Variants of DsRed fluorescent protein: Development of a copper sensor
Why this work is in the frame
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Bibliographic record
Abstract
The fluorescence quenching of drFP583 (DsRed) protein by metal ions was investigated. CuSO4 reversibly and pH dependently quenched the red emission at 583 nm of drFP583. The copper binding constant was 15 mM. Following random mutagenesis, blue- and red-shifted mutants of drFP583 were generated, and their metal sensing properties were examined. Mutant gRF possessed properties similar to green fluorescent protein and had a 18 mM copper binding constant. Mutant Rmu162 had an extraordinary red-shifted emission peak at 620 nm. A third mutant, Rmu13, had dual emission peaks at 500 nm and 583 nm and possessed the properties of a copper sensor with a binding constant of 11 mM.
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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