(BIO)Technological Images about Human Self-construction on Spain Context: A Preliminar Study
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 study of (bio) technology has a great social significance. As time goes by, the human being is getting more linked to technology. (Bio)technology and society are, therefore, two inseparable fields. Furthermore, this study shows the importance of setting a new context of analysis for (bio)technology. This context will be a polycontexture formed by biological, technical, psychological, sociological and axiological factors. In order to analyze this polycontexture, we consider that one of the most powerful methods is that used by social imageries. Social imageries have been studied by many researchers, but we believe that Juan Luis Pintos has developed the best method. In the end, this paper concludes that the materialization of this polycontexture is the cyborg metaphor. Keywords: Cyborg; Policontexture; Juan Luis Pintos; Socials Imageries
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.101 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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