Non-local modelling of twinning in polycrystalline AZ31
Bibliographic record
Abstract
Figure data used for the paper "A non-local model for the description of twinning in polycrystalline materials in the context of infinitesimal strains: application to a magnesium alloy" (10.46298/jtcam.7562). Specifically, the following data is included : Figure 3a : fig_behavior_compression_modified_model.txt (X, Y for solid curve) + fig_behavior_compression_modified_exp.txt (X, Y for experimental points) Figure 3b : fig_activity_compression_modified.txt (X, Y Bas, Y Pri, Y Pyr et Y TTw for solid curves). Dots: first point of the curve. Figure 5a : fig_schmid_onset.txt (X Local, X Global, Y) Figure 5b : fig_schmid_end.txt (X Local, X Global, Y) Figure 6 : fig_path_equivalentstress.txt (X, Y Equivalent stress) + fig_path_twinvolumefraction.txt (X, Y Twin volume fraction) Figure 7a : fig_post3_sig.txt (X, Y, size) Figure 7b : fig_post10_sig.txt (X, Y, size) Figure 8a : fig_post3_tau.txt (X, Y, size) Figure 8b : fig_post10_tau.txt (X, Y, size) Figure 9a : fig_behavior_compressiontension_model.txt (X, Y for solid curve) + fig_behavior_compressiontension_exp.txt (X, Y for experimental points) Figure 9b : fig_activity_compressiontension_modified.txt (X, Y Bas, Y Pri, Y Pyr et Y TTw for solid curves). Dots: first point of the curve. Figure 10a : fig_basal0_modified_parent.txt (X, Y, size for parent grains) Figure 10b : fig_basal5_modified_parent.txt (X, Y, size for parent grains) + fig_basal5_modified_child.txt (X, Y, size size for child grains) Figure 10c : fig_basal13_modified_parent.txt (X, Y, size for parent grains) et fig_basal13_modified_child.txt (X, Y, size for child grains) Figure 11a : fig_behavior_convergence_64.txt (X, Y for curve 64^3) + fig_behavior_convergence_96.txt (X, Y for curve 96^3) + fig_behavior_convergence_128.txt (X, Y for curve 128^3) + fig_behavior_convergence_192.txt (X, Y for curve 192^3) Figure 11b : fig_local_convergence_128.txt (X, Y, size for points 128^3) + fig_local_convergence_192.txt (X, Y, size for points 192^3)
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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 | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.012 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".