Siyah Kuşburnu Meyvesinden Süperkritik CO2 Ekstraksiyonu ile Doğal Pigment Eldesinin Yüzey Yanıt Yöntemi Kullanılarak Modellenmesi ve Optimizasyonu
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
Bu almada siyah kuburnu meyvesi ierdii antosiyaninlerden dolay doal pigment kayna olarak kullanlmtr. Sz konusu pigmentleri elde etmek iin yeil teknoloji olarak deerlendirilen ve organik zgen kalnts brakma riski iermeyen sperkritik karbon dioksit (SK-CO2) ektraksiyonundan yararlanlmtr. Ekstraksiyon parametreleri olan karbon dioksit basnc (150-350 bar), scaklk (40-60C) ve yardmc solvent (etanol) konsantrasyonunun (%20-100) toplam antosiyaninlerin eldesi zerine etkileri Box-Behnken modeline gre Yant-Yzey Yntemi ile model oluturularak optimize edilmitir
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| 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