Exploring Homogeneous Conditions for Mild Buchwald–Hartwig Amination in Batch and Flow
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Bibliographic record
Abstract
Cross-couplings are among the most frequently used reactions in complex molecule synthesis. However, the requirement of stoichiometric base can cause challenges. Harsh, insoluble inorganic bases can lead to poor tolerance of sensitive functional groups, scale-up issues, and difficult adaptation to continuous flow platforms. Herein, we describe the use of high throughput experimentation to identify a number of conditions that enable Buchwald–Hartwig reactions to be carried out using readily available ligands (e.g., XantPhos) with DBU as a soluble, functional-group-tolerant, homogeneous base. Application of this system to diverse aminations in batch and flow are demonstrated, as is the translation of this technique to performing continuous Mizoroki–Heck and Sonogashira coupling reactions.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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