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Research Collaboration Index

Subject Award · Social Sciences · 2026

Psychology: the ten finalists

The ten finalist universities are the ten highest-ranked on the Psychology collaboration index, listed here alphabetically until the full index publishes on 15 September. Each finalist is represented by an academic whose recent work exemplifies why: a real project, drawn from the open scholarly record, cited so you can check it.

Finalists, not winners. The ten finalists in each subject are the ten highest-ranked universities on the published subject index; each is represented by an academic and a project identified from the open scholarly record, with the paper cited so every claim can be checked. The exact positions publish with the full index on 15 September 2026 at 09:00 UK, when the awards become a headline strand of the global launch. Winners are decided by editorial review and announced on 15 September 2026. The Subject Awards are exclusive to partner universities.

The finalists

Ten universities. Ten projects. Ten academics.

Michael Y. Ni

๐Ÿ‡ญ๐Ÿ‡ฐ Chinese University of Hong Kong · Corresponding author

Mental disorders following COVID-19 and other epidemics: a systematic review and meta-analysis

Beyond its direct physical toll, COVID-19 placed a heavy burden on mental health, and earlier epidemics offer a point of comparison. Searching five databases and synthesising prevalence estimates from probability samples during COVID-19 and past outbreaks, the study assembles a picture of mental disorder in the general community rather than only among patients already in care.

Translational Psychiatry · 2022 · 179 citations · co-authors across 5 countries

Alex S. Keuroghlian

๐Ÿ‡บ๐Ÿ‡ธ Harvard University · Senior author

Factors Leading to โ€œDetransitionโ€ Among Transgender and Gender Diverse People in the United States: A Mixed-Methods Analysis

Data on transgender and gender diverse people who return to living as their sex assigned at birth have been scarce, leaving the topic to argument rather than evidence. Drawing on the US Transgender Survey of 27,715 adults, the study examines how many reported a history of detransition and the reasons they gave, combining multiple-choice answers with analysis of their own written responses.

LGBT Health · 2021 · 217 citations

Amanda Worker

๐Ÿ‡ฌ๐Ÿ‡ง King's College London · Co-author

The normative modeling framework for computational psychiatry

Computational psychiatry seeks quantitative tools for understanding mental health, and normative modelling is one of its frameworks. Published in Nature Protocols, the work sets out this framework in practical detail, giving researchers in the field a protocol they can follow to apply the approach in their own studies.

Nature Protocols · 2022 · 289 citations · co-authors across 4 countries

Margaret L. Kern

๐Ÿ‡ฆ๐Ÿ‡บ The University of Melbourne · Co-author

Belonging: a review of conceptual issues, an integrative framework, and directions for future research

A sense of belonging, the feeling of deep connection with social groups, places and experiences, is a fundamental human need that predicts mental, physical, social, economic and behavioural outcomes. Reviewing the conceptual issues that have hampered progress, the work offers a new integrative framework for understanding and studying belonging, and charts key avenues for future research and practice.

Australian Journal of Psychology · 2021 · 889 citations · co-authors across 3 countries

David M. Frost

๐Ÿ‡ฌ๐Ÿ‡ง University College London · Corresponding author

Minority stress theory: Application, critique, and continued relevance

Minority stress theory, first articulated in integrative form in 2003, explains how social, psychological and structural factors produce mental health inequalities facing sexual minority populations. Reviewing two decades of developments, the work weighs critiques and applications of the theory and reflects on its continued relevance amid rapidly changing social and policy contexts.

Current Opinion in Psychology · 2023 · 875 citations · co-authors across 2 countries

Lourens Waldorp

๐Ÿ‡ณ๐Ÿ‡ฑ University of Amsterdam · Senior author

Comparing network structures on three aspects: A permutation test.

Psychologists increasingly model constructs as networks of interacting parts, and have moved from describing single networks to comparing them across populations, but the statistical tools were missing. This article presents the network comparison test, which uses resampling-based permutation testing to compare two independent data sets on network structure, the strength of individual connections, and overall strength.

Psychological Methods · 2022 · 1,429 citations · co-authors across 4 countries

Peter B. Jones

๐Ÿ‡ฌ๐Ÿ‡ง University of Cambridge · Senior author

Mindfulness-based programmes for mental health promotion in adults in nonclinical settings: A systematic review and meta-analysis of randomised controlled trials

Mindfulness-based programmes are being widely implemented to reduce stress in nonclinical settings, yet a comprehensive evidence synthesis had been lacking. Following a detailed preregistered protocol developed with public and professional stakeholders, the team searched thirteen databases and systematically reviewed randomised controlled trials to assess whether such programmes actually promote mental health compared with no intervention or alternatives.

PLoS Medicine · 2021 · 320 citations · co-authors across 4 countries

Per Engzell

๐Ÿ‡ฌ๐Ÿ‡ง University of Oxford · Senior author

A systematic review and meta-analysis of the evidence on learning during the COVID-19 pandemic

Pulling together the studies published across the pandemic years, the work systematically reviews and meta-analyses the evidence on what happened to children's learning during COVID-19. Establishing what the literature collectively shows, rather than what any single study reported, is the groundwork that any serious response to lost learning depends on.

Nature Human Behaviour · 2023 · 513 citations · co-authors across 3 countries

Mathias Allemand

๐Ÿ‡จ๐Ÿ‡ญ University of Zurich · Corresponding author

Changing personality traits with the help of a digital personality change intervention

Personality traits carry real consequences and can shift across a lifetime, but whether people can deliberately change them was unsettled. A three-month digital intervention was tested in a randomised controlled trial with 1,523 participants: the intervention group changed more than controls and in the directions they intended, changes that people close to them also noticed and that were still present three months later.

