Self-detached membranes with well-defined pore size, shape and distribution fabricated by underexposure photolithography
Bibliographic record
Abstract
An underexposure photolithography method was developed to fabricate self-detached polymer micropore membranes with uniform pore size, shape, and arrangement. The key to this technique is to control and adjust the gradient of exposure dose projected into the film of photoresist. This new approach abandons sacrificial layers used in previous techniques. Negative SU-8 was chosen as an example photoresist to demonstrate its feasibility. Membranes with specially tailored sizes and shapes of micropores could be produced on diverse substrates. The coefficient of variation of pore size was only 1%, much lower than that for conventional microporous membranes. Moreover, due to self-detaching without a sacrificial layer, the membranes were flat and free of residual stress and deformation. This novel photolithographic approach opened a new avenue to manufacture high-quality membranes that could broaden the applications of microparticle filtration, separation, and sorting.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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 | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".