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Record W6959109147 · doi:10.6084/m9.figshare.29917301

Effects of slightly elevated temperatures on concrete materials and structures properties

2025· dataset· en· W6959109147 on OpenAlexaboutno aff

Bibliographic record

VenueFigshare · 2025
Typedataset
Languageen
FieldMedicine
TopicHemoglobinopathies and Related Disorders
Canadian institutionsnot available
Fundersnot available
KeywordsNuclear powerClimate changeGlobal warmingNuclear power plantRange (aeronautics)Global temperature

Abstract

fetched live from OpenAlex

Climate change is a global phenomenon and Canada’s national climate change assessments project the changes to continue. The rise in global temperatures due to climate change over the past several years has caused many utilities to see the operating temperatures of their nuclear power plants increasing, with some instances where the temperature limitations may have been reached or exceeded. Temperature limitations for nuclear power reactors in North America are established in United States (US) and Canadian codes and standards (American Concrete Institute, 2013; ASME, 2023; CSA Group, 2019, 2025). Overall, temperature limitations are set to 65°C (150°F) over long-term periods, except for local areas (around penetrations for hot piping) where the temperature limit is 95°C (200°F) for the US codes, and 100°C (210°F) for the Canadian standards. Higher temperature limitations are set for short-term periods for the interior surface of the structures: 175°C (350°F) over large areas and 345°C (650°F) over local areas affected by impingements from steam or water jets. Several studies have performed literature reviews focusing on the impact of elevated temperatures on a wide range of concrete properties (Acosta Urrea, 2018; Kassir et al., 1996; Mohammed, 2019; Naus, 2010). In addition, significant research has been conducted in the past several years to better characterize and understand the behaviour of concrete materials and structures when subjected to elevated temperatures. The objective of this paper is to synthetize the major findings of the various studies, with a focus on the properties relevant for nuclear power plant concrete structures when subjected to slightly elevated temperatures. To align with CNSC’s philosophy to ensure clarity on the regulatory requirements, the paper will also provide a regulatory perspective on how the CNSC expects that utilities would approach the impact of slightly elevated temperatures on nuclear concrete structures in the Canadian context. In particular, the paper will describe the type of technical information and analyses that would be required for CNSC staff to perform their regulatory oversight assessments of existing and new nuclear power plants.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Dataset · Consensus signal: none
Teacher disagreement score0.010
Threshold uncertainty score0.020

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0050.001

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 head0.009
GPT teacher head0.235
Teacher spread0.226 · 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 designBench or experimental
Domainnot available
GenreDataset

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

Citations0
Published2025
Admission routes1
Has abstractyes

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