Fixture assembly planning in a web-based collaborative environment
Why this work is in the frame
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Bibliographic record
Abstract
Collaboration is essential for enterprises' survival in today's competitive global market. Web-based environments enable designers to communicate and perform functionalities with their geographically distributed partners. Although much research has been conducted in fixture design theory and verification, little attention was paid to fixture assembly planning in a distributed collaborative environment. Fixture assembly planning is subject to geometrical and functional constraints related to the fixture in a working environment. This paper presents a fastener based geometrical approach to fixture assembly planning in a distributed environment. The topological disassemblability of fixture elements and fasteners, the assembly tool feasibility, and fixture functionality are analysed based on geometrical constraints. The developed system is implemented in a three-tier client/server architecture. The example demonstrates the developed system.
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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