The Surface Quality of Low-Pressure Injection Molded Articles Obtained by a Cavity/Core Mold Pair Given a Difference in Temperature and/or Surface Roughness
Why this work is in the frame
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Bibliographic record
Abstract
In injection molding, it is important to manage the surface related problems of molded articles. A trial has been reported on managing sinkmarks concentrated to the one-sided surface of moldings through giving a mold temperature difference. Our experiment here was conducted for clarifying how the uneven sinkmark development influenced the surface transfer, under the combined conditions of a low injection pressure with a given difference in temperature and roughness in the mold having mirror-cavity and rough-core surface. The evaluation was performed by glossmetry at the cavity side and by volumetry of sunk-space at the core side.
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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 | 0.001 | 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 | 0.001 |
| 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