A first approach of Laser Mesh Cladding
Why this work is in the frame
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Bibliographic record
Abstract
Controlling the heat input and exploring alternate feedstocks for DED is necessary to improve the versatility of this technique. A novel approach DED is investigated by implementing a new control method for energy beam scanning oscillation and utilising a new feedstock: metallic meshes. This represents the first exploration of ‘laser mesh cladding (LMC)’. Under certain conditions, the clads show similar results of wire and powder DED producing dense clads with no large pores, grain refinements at the edges of the clads and a layer height of 0.6 mm. Secondly, with the same laser process parameters for two different meshes, LMC produced fully dense clads with the denser mesh creating slightly smaller melted area. This then manifests as a new cladding operation where material input and energy input can be manipulated during the deposition for a total process flexibility.
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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) | 0.001 | 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