Constructing a Coupling Layer of an Inorganic Catalyst and a Conjugate Polymer for Efficient Electron Transport at the Biotic/Abiotic Interface
Bibliographic record
Abstract
A comodified strategy was developed to connect inorganic catalysts with conjugated polymers and outer-membrane proteins, where an in situ growth method was used to stimulate synergistic interactions fully and thus enhance photocatalytic performance of the biocatalysts. The biocatalyst bCdS/PA@MR-1 decolored low-concentration dyestuff wastewater continuously, with decoloring completed within 15 min. Under visible-light irradiation, the photoelectrons from cadmium sulfide and bioelectrons in bCdS/PA@MR-1 formed a fast electron flow, and electron transport occurred in the comodified structure. Moreover, the separation of photoholes can effectively promote the properties of bioelectrons produced by the bacteria Shewanella oneidensis MR-1 that were used to clean the photoholes to prevent damage or corrosion, thereby ensuring efficient decolorization of anthraquinone and azo dyes. After decolorization in dyes, the activity of bCdS/PA@MR-1 was rejuvenated, with the OD 600 value reaching 92.7% of that of the initial, illustrating advantages such as long shelf life and sustained renewable catalytic activity of the bCdS/PA@MR-1 biocatalyst.
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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 | 0.001 | 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 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".