Anode based on alcohol dehydrogenase enzyme and Titanium dioxide nanotubes for photocatalytic microfluidic device.
Bibliographic record
Abstract
Abstract Alcohol dehydrogenase enzyme (ADH) has been used for the development of bioanodes for the ethanol oxidation reaction. In this work, the immobilization of this enzyme was carried out using titanium dioxide nanotubes for the development of photoelectrodes for an air-breathing microfluidic device. TiO2 nanotubes (TNT) have excellent properties such as pH resistance, superior mechanical strength, good biocompatibility making them great candidates for the process of immobilization of ADH. TNT were fabricated by electrochemical anodic oxidation on Ti foils. Then enzyme alcohol dehydrogenase was immobilized and the electrode was evaluated in the microfluidic fuel cell using an inorganic cathode based on commercial Pt / C, obtaining a good performance when was exposed under ultraviolet light.
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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) | 0.001 | 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 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".