Cuvette‐Based Electrogenerated Chemiluminescence Detection System for the Assessment of Polymerizable Ruthenium Luminophores
Why this work is in the frame
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Bibliographic record
Abstract
Abstract Herein, we validate a novel cuvette‐based approach to measure electrogenerated chemiluminescence (ECL) by employing the hyphenation of a commercial spectrometer and a potentiostat. The new experimental design provides simultaneous acquisition of electrochemical and ECL data, allowing complementary analysis by both techniques. Preliminary analysis of an organometallic ECL standard, tris(2,2′‐bipyridine)ruthenium(II) (Ru(bpy) 3 2+ ), and tripropylamine (TPA), showed excellent reproducibility both in terms of the electrochemistry and the ECL signal. Equally as important, the acquired electrochemistry and ECL from the Ru(bpy) 3 2+ /TPA system served as a baseline for evaluating the ECL response of polymerizable ruthenium luminophores.
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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 | 0.000 |
| 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 it