Çelik Bilyelerden Oluşturulmuş Spiral Paket Yataklarda Akış Rejimleri
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
Paket yataklarda ve erisel kanallarda basn d ile s geii zerine uzun yllardr almalar yaplmaktadr. Kanala kavis verildiinde veya kanal ierisine gzenekli ortam yerletirildiinde basn d artt bilinmektedir. Kanaln hem erisel hem de gzenekli olma durumunda basn dnn nasl etkilendii yeni aratrma konularndan biridir. Bu almada, Arimet spiral erilerinden oluan spiral paket yataklarda basn d deneysel olarak incelenmitir. 2.00, 2.38 ve 3.17 mm apnda bilyelerden oluturulan paket yataklarn gzeneklilik deerleri srasyla %41.4, %41.4 ve %42.0 olup zgl yzey alanlar dk bilye apndan yksee olacak ekilde 1759, 1475 ve 1095 m -1 olarak hesaplanmtr. Akkan olarak hava kullanlm ve deneyler srekli rejimde yaplmtr. Her bir bilye apna gre ak rejimleri belirlenmi ve literatre en yakn deerlerle kyaslanarak spiralliin etkisi yorumlanmtr. Her bir ak rejiminde geirgenlik, Forchheimer katsays ve Ergn sabitlerine karlk gelen katsaylar belirlenmitir. Ayrca btn deney verileri iin de bu deerler hesaplanmtr. Geirgenlie gre hesaplanm Reynolds says ile srtnme faktr arasndaki iliki verilmitir. Literatrle karlatrldnda, bu almann sonularnn, dz paket yataklardaki basn d hakkndaki mevcut
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| 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