Electrochemical evaluation of Ti/TiO 2 -polyaniline Anodes for Microbial Fuel Cells using Hypersaline Microbial Consortia for Synthetic-wastewater Treatment
Bibliographic record
Abstract
A Ti/TiO2-polyaniline (PAni) composite electrode was developed and explored with electrochemical methods. The results of electrochemical impedance spectroscopy (EIS) demonstrate that under abiotic conditions the cathode is the limiting component of the electrochemical cell for the occurrence of the charge-transfer reactions. In contrast, when the Ti/TiO2-PAni composite is working as anode in the microbial fuel cells (MFCs) studied, the controlling electrochemical processes occur at the anode. The higher power densities, 2317 mW/m², were obtained with a pure culture of Geobacter sulfurreducens, and significant power density was obtained with an uncharacterized consortium, 1137 mW/m². The results showed that the Ti/TiO2-PAni anode is a suitable material to be optimized for developing highpower MFCs with G. sulfurreducens for wastewater treatment.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 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".