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At the Origins of International Cooperation Among Geocryologists: From the History of the Formation of Connections Between Soviet Permafrost Researchers and North American Scientists in the 1960s

2025· article· en· W4416258505 on OpenAlex
A. A. Suleymanov

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueИсторический журнал научные исследования · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicArctic and Russian Policy Studies
Canadian institutionsnot available
Fundersnot available
KeywordsPermafrostGeopoliticsRelevance (law)Representation (politics)Work (physics)Field (mathematics)Odds

Abstract

fetched live from OpenAlex

This study is dedicated to creating a cohesive scientific representation of the initial stage of the development of contacts between scientists from the USSR, the USA, and Canada in the field of permafrost research and the exchange of scientific and practical experience in the development of territories located in the cryolithozone. In this regard, the purpose of the work is to reconstruct the history of the establishment of scientific ties between Soviet geocryologists and their colleagues from North American research centers in the 1960s, as well as to determine the main forms of development and results of this process. The relevance of this issue is emphasized, first, by the existing gap in historiography, and second, by the current geopolitical situation. It appears that the reconstruction of examples from the past, demonstrating the possibilities and role of scientific connections in establishing contacts between countries at odds in military-political and financial-economic relations, could serve as one of the drivers for the gradual "reset" of international relations in the modern world. The development of the topic is based on documents identified in the archives of the Russian Academy of Sciences and the Scientific Archive of the Siberian Branch of the Russian Academy of Sciences. In processing these documents, mainly historical methods of scientific knowledge were employed: the principle of historicism, historical-typological, historical-comparative, and historical-genetic methods. As a result of the conducted research, a coherent scientific representation of the history of the establishment of international ties among Soviet, American, and Canadian permafrost researchers in the 1960s has been created for the first time in historiography. In this context, the history of joint initiatives realized during this period has been reconstructed. It is noted that despite the limited nature of cooperation, the first experience of interaction demonstrated in this article was a significant step forward and subsequently led to a considerable intensification of international ties among permafrost researchers. During the examined period, this experience was represented by participation in international forums held in the USA and the USSR, as well as by reciprocal familiarization trips of geocryologists, which effectively took the form of internships, facilitating the exchange of scientific and practical experience regarding the consideration of the permafrost factor in the development of Arctic and Subarctic territories. The role of the director of the Institute of Permafrost Studies, P.I. Melnikov, in developing international scientific ties is also highlighted.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.192
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.005
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.060
GPT teacher head0.344
Teacher spread0.284 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it