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Record W2311859462

Strengthening the Internet for Global, Ubiquitous and Secure Commercial Use: Perspectives, Lessons, Issues and Challenges

2016· article· en· W2311859462 on OpenAlexaff
Prabir K. Neogi

Bibliographic record

VenueSSRN Electronic Journal · 2016
Typearticle
Languageen
FieldEngineering
TopicICT Impact and Policies
Canadian institutionsCarleton University
Fundersnot available
KeywordsThe InternetInternet privacyBusinessInternet accessMobile deviceCyberspaceComputer securityMobile phoneMalwareDigital divideTelecommunicationsComputer scienceWorld Wide Web
DOInot available

Abstract

Today we have near-universal availability of the Internet, with over 3 billion users in some 200 countries worldwide. Simultaneously the mobile phone, with some 7.1 billion subscriptions globally by the end of 2015, has become the most widely used communications device in the world, the access device of choice in developing countries and it is often the only available device there for accessing the Internet and its associated services.The positive socio-economic benefits derived from the Internet and the World Wide Web are enormous and well documented. However, the negative developments (e.g. malware, hacking, identity theft, organized cyber-fraud, cyber-crime, loss of Trust and Confidence in the Internet as a platform for commercial transactions) are increasing in magnitude. They need to be studied more carefully and understood better by the TPRC community, among others, so that practical and workable remedial measures can be proposed.In this paper the authors will show that the building of an appropriate institutional and legal infrastructure for the global digital marketplace and its underlying Internet infrastructure, as well as the creation of commonly accepted, understandable and internationally enforceable marketplace rules which provide trust and confidence for all those who operate in or are affected by it, is a necessary condition for the efficient functioning of a global, digital economy. Although the Internet has transformed our economy and society, it was never designed and built for global, ubiquitous and secure commercial use. As broadband mobile Internet access becomes more readily available and affordable, intelligent mobile devices are being used widely for business applications and financial transactions, as well as for personal and social purposes. This expansion will create more billions of vulnerable new mobile Internet users worldwide, with the bulk located in developing countries, who are likely to become an additional major target for malware, identity theft, cyber-fraud and cyber-crime.The paper makes the case that the status quo is untenable in the medium term. The increasing quantitative load put on the Internet by billions of new users (e.g. mobile users) and new uses (e.g. the Internet of Things), combined with increasing net threats, will eventually degrade the public Internet unless new institutional and governance arrangements can be created. For the Internet to achieve its maximum economic and social potential, there will have to be agreed upon and effective “rules of the road”, both nationally and globally. The task of building an environment of trust and confidence in the digital economy is complex: there is no magic or silver bullet. It will require a multi-stakeholder global approach and will involve concerted actions among many stakeholders: to create the requisite legal and regulatory environment; to develop voluntary codes of practice; to educate businesses, consumers and public service providers; and to create tools that are easy to use. Drawing upon the lessons of history and historical analogies, as well as examining some ideas proposed in various fora such as the OECD, ITU, WTO and by various experts, the paper will explore some possible solutions.

Stored with the screening record, where it is evidence for the labels above.

How this classification was reachedexpand

The three-model screen

all 5,600 screened works →

All three models called this out of scope.

stratum: aff_core · design weight: 5595.24 (the sample is stratified; any rate computed without the weight is wrong)
Claude Opus 4.8OUT
genre: conceptual
about Canada: no
confidence: high

Policy analysis of internet governance and trust for commercial use; the governed system is the internet, not research.

GPT-5.6 (high)OUT
genre: conceptual
about Canada: no
confidence: high

The article discusses Internet governance and security for commercial use, not research infrastructure or research practice.

Grok 4.5OUT
genre: policy
about Canada: no
confidence: high

Telecom/Internet commercial trust and legal infrastructure for digital markets; ICT policy, not metaresearch.

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)0.009
metaresearch head score (Gemma)0.006
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: none
Teacher disagreement score0.022
Threshold uncertainty score0.000

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.006
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.003
Science and technology studies0.0050.014
Scholarly communication0.0220.038
Open science0.0020.008
Research integrity0.0130.013
Insufficient payload (model declined to judge)0.0080.003

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 head0.022
GPT teacher head0.275
Teacher spread0.252 · 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

Citations0
Published2016
Admission routes1
Has abstractyes

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