Evidence map›Paper›PMID 37945609›Full record

ArticleScientific reports2023

AI specialization for pathways of economic diversification.

Saurabh Mishra, Robert Koopman, Giuditta De Prato, Anand Rao, Israel Osorio-Rodarte, Julie Kim, Nikola Spatafora, Keith Strier, Andrea Zaccaria

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Scientific reports, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Saurabh MishraTaiyō.AI, San Francisco, USA.
Robert KoopmanSchool of International Service, American University, Washington, D.C., USA.
Giuditta De PratoJoint Research Centre (JRC), European Commission, Brussels, Belgium.
Anand RaoHeinz College of Information Systems and Public Policy, Carnegie Mellon University, Pittsburgh, USA.
Israel Osorio-RodarteThe World Bank Group, Washington, D.C., USA.
Julie KimUber Technologies Inc., San Francisco, USA.
Nikola SpataforaInternational Monetary Fund (IMF), Washington, D.C., USA.
Keith StrierNVIDIA Corp., Santa Clara, USA.
Andrea ZaccariaInstitute for Complex Systems, CNR, Rome, Italy. andrea.zaccaria@cnr.it.

Funding

Italy MUR PRIN 20223W2JKJ
6 · The paper itself

Abstract

The growth in AI is rapidly transforming the structure of economic production. However, very little is known about how within-AI specialization may relate to broad-based economic diversification. This paper provides a data-driven framework to integrate the interconnection between AI-based specialization with goods and services export specialization to help design future comparative advantage based on the inherent capabilities of nations. Using detailed data on private investment in AI and export specialization for more than 80 countries, we propose a systematic framework to help identify the connection from AI to goods and service sector specialization. The results are instructive for nations that aim to harness AI specialization to help guide sources of future competitive advantage. The operational framework could help inform the public and private sectors to uncover connections with nearby areas of specialization.

Identifiers

PMID37945609
PMCPMC10636127

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.