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
Abstract This chapter presents step by step procedure for the synthesis of α‐bromoacetyl N‐methyliminodiacetic acid (MIDA) boronate. Organoboron compounds have become increasingly relevant in synthesis and drug discovery as they represent key intermediates in accessing complex small molecules/heterocycles and unique structural motifs. The borylation of preformed heterocycles typically involve lithiation protocols, transition metal‐catalyzed reactions, and electrophilic borylation methods. α‐Bromoacetyl MIDA boronate was synthesized by the epoxidation of commercially available vinyl MIDA boronate with mCPBA, furnishing the corresponding oxiran‐2‐yl MIDA boronate after trituration of the crude material with diethyl ether. The α‐bromoacetyl MIDA boronate building block has been shown to be amenable towards the synthesis of C2‐borylated imidazopyridines and indolizines in a regiochemically controlled fashion, with downstream construction of novel boron‐containing bis(heteroaryl) motifs.
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.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.301 | 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