A borindolizine platform for the design of fluorophores with tunable emissions
Why this work is in the frame
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Bibliographic record
Abstract
A new boron-containing heterocyclic scaffold – borindolizine – is reported as a new heterocyclic scaffold with broadly tunable fluorescence and a high Stokes shift. Two classes of emitters were synthesized through rational scaffold changes resulting in blue-emitting carboxyborindolizines (λmax,em = 431 – 459 nm) and green emitting aryl borindolizines (λmax,em = 488 – 519 nm). Experimental structure-emission trends were used to validate a computational spectral prediction model and subsequently used to design a red-emissive fluorophoric scaffold. A red-emissive (λmax,abs = 370 nm, λmax,em = 635 nm) isoquinolyl borinidolizine was synthesized in excellent agreement with the theoretical emission (λmax,em = 621 nm). These results establish borindolizine as a highly attractive class of fluorescent heterocycle with a highly tunable emission, allowing for custom fluorophore synthesis.
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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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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