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Record W4409968466 · doi:10.1038/s44220-025-00423-5

The Global Flourishing Study: Study Profile and Initial Results on Flourishing

2025· article· en· W4409968466 on OpenAlex
Tyler J. VanderWeele, Byron R. Johnson, Piotr Białowolski, Rebecca Bonhag, Matt Bradshaw, Thomas Breedlove, Brendan Case, Ying Chen, Zhuo Job Chen, Victor Counted, Richard G. Cowden, Pedro Antonio de la Rosa, Chris Felton, Alex Fogleman, Cristina B. Gibson, Nikolitsa Grigoropoulou, Craig Gundersen, Sung Joon Jang, Kathryn A. Johnson, Blake Victor Kent, Eric S. Kim, Young-Il Kim, Hayami K. Koga, Matthew T. Lee, Noemi Le Pertel, Tim Lomas, Katelyn Long, Lucía Macchia, Christos Makridis, Lesley Markham, Julia S. Nakamura, Nicholas Norman-Krause, Chukwuemeka N. Okafor, Sakurako S. Okuzono, Suzanne T Ouyang, R. Noah Padgett, Jason Paltzer, James L. Ritchie‐Dunham, Zacc Ritter, Rajesh Srinivasan, John Ssozi, Dorota Węziak‐Białowolska, Renae Wilkinson, Robert D. Woodberry, Jennifer Susan Wortham, George Yancey

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

VenueNature Mental Health · 2025
Typearticle
Languageen
FieldPsychology
TopicPsychological Well-being and Life Satisfaction
Canadian institutionsUniversity of British Columbia
FundersTempleton World Charity FoundationTempleton Religion TrustFetzer InstituteJohn Templeton Foundation
KeywordsFlourishingPromotion (chess)Distribution (mathematics)PsychologyData collectionWell-beingSocial sciencePolitical scienceSocial psychologySociologyPoliticsLawMathematics

Abstract

fetched live from OpenAlex

The Global Flourishing Study is a longitudinal panel study of over 200,000 participants in 22 geographically and culturally diverse countries, spanning all six populated continents, with nationally representative sampling and intended annual survey data collection for 5 years to assess numerous aspects of flourishing and its possible determinants. The study is intended to expand our knowledge of the distribution and determinants of flourishing around the world. Relations between a composite flourishing index and numerous demographic characteristics are reported. Participants were also surveyed about their childhood experiences, which were analyzed to determine their associations with subsequent adult flourishing. Analyses are presented both across and within countries, and discussion is given as to how the demographic and childhood relationships vary by country and which patterns appear to be universal versus culturally specific. Brief comment is also given on the results of a whole series of papers in the Global Flourishing Study Special Collection, employing similar analyses, but with more-specific aspects of well-being. The Global Flourishing Study expands our knowledge of the distribution and determinants of well-being and provides foundational knowledge for the promotion of societal flourishing.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.720
Threshold uncertainty score0.902

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.020
GPT teacher head0.432
Teacher spread0.413 · 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