“Bridge Model” of nanoparticles deposited on pores area of the substrate during a membrane fabrication
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
The initial observations of a palladium membrane deposited by an electroless process and an aluminium membrane deposited by a sputtering process on the porous stainless steel substrates illustrate that the membranes are made of their nanoparticles and the pore areas at the surface of the substrate are covered by palladium or aluminium nanoparticles, which are like building bridges there. A “Bridge Model” is presented to illustrate the deposition progress of the fabrication of a membrane on the porous substrate. Scanning electron microscope micrographs from the cross section of the the palladium membrane deposited on the substrate confirm the presence of this bridge. The result will be beneficial for the design and fabrication of various nanomembranes and micromembranes on the porous substrates as well the effective control of them by the deposition processes.
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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