Observing Long-Lived Photogenerated Holes in Cobalt Oxyhydroxide Oxygen Evolution Catalysts
Bibliographic record
Abstract
Steady-state and time-resolved spectroelectrochemical optical absorption techniques were used to investigate photoexcited states of amorphous cobalt-phosphate oxyhydroxide (CoPi) and cobalt-borate oxyhydroxide (CoBi) oxygen evolution catalysts. These materials revealed concurrent spectroelectrochemical intensity changes in their ground-state and photoexcited visible spectra, providing insights into the dynamics of defect states attributable to trapped holes. Notably, long-lived photoexcited states, assignable to hole-based defects persisting beyond 10 ms in H 2 O, were observed in CoPi and CoBi for the first time. With 380 nm band gap excitation and delays shorter than 10 ps, excited-state decay for CoPi was markedly faster than for CoBi, despite the ultimately longer lived signal of CoPi beyond the ms time scale. The distinct kinetic profiles highlight the films’ differences in structural and electronic properties despite strong similarities in absorption spectral profiles. These results provide further insights into the differences between the electronic properties and dynamics of CoPi and CoBi, which have been challenging to structurally and electronically characterize due to their amorphous nature.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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".