ArticleProceedings of the National Academy of Sciences of the United States of America2021
The diversity bonus in pooling local knowledge about complex problems.
Article in Proceedings of the National Academy of Sciences of the United States of America, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
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.
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.
Who cites it
13 citing papers in PubMed.
- A meta-model of low back pain to examine collective expert knowledge of treatment effects and their mechanisms.European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society · 2026Article
- The co-occurrence of ingroup and outgroup prosociality across 121 societies.Proceedings of the National Academy of Sciences of the United States of America · 2026Article
- A meta-model of low back pain to examine collective expert knowledge of the effects of treatments and their mechanisms.Research square · 2025Article
- Stakeholder diversity matters: employing the wisdom of crowds for data-poor fisheries assessments.Scientific reports · 2025Article
- Contributions of human cultures to biodiversity and ecosystem conservation.Nature ecology & evolution · 2024Review
- Co-producing knowledge on the use of urban natural space: Participatory system dynamics modelling to understand a complex urban system.Journal of environmental management · 2024Article
- Social Depolarization and Diversity of Opinions-Unified ABM Framework.Entropy (Basel, Switzerland) · 2023Article
- Research priorities for the sustainability of coral-rich western Pacific seascapes.Regional environmental change · 2023Article
- Can Common Pool Resource Theory Catalyze Stakeholder-Driven Solutions to the Freshwater Salinization Syndrome?Environmental science & technology · 2022Article
- Harnessing the benefits of diversity to address socio-environmental governance challenges.PloS one · 2022Article
- The diversity bonus in pooling local knowledge about complex problems.Proceedings of the National Academy of Sciences of the United States of America · 2021Article
- Article
- An integrated model for interdisciplinary graduate education: Computation and mathematics for biological networks.PloS one · 2021Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Recently, theoreticians have hypothesized that diverse groups, as opposed to groups that are homogeneous, may have relative merits [S. E. Page,
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.