Bibliographic record
Abstract
The transformation of waste is perhaps the oldest pre-occupation of man.Man being the chosen alloy, he must be reconnected -via shit, at all cost.Inherent with(in) us is the dream of the task of the alchemist To create from the clay of man, And to re-create from excretion of man pure and then soft and then solid gold the Patti Smith group 25th Floor (& High on Rebellion) Beginnings from a distance it may seem that the dialogue between money and imagination is located in mind, consciousness and cognitive capacity rather than materiality and body.indeed, the material body of money is seen as less important than the semiotic value attached to certain objects by way of the brain's ability to invest substance with meaning and purpose.'Money' -suggests norman o. Brown -'is inorganic dead matter which has been made alive ' (1970 [1959]:245).the discarded bodies of different material substances, often with little practical utility, such as clay, shells, teeth, stones, paper and beads are brought to life by the capacity to reimagine these materials and accord them the status of being valuable.this presupposes a faith in substance, as well
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.017 |
| Scholarly communication | 0.006 | 0.006 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.009 | 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 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".