Bibliographic record
Abstract
The publication of three issues of a Selected Archival Materials from the legacy of the Russian and American sociologist P.A. Sorokin (1898-1968), published by Pitirim Sorokin International Centre of Social Research at Syktyvkar State University, follows the growing interest of specialists and the public in the humanization of society. Thanks to cooperation with the University of Saskatchewan (Canada), Archives and Special Collections Department publishes little-available materials from the sociologist Pitirim Sorokin 's creative heritage. In the first issue “Pitirim Sorokin’s Drafts: A Collection of Archival Materials” compiled by N.F. Zyuzev (2019), the ten materials presented are grouped thematically: sociological theory, ethics of altruism, book reviews. The materials of the second issue reveal Sorokin's attitude to the political situation and conflicts in the modern world (the period of the US war in Vietnam, 1955-1975). The second issue of the collection draws attention to the historical context of Sorokin's work. It is also notable for the participation of students in the preparation of texts of archival materials as translators under the guidance of experienced specialists. The third issue “Pitirim Sorokin’s Drafts: Journalistic Materials” differs from the previous ones in that most of its materials have already been published by Sorokin, but remain inaccessible to specialists. The materials of the issue allow us to conclude that the search for ways to a humanistic society was intensified immediately after the manuscript of the book Modern Sociological Theories (1928) was ready. All publications add to the knowledge of the structural links in the implementation of P.A. Sorokin's scientific program, dating back to his early scientific works. The prospect of publishing archival materials is increasing in the course of the ‘archival revolution’ ¾ policy of ensuring wide openness and digitization of data contained in the repositories of society's historical memory.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.005 | 0.007 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.029 | 0.007 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".