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Record W3185880655 · doi:10.25071/2561-5467.120

“The United States Cannot Afford to Lag Behind Russia”: Making the Case for an American Nuclear Icebreaker, 1957-1961

2021· article· en· W3185880655 on OpenAlexfundvenueno aff
Peter Kikkert

Bibliographic record

VenueThe Northern Mariner / Le marin du nord · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicNuclear Issues and Defense
Canadian institutionsnot available
FundersArctic Institute of North AmericaU.S. Geological SurveyU.S. Department of Homeland Security
KeywordsPolitical science

Abstract

fetched live from OpenAlex

Between 1957 and 1961, members of Congress spearheaded efforts to gain authorization for the U.S. Coast Guard to construct a nuclear-powered icebreaker. This article uses congressional hearings, debates, and media coverage to conduct a frame analysis and map the arguments, themes, and stories used to convince decision-makers to build the vessel. While state competition became the central frame used by American nuclear icebreaker proponents, national security, science and technology, an uncertain future, and technical details about the existing fleet’s decline were also popular narratives. Although the push for a nuclear icebreaker enjoyed popular bi-partisan and bi-cameral support in Congress, it failed to convince a budget-conscious Eisenhower administration. De 1957 à 1961, les membres du Congrès se sont efforcés d’obtenir l’autorisation de la Garde côtière américaine de construire un brise-glace à propulsion nucléaire. À l’aide d’audiences du Congrès, de débats et de reportages dans les médias, cet article effectue une analyse de cadre et recense les arguments, les thèmes et les récits qui ont servi à convaincre les décideurs de construire le navire. Alors que les partisans américains des brise-glaces nucléaires se sont principalement fiés à la concurrence entre états comme leur cadre principal, la sécurité nationale, la science et la technologie, un avenir incertain et des détails techniques concernant le déclin de la flotte existante étaient également des conceptions populaires. Bien que la pression en faveur d’un brise-glace nucléaire ait bénéficié d’un appui populaire bipartite et bicaméral au Congrès, elle n’a pas réussi à convaincre l’administration Eisenhower soucieuse de son budget.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.095
Threshold uncertainty score0.188

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.004
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0250.016
Scholarly communication0.0100.004
Open science0.0010.005
Research integrity0.0040.010
Insufficient payload (model declined to judge)0.0020.000

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 head0.027
GPT teacher head0.301
Teacher spread0.274 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations2
Published2021
Admission routes2
Has abstractyes

Explore more

Same venueThe Northern Mariner / Le marin du nordSame topicNuclear Issues and DefenseFrench-language works237,207