FROM “THE GOLDEN VALLEY” TO “THE SILICON TAIGA”: VECTORS OF CULTURAL MEMORY
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
A new transdisciplinary direction “memory studies” is actively developing in the world science. The study of the memory phenomenon is conducted in a socio-cultural context. The historiographical analysis shows the need to expand specific research in accordance with the “memorial turn”. The authors reconstruct cultural practices and determine the vectors of cultural memory in Novosibirsk Akademgorodok in the second half of the 20th — first quarter of the 21st century, they considers the role of cultural memory for the synergy and harmony of technological and socio-cultural spheres of society, which determines the novelty of the work. Вy the beginning of the 21st century cultural practices of Early Akademgorodok have formed dynamic socio-cultural complexes: toponymic, memorial-monumental, heritage, intellectual-leisure, attractive, eventful. They are dynamic vectors of cultural memory of the landmark “Novosibirsk Akademgorodok”. The prospects of the research are connected with the social necessity of socio-cultural support for the promotion of the “Akademgorodok 2.0” mega-project with due regard for historical experience and synthesis of images of the nostalgic past and the predicted future — from the “golden valley” to the “silicon taiga”.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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