SURFACE TOPOGRAPHY ON EPITAXIAL <font>HoBa</font><sub>2</sub><font>Cu</font><sub>3</sub><font>O</font><sub>7-δ</sub> AND <font>Bi</font><sub>2</sub><font>Sr</font><sub>2</sub><font>CaCu</font><sub>2</sub><font>O</font><sub>8+δ</sub> THIN FILMS
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
Surface topography on epitaxial HoBa 2 Cu 3 O 7-δ (HBCO) and Bi 2 Sr 2 CaCu 2 O 8+δ (BSCCO) thin films analysis by using the atomic force microscopy (AFM) technique was carried out. The films were deposited in situ on SrTiO 3 substrates with thicknesses ranging from 100 to 300 nm by a high-pressure sputtering process. Chemical etching with a nonaqueous solution of Br-ethanol was used to modify the surface of the samples. HBCO films showed spiral grains, while BSCCO samples exhibited a terraced growth. Etching with Br-ethanol has different effects on HBCO and BSCCO. In HBCO, etching produces clean surfaces with light changes on the surface morphology, whereas in BSCCO it conduces to strong changes in the structure and the roughness of the film surface.
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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 | 0.011 | 0.001 |
| Meta-epidemiology (narrow) | 0.018 | 0.020 |
| Meta-epidemiology (broad) | 0.020 | 0.012 |
| Bibliometrics | 0.005 | 0.010 |
| Science and technology studies | 0.009 | 0.007 |
| Scholarly communication | 0.006 | 0.017 |
| Open science | 0.010 | 0.006 |
| Research integrity | 0.007 | 0.017 |
| Insufficient payload (model declined to judge) | 0.001 | 0.005 |
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