Evidence map›Paper›PMID 41567930›Full record

ArticlePNAS nexus2026

Explaining women's skepticism toward artificial intelligence: The role of risk orientation and risk exposure.

Sophie Borwein, Beatrice Magistro, R Michael Alvarez, Bart Bonikowski, Peter J Loewen

Abstract read
In one paragraph

Article in PNAS nexus, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Sophie BorweinDepartment of Political Science, University of British Columbia, Vancouver, BC, Canada V6T 1Z1.ORCID https://orcid.org/0000-0002-6698-6648
Beatrice MagistroDepartment of Political Science and School of Public Policy and Urban Affairs, Northeastern University, Boston, MA 02115, USA.ORCID https://orcid.org/0000-0001-7423-3577
R Michael AlvarezDivision of the Humanities and Social Sciences, California Institute of Technology, Pasadena, CA 91125, USA.
Bart BonikowskiDepartment of Sociology, New York University, New York City, NY 10003, USA.ORCID https://orcid.org/0000-0003-0107-0644
Peter J LoewenDepartment of Government, Cornell University, Ithaca, NY 14850, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This article examines the gender gap in attitudes toward the adoption of AI in the workplace, with a focus on how gender differences in risk orientation and risk exposure drive skepticism toward AI's economic benefits. Using original survey data from

Indexed as

artificial intelligencegender gappublic opinionrisk

Identifiers

PMID41567930
PMCPMC12817214

What OpenQuestion holds

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LicenceCC BY-NC
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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.