Comparative Screening of DalPhos/Ni Catalysts in C‐N Cross‐couplings of (Hetero)aryl Chlorides Enables Development of Aminopyrazole Cross‐couplings with Amine Base
Bibliographic record
Abstract
Abstract A systematic competitive evaluation of the DalPhos ligand family in nickel‐catalyzed N ‐arylation chemistry is reported, involving primary (linear and branched) and secondary alkylamines, as well as a primary five‐membered heteroarylamine (aminopyrazole), in combination with a diverse set of test electrophiles and bases (NaO t Bu, K 2 CO 3 , DBU/NaTFA). In addition to providing optimal ligand/catalyst identification, and bringing to light methodology limitations (e. g., unwanted C−O cross‐coupling with NaO t Bu), our survey enabled the development of the first efficient catalyst system for heteroatom‐dense C−N cross‐coupling of aminopyrazoles and related nucleophiles with (hetero)aryl chlorides by use of an amine ‘dual‐base’ system.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".