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Record W4409160813 · doi:10.1002/cjce.25620

Hydrogen production and status in Canada: Foundations for a low‐carbon future

2025· article· en· W4409160813 on OpenAlexaffvenueabout
Bahram Ghorbani, Sohrab Zendehboudi, Noori M. Cata Saady, G.F. Naterer

Bibliographic record

VenueThe Canadian Journal of Chemical Engineering · 2025
Typearticle
Languageen
FieldEnergy
TopicHybrid Renewable Energy Systems
Canadian institutionsUniversity of Prince Edward IslandMemorial University of Newfoundland
Fundersnot available
KeywordsProduction (economics)HydrogenHydrogen productionCarbon fibersNatural resource economicsEnvironmental scienceMaterials scienceChemistryEconomics

Abstract

fetched live from OpenAlex

Abstract Hydrogen (H 2 ) has emerged as a promising solution for decarbonizing energy systems and driving economic growth. Canada's federal and provincial climate commitments, financial support, and expertise in clean technology and H 2 research and development are establishing the country as a leader in achieving net‐zero carbon goals. This review paper provides a comprehensive study of the status, prospects, challenges, and opportunities associated with H 2 energy and the economy in Canada. The current state of H 2 energy infrastructure, including production facilities, distribution networks, and end‐user applications across Canada is examined. Various H 2 production pathways utilizing different energy sources and feedstocks are analyzed. Key focus areas include steam methane reforming, water electrolysis, autothermal reforming, biomass gasification, and the integration of leading‐edge technologies such as thermochemical cycles. The efficiency, costs, and environmental impacts of various H 2 production methods are assessed. Canada's H 2 production potential is examined across provinces, considering fossil fuel, nuclear, industrial thermal sources, and renewable energy sources such as wind, solar, biomass, and geothermal. Provincial strategies focus on regional strengths, with Alberta advancing blue H 2 production through carbon capture units and Quebec and British Columbia emphasizing green H 2 from hydroelectric and wind energy. The significant H 2 production projects and their applications across Atlantic, Central, and Western Canada are outlined. The main obstacles to establishing an H 2 economy in Canada are investigated, including economic challenges, policy gaps, technological limitations, infrastructure constraints, public awareness, subsidies, standardization, and safety concerns. Practical recommendations are offered to address these barriers, enabling the full potential of H 2 and supporting Canada's net‐zero emission goals.

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 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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.725
Threshold uncertainty score0.514

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.004
GPT teacher head0.176
Teacher spread0.171 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designSimulation or modeling
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

Citations8
Published2025
Admission routes3
Has abstractyes

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