Phospha-Mannich reactions of RPH<sub>2</sub>, R<sub>2</sub>PH, and R<sub>3</sub>P
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Phosphorus-based Mannich-type reactions (phospha-Mannich reactions) of primary or secondary phosphines with carbonyl compounds and amines (R2NH, RNH2, and NH3) provide a powerful synthetic tool in the worldwide search for future ligands. The variety of amines and phosphines available allows for designing and fine-tuning water-soluble, chiral, macrocyclic, pincer, tripodal, photoactive, and etc., phosphine ligands with P–C–N linkage(s) (P,N-acetals). Aminized supports and amine-terminated dendrimers can easily be phosphine-functionalized by phospha-Mannich reactions, and used in reusable heterogeneous catalysts. If CH2O is used as a C-component, its stable adducts with phosphines, that is, RP(CH2OH)2 and R2PCH2OH, are often used in syntheses of P,N-acetals as they are less toxic and non-pyrophoric analogs of the phosphines, whereas other carbonyl compounds are usually converted into imines or iminium salts. In phospha-Mannich reactions, tertiary phosphines form a P+–C–N linkage (P+,N-acetals) that can easily be broken by bases, realizing imine, or iminium cations, and are used as imine/iminium donors in organic syntheses.
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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 | 0.001 | 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 | 0.002 | 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) | 0.000 | 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