Inside Cover: A Sensitive Technique Unravels the Kinetics of Activation and <i>Trans</i> ‐Cleavage of CRISPR‐Cas Systems (Angew. Chem. Int. Ed. 22/2024)
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
CRISPR-Cas systems are activated by the formation of a ribonucleoprotein and its binding to the target nucleic acid sequence. Both binding processes are important for the overall performance. In their Communication (e202404069) Hongquan Zhang, X. Chris Le et al. describe a new method to study the binding kinetics and report the rate constants (kon and koff) and dissociation constant (Kd) for the activation of Cas13a by its RNA target. The method can unravel and quantify the kinetics of activation and enzymatic cleavage in a dynamic system. Artwork created by Jeffrey Tao.
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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