Bibliographic record
Abstract
This article reports the comprehensive details of structure, morphology, mechanical, thermal, and optical details of BiOI material and film, combining both experimental and first-principle calculations. The structure, morphology, atomic concentration, and optical properties have been investigated via XRD, SEM, EDX, and UV-vis analysis. Moreover, the first-principle calculations have been performed applying the plane-wave pseudopotential based density functional theory (DFT) to investigate the structural aspects, mechanical behaviors, thermal, and optical characteristics of the prepared BiOI compound. The calculated lattice constants reasonably agree with its experimental values. BiOI's mechanical stability requirement is perfectly fulfilled by the derived elastic constants. This BiOI compound could be utilized as a thermal barrier coating (TBC) material because of the calculated Debye temperature and minimum thermal conductivity. Furthermore, crucial optical factors such as absorption coefficient, dielectric constants, photoconductivity, loss function, refractive index, and reflectivity are studied and described in order to maximize the effectiveness of BiOI applications.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 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".