Evidence map›Paper›PMID 37466002›Full record

ArticleInfancy : the official journal of the International Society on Infant Studies

Automated measurement of infant and mother Duchenne facial expressions in the Face-to-Face/Still-Face.

Yeojin Amy Ahn, Itir Önal Ertuğrul, Sy-Miin Chow, Jeffrey F Cohn, Daniel S Messinger

Abstract read
In one paragraph

Article in Infancy : the official journal of the International Society on Infant Studies. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Smiling in time: the interactive development of infant smiling with mothers, fathers and strangers.Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2026
    Article
  2. Article
  3. The origins and development of aesthetics.Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2024
    Review
  4. Automated measurement of infant and mother Duchenne facial expressions in the Face-to-Face/Still-Face.Infancy : the official journal of the International Society on Infant Studies
    Article
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

5 authors.

Yeojin Amy AhnDepartment of Psychology, University of Miami, Coral Gables, Florida, USA.ORCID 0000-0003-3504-6909
Itir Önal ErtuğrulDepartment of Information and Computing Sciences, Utrecht University, Utrecht, The Netherlands.
Sy-Miin ChowDepartment of Human Development and Family Studies, Pennsylvania State University, State College, Pennsylvania, USA.
Jeffrey F CohnDepartment of Psychology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
Daniel S MessingerDepartment of Psychology, University of Miami, Coral Gables, Florida, USA.

Funding

Penn State Clinical and Translational Science InstituteUL1TR002014 · NCATS · PENNSYLVANIA STATE UNIV HERSHEY MED CTR · PI KRASCHNEWSKI, JENNIFER L. · 2016 to 2025
$33.7M
Automatic Multimodal Affect Detection for Research and Clinical Use R01MH096951 · NIMH · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI COHN, JEFFREY F · 2012 to 2021
$5.6M
Modeling the Dynamics of Early Communication and DevelopmentR01GM105004 · NIGMS · UNIVERSITY OF MIAMI CORAL GABLES · PI CHOW, SY-MIIN, COHN, JEFFREY F · 2013 to 2016
$2.1M
The Center for Innovation in Intensive Longitudinal Studies (CIILS)U24AA027684 · NIAAA · PENNSYLVANIA STATE UNIVERSITY, THE · PI CHOW, SY-MIIN · 2018 to 2022
$1.9M
Ambient Particle Composition and Vascular DysfunctionF31ES018236 · NIEHS · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI MADRID-CUEVAS, AZITA K. · 2010 to 2012
$70k
NCATS NIH HHS UL1 TR002014NIAAA NIH HHS U24 AA027684NIGMS NIH HHS R01 GM105004NIH HHS GM105004NIH HHS IGE 1806874NIH HHS MH096951NIH HHS SES 1823633NIH HHS U24 AA027684NIH HHS UL1 TR002014-06NIMH NIH HHS R01 MH096951
6 · The paper itself

Abstract

Although still-face effects are well-studied, little is known about the degree to which the Face-to-Face/Still-Face (FFSF) is associated with the production of intense affective displays. Duchenne smiling expresses more intense positive affect than non-Duchenne smiling, while Duchenne cry-faces express more intense negative affect than non-Duchenne cry-faces. Forty 4-month-old infants and their mothers completed the FFSF, and key affect-indexing facial Action Units (AUs) were coded by expert Facial Action Coding System coders for the first 30 s of each FFSF episode. Computer vision software, automated facial affect recognition (AFAR), identified AUs for the entire 2-min episodes. Expert coding and AFAR produced similar infant and mother Duchenne and non-Duchenne FFSF effects, highlighting the convergent validity of automated measurement. Substantive AFAR analyses indicated that both infant Duchenne and non-Duchenne smiling declined from the FF to the SF, but only Duchenne smiling increased from the SF to the RE. In similar fashion, the magnitude of mother Duchenne smiling changes over the FFSF were 2-4 times greater than non-Duchenne smiling changes. Duchenne expressions appear to be a sensitive index of intense infant and mother affective valence that are accessible to automated measurement and may be a target for future FFSF research.

Indexed as

Facial ExpressionMothersFemaleHumansInfantSmilingSoftware

Identifiers

PMID37466002
PMCPMC10426229

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

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.