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Record W3125344877

Blockchain Technology – What’s in Store for Canada’s Economy and Financial Markets?

2017· article· en· W3125344877 on OpenAlexaboutno aff
Thorsten V. Koeppl, Jeremy Kronick

Bibliographic record

VenueC.D. Howe Institute Commentary · 2017
Typearticle
Languageen
FieldComputer Science
TopicBlockchain Technology Applications and Security
Canadian institutionsnot available
Fundersnot available
KeywordsFinTechIntermediaryBlockchainCryptocurrencyBusinessDigital currencyFinancial intermediaryFinancial marketCurrencyOrder (exchange)Financial servicesPaymentIndustrial organizationCommerceComputer securityComputer scienceTelecommunicationsFinanceEconomicsMonetary economics
DOInot available

Abstract

fetched live from OpenAlex

Blockchain technology has the potential to transform dramatically how a modern economy deals with maintaining and updating records. This innovation has already created lots of turbulence in financial markets and beyond. It will be a challenge to let markets figure out how to best use this technology while ensuring consumer safety and efficiency. Our goal in this paper is to unveil the potential of blockchain technology and guide regulators in how to approach the challenges this technology entails. The most well-known examples of blockchains are found in the area of payments systems and, more generally, in financial markets. It is thus understandable that the financial industry is leading the charge to unearth the potential of this technology in order to find cost efficiencies, but also to recapture above normal profits. The potential application of this technology, however, reaches much further than merely being a currency like bitcoin or a record-keeping system. Early applications of this technology include smart contracts and attempts by governments to build universal online identification systems. Blockchain technology also introduces new concepts such as cryptographic communication protocols and distributed data storage that can increase the safety of electronic networks and offer potential cost efficiency. We do not expect distributed ledgers to completely supplant traditional intermediaries, especially in areas where these intermediaries are of systemic importance or provide services that require a high degree of ad hoc coordination. Still, many elements of this new technology offer a unique opportunity for such intermediaries to modernize their infrastructures and offer their clients safer and cheaper systems. It is not clear, however, how to realize such benefits in a way that makes sure they are passed on to the economy as a whole. This leads us to identify three major challenges and priorities for policymakers and regulators arising from blockchain technology: 1. Design a principle-based regulation regime that achieves high safety standards, legal certainty and a stable environment for transactions based on distributed ledger technology; 2. Ensure that this technology leads to appropriate end-user cost efficiencies rather than simply a redistribution of above-normal profits among intermediaries; and 3. Determine areas where government involvement is advisable, be it in the role of facilitator for a private or public distributed ledger, or as a direct central node that applies elements of the technology but retains the monopoly of managing the ledger entries.

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)0.017
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: Commentary · Consensus signal: Commentary
Teacher disagreement score0.630
Threshold uncertainty score0.736

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.017
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.005
Science and technology studies0.0100.011
Scholarly communication0.0230.040
Open science0.0020.004
Research integrity0.0100.007
Insufficient payload (model declined to judge)0.0510.010

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 head0.010
GPT teacher head0.233
Teacher spread0.222 · 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
GenreCommentary

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".

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Citations0
Published2017
Admission routes1
Has abstractyes

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