N-Heterocyclic Carbene/Brønsted Acid Cooperatively Catalyzed Conversions of α, β-Unsaturated Carbonyls: Hydrogen Bond Donor/Acceptor-Electrophile/Nucleophile Combination Models
Bibliographic record
Abstract
Great success has been achieved in precisely constructing C–C bonds under N-heterocyclic carbene (NHC)/Brønsted acid (BA) cooperative catalysis. However, how NHC and BA co-catalyst accelerate conversions of α,β-unsaturated carbonyls remains unclear. Herein, we have systematically studied several representative NHC/BA cooperative catalysis models to help chemists better understand the nature of these reactions. The favorable models of NHC/BA cooperatively catalyzed reactions of α,β-unsaturated carbonyls were identified and confirmed by the proposed hydrogen bond donor/acceptor-electrophile/nucleophile combination rules and reactivity index (denoted as Rk). This work should be important for understanding the cooperative catalytic mechanism and also provides valuable insights for designing an efficient cooperative catalytic reaction with special selectivity.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".