Learning to See and Seeing to Learn: Children, Communities of Practice and Pleistocene Visual Cultures
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
During the Late Pleistocene, children in southwest France and northern Spain grew up engaging with the world around them through the lenses of locally and historically situated pictorial cultures. This particular period and region is not the site of the earliest example of symbolic behaviour, nor is it the only example of the production of imagery during the Pleistocene but the rich record of Franco-Cantabrian visual material culture provides a unique opportunity to explore how children learned to decode and transform the world around them through imagery. In this paper, focusing on parietal art, I consider the biological, cognitive and social underpinnings of the uniquely human ability to move between two and three dimensional worlds and to perceive a fourth dimension—time—through the perception of motion from still images. These abilities, which can be traced through the archaeological record, allowed children and the adults they became new ways of imagining and acting in the world.
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 | 0.001 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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