A novel gap flushing insert for sink electrical discharge machining
Why this work is in the frame
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Bibliographic record
Abstract
Gap flushing in sink electrical discharge machining (EDM) is generally accomplished by forcing the dielectric fluid through a hole in the tool (through-tool flushing) or by periodically retracting the tool from the machining gap (jump EDM). Through-tool flushing is limited by the stump left on the workpiece from the flushing hole, and jump EDM by the reduced productivity from when the tool is not engaged in machining. In this context, this paper presents an innovation that involves a rotating flushing hole assembly incorporated within a prismatic tool, which can be self-propelled by the dielectric flow. The novel design is shown to essentially eliminate the formation of the said stump, and to correspond to removal rates surpassing jump EDM.
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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