In-Plane and Out-of-Plane Multilayer Structures of Bismuth Stearate Langmuir Blodgett Film
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Bibliographic record
Abstract
Thin Bismuth films and ultrathin Bismuth layers have been at the forefront of the topics of interest in materials science research in the last two decades. A host of preparation methods to prepare such Bismuth thin and ultrathin films are discussed in the literature. We propose a new approach to prepare multilayers of ultrathin Bismuth layers in Bismuth stearate thin film using the Langmuir-Blodgett technique. X-ray diffraction investigation is used to confirm the out-of-plane periodic multilayer structure and the periodicities of these thin films. To obtain a more complete picture of the structure, we investigated the in-plane surface morphology using scanning electron microscopy.
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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 | 0.000 |
| 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