Evaluation of a Thixomolded Magnesium Alloy Component for Automotive Application
Bibliographic record
Abstract
<div class="section abstract"><div class="htmlview paragraph">Thixomolding® is a semi-solid metal-molding process used to produce magnesium alloy components. The component quality is claimed to be high due to the low speed non-turbulent filling experienced in the thixomolding process. Parts of AM60 alloy were produced in a USAMP/DOE funded and directed project to demonstrate economic production of quality large thin wall, structural magnesium component using thixomolding. The selected application was the Ford F-150 shotgun; the structural connection between the A-pillar and the radiator support structure, and produced by G-Mag International. Test pieces were assessed through radiography and mechanical testing. The properties of the shot-gun casting were compared to those of experimental plate castings. Properties of the large casting were found to have a higher level of scatter compared to plate castings which can be attributed to the gas entrapment and oxide inclusions. The results are presented and discussed in this publication.</div></div>
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How this classification was reachedexpand
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 | 0.002 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".