A study of the influence of geometric parameters of a de Laval nozzle on the Cold Spray process
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
Dataset contains files related and cited in scientific publication that has been written during the execution of the National Science Centre project OPUS no 2021/43/B/ST8/01109 "Studies on the influence of the formation and evolution of micro-vortices on the intensification of heat transfer during a periodic disruption of the thermal boundary layer".The files contained are:JPEG figures that were used in the publication. Numbers correspond to numbers from the publication.Mesh_study.xlsx - Numerical data for grid is presented in Fig. 3Numerical_velocity_data.xlsx - Numerical velocity data for all cases is presented in Fig. 8, Fig. 9, Fig. 11, Fig. 12, Fig. 14a, Fig. 14b, Fig. 15a, Fig. 15b.Please consult the Readme.txt file for additional information.
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 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.005 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 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