Catalytic Alkyne Dimerization without Noble Metals
Why this work is in the frame
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Bibliographic record
Abstract
1,3-Enynes are core structures of various natural products or pharmaceuticals and are broadly used synthons in organic synthesis. Metal-catalyzed alkyne dimerization is a desirable preparation method, due to its perfect atom economy and the readily available alkyne substrates. Controlling the regio- and stereoselectivity remains a challenge, due to the competing formation of the head-to-tail (gem) and head-to-head (E/Z) isomers. Although catalytic systems based on noble metals have been extensively studied, there has been a growing interest to replace these noble metals with environmentally benign and inexpensive alternatives. In this Perspective, we highlight recent advances in catalytic alkyne dimerization, without the use of noble metals.
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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) | 0.003 | 0.001 |
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