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
This perspective provides an entry-level conversation concerning base metal catalysis as a green and sustainable solution in industrial and academic contexts. We establish a definition of “base metal,” challenging readers to consider the ethical implications of metal sourcing. We explore what it means to be “sustainable” and provide information on current efforts in synthetic chemistry. We provide examples of current catalytic trends and transformations in popular fields such as cross-coupling and small-molecule conversion, highlighting relevant base metal systems. Finally, we consider social context—for example, decisions related to catalyst development are often driven by factors including costliness, safety, social adoptability (whether society will accept its usage), and performance. How do we move base metal catalysis to the forefront? Is society concerned if materials are fabricated from cheaper and more abundant sources? How does the synthetic chemistry community guide this knowledge translation?
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 | 0.000 |
| 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) | 0.000 | 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