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
The existence and availability of metals is taken for granted by most people. However, these perceptions will be challenged as global metal demand increases due to economic development, and supplies are threatened by dwindling geological reserves and shifting geopolitics. Alternative sources and methods of supply must be developed if we are to meet anticipated needs for metals, including those required for the transition to renewable energy systems. The ideal goal is a circular economy, where recycling and reuse of metal-containing products keep these resources available to the economy as long as possible. At the same time, innovation within the existing global metal supply system can provide new access to metal sources and opportunities for improved recovery of metals along the supply chain. The key is to open new points of entry into the metal supply system, identify and remove barriers, introduce necessary technologies, and organize more efficient business models. This includes the targeting of smaller-scale deposits and the more efficient recovery of metals from waste material at various points along the supply chain. If society were more engaged in such developments, metals could be more efficiently supplied with significant economic benefits to a larger number of individuals.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.002 |
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