Oxidative Palladium(II)-catalyzed Arene C-H Bond Functionalization and Progress towards the Total Synthesis of 6-Deoxyerythronolide B
Bibliographic record
Abstract
To address the issue of unnecessary functional group transformations in synthesis, the direct functionalization of carbon-hydrogen (CâH) bonds presents itself as an efficient and atom economical process. In particular, palladium(II)-catalyzed oxidative functionalization of arene CâH bonds were investigated to yield intermolecular and intramolecular arylations. Kinetic studies and characterization of bimetallic palladium(II) complexes led to the discovery of two other palladium(II)-catalyzed processes: arene hydroxylation and selective chlorination of anilides.\nRealizing the potential of biocatalysis and of transition-metal catalysis, we marriaged these two fundamentally different methods to access complex molecules in rapid and step economical ways and chose popular synthetic target, 6-deoxyerythronolide B to showcase the efficiency of these stereoselective reactions. To form the 14-membered lactone, we employed a transition-metal catalyzed ring-closing metathesis. Two different fragments were assembled via traditional and reliable aldols, oxidations and reductions, crotylations and protective group chemistry.
Stored with the screening record, where it is evidence for the labels above.
How this classification was reachedexpand
The three-model screen
all 5,600 screened works →All three models called this out of scope.
Chemistry dissertation on palladium-catalyzed C-H functionalization and a total synthesis; synthetic methodology in the bench sense, not research practice.
The dissertation studies chemical synthesis and catalytic reactions rather than research methods as an object.
Chemistry dissertation on palladium-catalyzed arene C–H functionalization and natural-product synthesis.
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".