Effect of magnesium content on the semi solid cast microstructure of hypereutectic aluminium-silicon alloys
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
Litterature review -- Principles of semi solid metal (SSM) processing -- Solidification characterization and thermodynamic evaluation of hypereutectic A1-Si alloys -- Mechanical properties of A1-Si alloys -- Methodology and experimental procedures -- Alloys under study -- Thermodynamic evaluation of the alloy system -- Preparing the high Mg content alloys -- Measurement of density by Archimedes's principle -- Microstructural characterization -- Rheological characterization -- Results and scientific findings -- Thermodynamic evaluation of hypereutectic A1-Si (A390) alloy with addition of Mg content -- Effects of Mg content on the evolution of eutectic microstructure for conventionnally cast and rheocast hypereutectic A1-Si alloy -- Effect of isothermal ageing on the semi solid microstructure of rheoprocessed and partially remelted of A390 alloy with 10% Mg addition -- Rheological characterization of hyper-eutectic A1Si sllloy with 10% Mg -- General discussion -- Contributions and recommendation.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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