Proceedings of the National Academy of Sciences · 2021 · 268 citations · co-authors across 3 countries

Brenda W.J.H. Penninx

๐Ÿ‡ณ๐Ÿ‡ฑ Vrije Universiteit Amsterdam · Corresponding author

How COVID-19 shaped mental health: from infection to pandemic effects

This review considers the mental health consequences of COVID-19 at two levels: the effects of infection itself, and the effects of living through a pandemic. Keeping those strands apart matters, because they arise through different routes and call for quite different responses from clinicians and from policy.

Nature Medicine · 2022 · 453 citations · co-authors across 2 countries

Exclusive to partners

The Subject Awards are open to partner universities.

Partners verify their data, feature their academics, and are eligible for the Subject Awards. Finalists are identified from open data; winners are decided by our editorial team and announced on 15 September 2026.

Explore partnership →

The wider slate

Fifteen more candidate partnerships behind the finalists.

๐Ÿ‡ฆ๐Ÿ‡บ The University of Queensland×๐Ÿ‡ฆ๐Ÿ‡บ Queensland University of Technology

Dissecting the Shared Genetic Architecture of Suicide Attempt, Psychiatric Disorders, and Known Risk Factors

2021 · 247 citations · 254 joint works in field

๐Ÿ‡ง๐Ÿ‡ช KU Leuven×๐Ÿ‡ง๐Ÿ‡ช Ghent University

Standards of Care for the Health of Transgender and Gender Diverse People, Version 8

2022 · 2,532 citations · 156 joint works in field

๐Ÿ‡ฆ๐Ÿ‡บ UNSW Sydney×๐Ÿ‡ฆ๐Ÿ‡บ The University of Sydney

Internet-Based Cognitive Behavioral Therapy for Depression

2021 · 890 citations · 496 joint works in field

๐Ÿ‡ญ๐Ÿ‡ฐ University of Hong Kong×๐Ÿ‡ญ๐Ÿ‡ฐ Chinese University of Hong Kong

Mental disorders following COVID-19 and other epidemics: a systematic review and meta-analysis

2022 · 178 citations · 628 joint works in field

๐Ÿ‡บ๐Ÿ‡ธ Stanford University×๐Ÿ‡บ๐Ÿ‡ธ University of California, San Francisco

Standards of Care for the Health of Transgender and Gender Diverse People, Version 8

2022 · 2,532 citations · 264 joint works in field

๐Ÿ‡ธ๐Ÿ‡ช Karolinska Institutet×๐Ÿ‡ธ๐Ÿ‡ช Stockholm University

Internet-Based Cognitive Behavioral Therapy for Depression

2021 · 890 citations · 517 joint works in field

๐Ÿ‡ฌ๐Ÿ‡ง Imperial College London×๐Ÿ‡ฌ๐Ÿ‡ง University College London

School Closures During Social Lockdown and Mental Health, Health Behaviors, and Well-being Among Children and Adolescents During the First COVID-19 Wave

2022 · 664 citations · 213 joint works in field

๐Ÿ‡ณ๐Ÿ‡ฑ University of Groningen×๐Ÿ‡ณ๐Ÿ‡ฑ Utrecht University

Psychopathological networks: Theory, methods and practice

2021 · 296 citations · 221 joint works in field

๐Ÿ‡ฟ๐Ÿ‡ฆ University of Cape Town×๐Ÿ‡ฟ๐Ÿ‡ฆ Stellenbosch University

The prevalence of mental health problems in sub-Saharan adolescents: A systematic review

2021 · 306 citations · 199 joint works in field

๐Ÿ‡บ๐Ÿ‡ธ Columbia University×๐Ÿ‡บ๐Ÿ‡ธ Harvard University

Standards of Care for the Health of Transgender and Gender Diverse People, Version 8

2022 · 2,532 citations · 276 joint works in field

๐Ÿ‡ธ๐Ÿ‡ฌ National University of Singapore×๐Ÿ‡บ๐Ÿ‡ธ Duke University

Towards a youth mental health paradigm: a perspective and roadmap

2023 · 295 citations · 324 joint works in field

๐Ÿ‡บ๐Ÿ‡ธ Yale University×๐Ÿ‡บ๐Ÿ‡ธ Harvard University

The promise of machine learning in predicting treatment outcomes in psychiatry

2021 · 505 citations · 327 joint works in field

๐Ÿ‡ซ๐Ÿ‡ฎ University of Helsinki×๐Ÿ‡ซ๐Ÿ‡ฎ University of Turku

Digital interventions for the treatment of depression: A meta-analytic review.

2021 · 430 citations · 260 joint works in field

๐Ÿ‡ฆ๐Ÿ‡บ Monash University×๐Ÿ‡ฆ๐Ÿ‡บ The University of Melbourne

Belonging: a review of conceptual issues, an integrative framework, and directions for future research

2021 · 843 citations · 616 joint works in field

๐Ÿ‡ณ๐Ÿ‡ฑ Radboud University Nijmegen×๐Ÿ‡ณ๐Ÿ‡ฑ University of Amsterdam

Theory Construction Methodology: A Practical Framework for Building Theories in Psychology

2021 · 390 citations · 199 joint works in field

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