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 reflection examines the intersection of art, mining and sustainability through the creation of the Heavy Metal Suite—a collaborative musical project exploring the future of minerals and mining. The music was composed by artists from across the globe, and premiered in a Vancouver performance by Axiom Brass on Earth Day (22 April) 2024. The Suite comprises eight compositions focused on the key resources of copper, lithium, zinc, gold, silver, platinum, water and silicon. Each movement explores the intrinsic chemical properties of these resources, and develops the themes of colonialism, capitalism and consumption relevant throughout this volume. All of the composers contributed a movement to the Suite, inspired by a resource with particularly relevance to their own country. Following a brief introduction to the conception and evolution of this project by Philippe Tortell and Dorival Puccini, Jr., the founder of Axiom Brass, the eight composers reflect in turn on their creative processes and the resultant musical works.
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 | 0.001 | 0.001 |
| Scholarly communication | 0.031 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.056 | 0.006 |
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