Evidence map›Paper›PMID 40937088›Full record

ArticleJournal of applied developmental psychology

Precursors of young adults' world beliefs across cultures: A machine learning approach.

Jennifer E Lansford, Andrea Bizzego, Julio Daniel Bermúdez Chinea, Gianluca Esposito, W Andrew Rothenberg, Jeremy D W Clifton, Dario Bacchini, Lei Chang, Kirby Deater-Deckard, Laura Di Giunta and 13 more

Abstract read
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In one paragraph

Article in Journal of applied developmental psychology. 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

23 authors.

Jennifer E LansfordDuke University Center for Child and Family Policy, USA.
Andrea BizzegoDepartment of Psychology and Cognitive Sciences, University of Trento, Italy.
Julio Daniel Bermúdez ChineaDepartment of Psychology and Cognitive Sciences, University of Trento, Italy.
Gianluca EspositoDepartment of Psychology and Cognitive Sciences, University of Trento, Italy.
W Andrew RothenbergDuke University Center for Child and Family Policy, USA and University of Miami Miller School of Medicine Mailman Center for Child Development, USA.
Jeremy D W CliftonUniversity of Pennsylvania, USA.
Dario BacchiniUniversity of Naples "Federico II," Italy.
Lei ChangUniversity of Macau, China.
Kirby Deater-DeckardUniversity of Massachusetts Amherst, USA.
Laura Di GiuntaUniversità di Roma "La Sapienza," Italy.
Kenneth A DodgeDuke University, USA.
Sevtap GurdalUniversity West, Sweden.
Daranee JunlaChiang Mai University, Thailand.
Paul OburuMaseno University, Kenya.
Concetta PastorelliUniversità di Roma "La Sapienza," Italy.
Ann T SkinnerDuke University, USA.
Emma SorbringUniversity West, Sweden.
Laurence SteinbergTemple University, USA, and King Abdulaziz University, Saudi Arabia.
Marc H BornsteinEunice Kennedy Shriver National Institute of Child Health and Human Development, USA; UNICEF, USA; and Institute for Fiscal Studies, UK.
Liliana Maria Uribe TiradoUniversidad de San Buenaventura, Colombia.
Saengduean YotanyamaneewongChiang Mai University, Thailand.
Liane Peña AlampayAteneo de Manila University, Philippines.
Suha M Al-HassanAbu Dhabi Early Childhood Authority, UAE.

Funding

Parenting, Adolescent Self-Regulation, and Risk-Taking Across CulturesR01HD054805 · NICHD · DUKE UNIVERSITY · PI Jennifer E Lansford · 2007 to 2026
$14.4M
Science CoreP2CHD065563 · NICHD · DUKE UNIVERSITY · PI Giovanna M Merli · 2015 to 2026
$5.7M
Parent Behavior and Child Adjustment Across CulturesR03TW008141 · FIC · DUKE UNIVERSITY · PI LANSFORD, JENNIFER E · 2008 to 2010
$113k
FIC NIH HHS R03 TW008141NICHD NIH HHS P2C HD065563NICHD NIH HHS R01 HD054805
6 · The paper itself

Abstract

Primal world beliefs ("primals") capture individuals' basic understanding of what sort of world this is and are strongly associated with a wide range of behaviors and outcomes, yet we have little understanding of how primals come to be. This study used a data-driven machine learning approach to examine what individual, parenting, family, and cultural factors in childhood best predict young adults' beliefs that the world is

Indexed as

culturedevelopmentfamilyparentingprimalsprimal world beliefs

Identifiers

PMID40937088
PMCPMC12422284

What OpenQuestion holds

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Registered trials

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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.