Comment on “Two pathways for photon upconversion in model organic compound systems” [J. Appl. Phys. 101, 023101 (2007)]
Bibliographic record
Abstract
This Comment notes that Baluschev et al. [J. Appl. Phys. 101, 023101 (2007)] have used an inappropriate model to describe photon upconversion by triplet-triplet annihilation and electronic energy transfer in metalloporphyrin-organic electronic energy acceptor systems. Models that account for aggregation of the metalloporphyrins and coaggregation of the metalloporphyrins with the organic energy acceptors must be employed. Several additional pathways for photon upconversion involving excitons in aggregates are proposed. Heterospecies triplet-triplet annihilation must be considered in the coaggregated metalloporphyrin-diphenylanthracene system.
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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 | 0.001 |
| 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 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".