A quarter of a century of cooperation and collaborative research (to the 60th birthday of archaeologist Arkady Ivanovich Korolev)
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 paper is devoted to the 60th birthday of Arkadiy Ivanovich Korolev, the dean of the Faculty of History at Samara State University of Social Sciences and Education. It summarizes the results of our collaborative research on the study of monuments from the Neolithic, Eneolithic and Early Bronze Age on the territory of the Western Volga region. These studies began in 1996 during excavations of the Volgapino Eneolithic settlement. During the past years we studied more than a dozen monuments during collaborative expeditions. 20 articles and 2 monographs have been published on the materials of these studies. During these studies the map of Eneolithic monuments distribution in the region was clarified, the periodization and chronology of Volosov and Imerca antiquities was developed, the origin of Imerca culture was established, specific features in the development of Eneolithic groups of the Middle Volga population were revealed, the chronological priority in the development of Eneolithic antiquities of the forest-steppe zone was determined, representative collections of various archaeological materials were received. The long-standing communication with A.I. Korolev has been very useful and productive. During our discussions at conferences and in expeditions common approaches to comprehension and interpretation of archaeological material were developed, which contributed to the effective solution of scientific problems.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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