, nobles and royals. It symbolizes social status and economical power. The owners prefer to display rather than to use. The process of furniture design and production comes off from appealing to certain groups with industrial revolution and mass production line, and become a production that can be reached by all people. Effecting many production ways in many fields, steam power developed in industrial revolution process and mass production line also effected furniture production process, which are so far
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.000 | 0.004 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.005 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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