Beyond efficiency: How artificial intelligence (AI) will reshape scientific inquiry and the publication process

Artificial intelligence is rapidly transforming how research is conceived, executed, published, and shared. This editorial examines the “elephant in the room”: the integration of AI across every stage of the research life cycle and publication pipeline. We trace AI’s expanding footprint on the author side, from sparking novel research ideas, mapping literature, and designing studies, to simulating data, analyzing results, and drafting manuscripts. We also consider AI’s growing role on the journal side, including automated manuscript triage, AI-assisted peer review, decision synthesis, and revision checks. And we discuss AI’s impact on research dissemination. Throughout, we highlight not only the unprecedented opportunities for creativity, efficiency, and accessibility, but also the ethical risks, such as epistemic homogenization, challenges to accountability, and the loss of scholarly craft. We urge researchers, editors, and institutions not to fall into the false binary of blind optimism or blanket skepticism. Instead, we call for deliberate engagement: a principled, transparent, and reflexive partnership between human scholars and machine collaborators. The question is no longer whether we want AI to shape the future of scholarship—it already is. The challenge now is to ensure that what it amplifies is not only our productivity, but our judgment, imagination, and collective responsibility in knowledge creation and dissemination.

Authors

Institutions

Publication Details

Journal
The Leadership Quarterly
Published
2025-07-01
DOI
https://doi.org/10.1016/j.leaqua.2025.101895
Citations
9
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
5.89
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Beyond efficiency: How artificial intelligence (AI) will reshape scientific inquiry and the publication process

Niels Van Quaquebeke, George C. Banks, Scott Tonidandel
9 citations
The Leadership Quarterly
Artificial Intelligence in Healthcare and Education
5.89
article

Beyond efficiency: How artificial intelligence (AI) will reshape scientific inquiry and the publication process

Niels Van Quaquebeke, George C. Banks, Scott Tonidandel
article en
9 citations

Abstract

Artificial intelligence is rapidly transforming how research is conceived, executed, published, and shared. This editorial examines the “elephant in the room”: the integration of AI across every stage of the research life cycle and publication pipeline. We trace AI’s expanding footprint on the author side, from sparking novel research ideas, mapping literature, and designing studies, to simulating data, analyzing results, and drafting manuscripts. We also consider AI’s growing role on the journal side, including automated manuscript triage, AI-assisted peer review, decision synthesis, and revision checks. And we discuss AI’s impact on research dissemination. Throughout, we highlight not only the unprecedented opportunities for creativity, efficiency, and accessibility, but also the ethical risks, such as epistemic homogenization, challenges to accountability, and the loss of scholarly craft. We urge researchers, editors, and institutions not to fall into the false binary of blind optimism or blanket skepticism. Instead, we call for deliberate engagement: a principled, transparent, and reflexive partnership between human scholars and machine collaborators. The question is no longer whether we want AI to shape the future of scholarship—it already is. The challenge now is to ensure that what it amplifies is not only our productivity, but our judgment, imagination, and collective responsibility in knowledge creation and dissemination.

The Leadership QuarterlyVol. 36(4)
University of North Carolina at Charlotte (US), Kühne Logistics University (DE), University of Exeter (GB)
Openalex Percentile: Top 4%
Artificial Intelligence in Healthcare and Education
5.89
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.