Dynamics of Nanolattices: Polymer‐Nanometal Lattices
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
It is possible to fabricate lattice structures using polymer 3D printing for convenient generation of complex geometries, enhanced with electrodeposition of nanocrystalline metals for high strength. These hybrid polymer–nanometal structures have excellent mechanical properties relative to their mass when optimally designed. Because of the nearly limitless geometric flexibility made available through 3D printing, such lattices can further be designed to achieve additional functional goals. This chapter examines the use of polymer–nanometal hybrids in conditions where wave propagation is significant. First, the techniques used to fabricate the lattices is described. Second, the dispersive wave propagation properties of the resulting lattices are analysed using Floquet–Bloch methods. Finally, some concepts for linking this analysis to the design of lattices with desirable properties are outlined.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.035 | 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