Bibliographic record
Abstract
In his book The Living Rock, historian A.J. Wilson writes, “The history of metals is the history of civilization”. From its beginnings in simple toolmaking, to modern-day machinery and weapons, the development of metallurgy ranks second only to agriculture in its impact on human society; to be sure, civilization as we know it would not exist without the discovery and use of metals. Modern man is familiar with dozens of metals, some common, some precious, some useful, some deadly. It is remarkable then to consider that, until the late Middle Ages, there were only seven metals known in their elemental form: gold, silver, copper, iron, lead, tin and mercury. For thousands of years, until isolated zinc was recognized in the fifteenth century, mankind would rely on what we now refer to as the seven classical metals. Through a survey of their historical, scientific, cultural, utilitarian and mythological characteristics, the seven classical metals are investigated. From this research, common threads emerge that suggest a spirit or essence of each metal, expressed as the metal’s imperative. The concept of the imperative embodies more than the metal’s physical characteristics, symbolism and history; it suggests that each metal is compelled to be considered and used in a particular way. It is an idea that metals are not simply passive materials, but possessing of an active and influential force. The metal imperatives, projected onto a barren site in the Sudbury area, are used as generators for the design of seven metal spaces. On this expansive landscape, the interventions communicate the natures of gold, silver, copper, iron, lead, tin and mercury against a backdrop of earth and sky.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.003 | 0.005 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.040 | 0.015 |
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".