Organic Transformations Utilizing 1,5,7‐Triazabicyclo[4.4.0]Dec‐5‐Ene (TBD): A Tale of Two Nitrogens
Bibliographic record
Abstract
Abstract 1,5,7‐Triazabicyclo[4.4.0]dec‐5‐ene (TBD) is a bicyclic guanidine with booming applications. Bearing both a sp2‐hybridized nitrogen and an adjacent N−H bond, TBD is a multifunctional and versatile reagent that is able to promote a variety of organic transformations. Although advancements with TBD in the polymer field have been well reviewed and documented, summaries that focus on synthetic methodologies are scarce. This review intends to provide a concise overview of synthetic methods utilizing TBD published over the past two decades. Classified based on the primary function of TBD, diverse transformations are described, and reaction mechanisms are incorporated when necessary. Examples from various fields are covered, including methodology developments, natural product syntheses, medicinal chemistry applications, as well as industrial utilizations.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
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 | 0.001 | 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) | 0.002 | 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 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".