The Internalization of Autonomous Nature into Society
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
There is presently much theoretical discourse claiming that nature is being socially constructed or even abolished. Some authors celebrate this development and others lament it. Still others bracket nature's dynamics out of the analysis. The present paper critically assesses these theories and methodologies concerning relations between social practices and processes of nature. It then develops an alternative argument. The expansion of society into wilderness areas has brought new disturbances of nature into society. Pristine nature has been replaced by socially encompassed primal nature, which retains its capacity for independent dynamics that affect social constructions. Moreover, nature remains embedded in technology and so does its potential to escape control. These hybrids constructed by humans and nonhumans recombine processes and materials of nature. Now that this recombi-nant nature has been integrated into society and new primal dynamics of nature have been internalised, there is increasing reason to incorporate the forces of nature into sociological analysis.
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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 | 0.003 | 0.006 |
| 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 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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