ARKAIM - A DEPOSIT OF THOUGHT ACTIVITY.AN EXPERIENCE OF ARCHEOLOGY OF ENGINEERING THINKING
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 article examines the patterns of the nature of the development of material culture and civilizations proper as a result of a combination of objective conditions for the generation of certain types of activities, such as the availability of certain resources that make possible the emergence of certain types of activities and, of necessity, the emergence of certain types of thinking that ensure these types of activities. The study of the circumstances that gave rise to the emergence of engineering thinking amongthe residents of Arkaim is carried out based on the works of the Soviet philosopher and methodologist Georgy Petrovich Shchedrovitsky and the system-based approach created under his leadership. The purpose of the article is to show the existence of objective circumstances proving the regularity of the occurrence of a step in the development of material culture, which led to the transition from the Stone Age to the Bronze Age in the Southern Urals.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| 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