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Record W4387779536 · doi:10.1177/09713557231201182

Business Opportunities of Information and Communication Technologies (ICTs) in Health Services for Democratic Republic of Congo

2023· article· en· W4387779536 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueThe Journal of Entrepreneurship · 2023
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicFinTech, Crowdfunding, Digital Finance
Canadian institutionsPolytechnique Montréal
Fundersnot available
KeywordsEconomic growthDemocracyEntrepreneurshipSustainable developmentPovertyPolitical scienceInformation and Communications TechnologyContext (archaeology)Public relationsPoliticsBusinessEconomics

Abstract

fetched live from OpenAlex

According to the United Nations Development Program, the Agenda for Sustainable Development Goals projects by 2030 is improving human well-being over the world by eliminating poverty, creating gender equality, preserving the environment, helping shared growth, as well as involving people at the core of the sustainable development Agenda. Democratic Republic of Congo (DRC) is in a fragile state where its legitimacy is threatened by the war in the east of the country, the destruction of social capital and social cohesion as well as the severe economic challenges which have been amplified with the political context. Nationally, this Agenda constitutes a real opportunity to accelerate the implementation of Information and Communication Technologies (ICTs) in the fields of health, education and public services in this country. This article shows how to turn the ICTs adapted for DRC into business opportunities and how various types of entrepreneurship can be implemented at the local and national levels, with a particular focus on medical drones. The article also proposes the guidelines to be followed for the success of such experiences both in the private and public sectors, as well as in international partnerships between developed, emerging and developing countries.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.279
Threshold uncertainty score0.240

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.002
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 head0.046
GPT teacher head0.252
Teacher spread0.205 · 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