Electrochemical jet machining of Ti-alloys in a deep eutectic solvent electrolyte
Why this work is in the frame
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Bibliographic record
Abstract
This study investigates the surface and electrochemical jet machining (EJM) characteristics of Ti CP1 and Ti-6Al-4V in a deep eutectic solvent-based electrolyte, with a focus on grain size effects, machining mechanisms, and material behaviour under tensile load. Surface roughness data, supported by images and surface reconstructions, highlights the impact of grain size on the surface finish of both materials. Data reveals no significant difference in material removal volumes between Ti CP1 and Ti-6Al-4V, although differences in profile width and are observed. These variations are attributed to the distinct machining mechanisms influenced by the oxide layer thickness in each material. The study also examines the application of EJM for material characterization under tensile load, with images of localized regions showing varying strain levels.
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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