SACETraj: An AutoCAD Catmull-Rom Spline Trajectory Interpolator
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
The presented software, programmed in C#, is a plugin for the AutoCAD computer-assisted design program that adds functionality to output toolpaths in the form of spline control points. Motion controllers are often used in laboratory settings to drive the motion of a research tool in three-dimensional space. The trajectory files accepted by these controllers are often not used in industry, for example spline interpolation, hence the tools needed to generate such files for toolpath motion are not readily available. The developed AutoCAD Catmull-Rom Spline Trajectory Generator aims to address this limitation and will contribute to foster intelligent manufacturing strategies at research laboratories. The generated toolpaths can either be a direct spline interpolation of drawing geometries or a derivation from it. Point density is dynamically calculated along a given path depending on user-specified tolerance. This software, adaptable to other CAD design tools, will facilitate workflow in research equipment requiring spline input of toolpaths and increase versatility of lab tools.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.003 |
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