Locating the bandgap edges of eumelanin thinfilms for applications in organic electronics
Bibliographic record
Abstract
Authors’ affiliations were revised for Ryan Ambrose and Prof. Ian Hill in the article ‘Locating the bandgap edges of eumelanin thinfilms for applications in organic electronics’ (DOI: 10.1002/jctb.7011), published in Wiley Online Library on 10 December 2021 and in the Journal of Chemical Technology and Biotechnology, 97:837–843. Corrected affiliations are as follows: Dieudonné Niyonkuru,a Alexandre Carrière,a Ryan Ambrose,b Abdelaziz Gouda,a Manuel Reali,a Anthony Camus,a Alessandro Pezzella,c,d Ian Hillb and Clara Santatoa a Department of Engineering Physics, Polytechnique Montreal, Montreal, Canada b Dalhousie University, Department of Physics & Atmospheric Science, Nova Scotia, Canada c Bioelectronics Task Force, University of Naples Federico II, Italy d Department of Physics “Ettore Pancini”, University of Naples Federico II, Italy
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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 | 0.001 |
| 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".