Modeling of hP3 intermetallics in space group P-3m1: Calculated powder patterns from CRYSTMET <sup>®</sup> X-ray cell data and <i>ab initio</i> coordinates
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Bibliographic record
Abstract
There are 39 CRYSTMET ® entries in the hexagonal space group P-3m1 (164) reporting both distinct pure phase compounds and atomic coordinates. Having the same Wyckoff positions in the same space group as the C6 structure type, all are isopointal with it. The range of observed c/a values extends from about 0.65 to 1.83. Three types are distinguished: Layered materials with CdI 2 type, the CeCd 2 type which is a slight distortion of the hexagonal AlB 2 type, and the intermediate EuGe 2 type made of the materials AuTe 2 , BaSi 2 , EuGe 2 , and SrGe 2 . Ab initio modeling of the 26 entries with CdI 2 and EuGe 2 type and atomic coordinates reproduces convincingly both their c/a axial ratios and z coordinates. For CoO 2 and SiTe 2 , both c/a and z deviate to a degree from the reported values, indicating that those materials should be reexamined for superstructures, stoichiometry, etc. Ab initio modeling of the 11 cell-and-type entries with CdI 2 type and no coordinates in CRYSTMET reproduced convincingly their reported axial ratios. The X-ray cell data and the ab initio z coordinates were then used in the production of reliable calculated powder patterns for CoTe 2 , CrSe 2 , HfS 2 , HfSe 2 , HfTe 2 , NbTe 2 , SnSe 2 , VS 2 , VTe 2 , ZrS 2 , and ZrTe 2 . All 11 patterns have been inserted in the intense diffraction line search system of CRYSTMET operated under the Materials Toolkit. Comparison of calculated patterns for SnSe 2 and ZrTe 2 with experimental entries in the PDF exposes the complementarity of calculated and experimental powder patterns and suggests that JCPDS pattern #15-223 should be reinterpreted in terms of the CdI 2 structure type. The CeCd 2 ⇔AlB 2 type transformation is modeled and discussed on YCd 2 using both ab initio methods and a hard-sphere model. For z <0.45, the ab initio solution is identical with that from the hard-sphere model while a quantum regime is predicted in the small region 0.45< z <0.467 beyond which YCd 2 abruptly transforms to the AlB 2 type. In spite of the new understanding gained, this modeling fell slightly short of allowing calculation of z values and powder patterns for the materials CaHg 2 , DyHg 2 , ErCd 2 , GdHg 2 , HoCd 2 , HoHg 2 , LuCd 2 , NdCd 2 , SmHg 2 , TbCd 2 , and TbHg 2 with no coordinates in CRYSTMET.
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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 | 0.001 |
| 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