MétaCan
Menu
Back to cohort
Record W7070538771

Promoting Renewable Energy Development and Deployment through International Cooperation: Canada's Role in the 21st Century

2018· other· en· W7070538771 on OpenAlex

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

VenueYork University Digital Library (York University) · 2018
Typeother
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicEnvironmental Science and Technology
Canadian institutionsnot available
Fundersnot available
KeywordsRenewable energySoftware deploymentCommercializationMarket penetrationSustainable developmentFeed-in tariffClimate change mitigationEnergy policyEnergy engineeringEnergy subsidies
DOInot available

Abstract

fetched live from OpenAlex

The development and deployment of renewable energy technologies is increasingly recognized as a necessary action to tackle climate change, advance energy security, and to achieve a transition towards a low-carbon, sustainable economy and society. Despite that, the penetration and commercialization of renewable energy solutions has been hindered, particularly in developed countries, by the existence of market-related, economic, financial, institutional, regulatory, technical, social, cultural, behavioural, and other barriers. Dismantling those barriers will require an in-depth understanding of the challenges faced and the implementation of a variety of tools and mechanisms that are increasingly recognized by energy experts as effective in the facilitation of renewable energy deployment. 
\n
\nIn the last decades, international cooperation has played an important role in helping low-income countries increase the penetration of renewable energy sources. Collaboration is key considering that it creates opportunities for transferring knowledge and environmentally sound technologies, for fostering local capacity, for accessing finance and funding to develop new projects, for ensuring that new technical and policy initiatives are informed by know-how accumulated in leading countries, and for guaranteeing that new renewable energy projects are of the highest quality. That said, the purpose of this report is to identify, based on an extensive literature review and interviews, cooperation mechanisms through which Ottawa can help promote the deployment of renewable energy solutions in developing countries where the penetration of these technologies in the electricity mix is low or non-existent. The research question are: 1) Why should Canada collaborate with developing countries to advance renewable energy as a climate change mitigation strategy?; 2)How can Canada help promote the widespread deployment and commercialization of renewable energy technologies in low-income countries that rely on conventional energy sources; and 3)What must be the focus or targets, financing sources, and mechanisms to foster collaboration? 
\n
\nThe report concludes that the Canadian government has an obligation to collaborate with developing countries in the implementation of climate mitigation and adaptation strategies mainly on the grounds that Canada is and has been one the top emitters of greenhouse gases (GHG). Secondly, it suggests that Canada could make a meaningful contribution by focusing its efforts and resources on helping beneficiary countries, through bilateral agreements, enhance local capacity building and improve their policy framework for renewable energy development. Lastly, it recommends that said assistance should be provided by offering training and certification at no cost either on RETScreen or on renewable energy system installation and maintenance for individuals who meet a number or conditions and, furthermore, by connecting local politicians and regulators with a select group of leading renewable energy policy experts from Canada. These and other initiatives could be funded with public money provided that fossil fuel subsidies are reduced or eliminated. 
\n
\nSubsequently, the report demonstrates that Canada's collaboration could help Latin American countries, such as Colombia, diversify their electricity portfolio, reduce GHG emissions, advance long-term energy security and sustainability, and provide economic opportunities for the country's most marginalized and vulnerable populations. Finally, it indicates that additional research is needed to identify countries that would be interested and that could benefit from entering into a long-term collaborative relationship with the Canadian government and, furthermore, to analyse alternative collaboration models and pathways.

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)0.000
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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.144
Threshold uncertainty score0.997

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 science0.0010.001
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 head0.142
Teacher spread0.138 · 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