Vibration-assisted dimple generation on bulk metallic glass
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Bibliographic record
Abstract
Bulk metallic glasses (BMGs) are metallic materials without crystalline microstructure. The mechanism of chip formation in machining BMGs is different from crystalline metal alloys due to their amorphous phase and mechanical properties. This paper presents experimental investigations on dimple generation of Zr- BMG. The inclined high feed milling process is used to generate dimples on the surface with single flute PCD tools. To understand the deformation characteristics and process performance, chip formation, surface texture and tool wear in texturing BMG are compared with OFHC (oxygen free high thermal conductivity) copper and AISI 304 stainless steel. The effect of vibration assistance on the process performance and material deformation is analyzed. The results show that the quality of texture generated in vibration-assisted dimple generation is more uniform compared to conventional inclined milling.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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