Evidence map›Paper›PMID 41733875›Full record

ArticleJournal of autism and developmental disorders2026

The Under-Identification of Autism in Females: A Review and Analysis of Sex-Based Scoring Differences Observed in Autism Diagnostic Observation Schedule (ADOS) Module 3.

Yuen Yvonne Yu, Austin Wyman, Calliana J Faulk, Lizzy J Fulop, Rebecca L Greenberg, Rachel M Benecke, Lauren K Steinbeck, Jessica Foy, Caitlyn Kim, George O Emory and 8 more

Abstract read
PubMed Publisher
In one paragraph

Article in Journal of autism and developmental disorders, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Rethinking Clinical Visibility in Autistic Females: Autistic Camouflaging and Menstrual Cycle Variability.International journal of environmental research and public health · 2026
    Review
  2. 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

18 authors.

Yuen Yvonne YuGraduate School of Applied and Professional Psychology, The State University of New Jersey, Rutgers, Piscataway, NJ, USA.
Austin WymanDepartment of Psychology, University of Notre Dame, South Bend, IN, 46556, USA.
Calliana J FaulkCenter for Autism Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Lizzy J FulopCenter for Autism Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Rebecca L GreenbergDepartment of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA.
Rachel M BeneckeCenter for Autism Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Lauren K SteinbeckCenter for Autism Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Jessica FoyDepartment of Psychological Sciences, University of Connecticut, Storrs, CT, USA.
Caitlyn KimCenter for Autism Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
George O EmoryCenter for Autism Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Elle FoxDepartment of Psychology, University of Notre Dame, South Bend, IN, 46556, USA.
Eric A StorchDepartment of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA.
Casey J ZampellaCenter for Autism Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Benjamin E YerysCenter for Autism Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Robert T SchultzCenter for Autism Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Julia Parish-MorrisCenter for Autism Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
John D HerringtonCenter for Autism Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Caitlin C ClementsDepartment of Psychology, University of Notre Dame, South Bend, IN, 46556, USA. cclemen2@nd.edu.ORCID http://orcid.org/0000-0003-2278-6465

Funding

Optimized Affective Computing Measures of Social Processes and Negative Valence in Youth PsychopathologyR01MH125958 · NIMH · CHILDREN'S HOSP OF PHILADELPHIA · PI HERRINGTON, JOHN DAVID, STORCH, ERIC A. · 2021 to 2025
$4.5M
A longitudinal study identifying psychological and service delivery targets to improve daily living skills and quality of life outcomes among transition-age autistic youthR01MH133838 · NIMH · CHILDREN'S HOSP OF PHILADELPHIA · PI LAUREN KENWORTHY, BENJAMIN YERYS · 2023 to 2026
$3.2M
Digitizing Human Vocal Interaction to Understand and Diagnose AutismR01DC018289 · NIDCD · CHILDREN'S HOSP OF PHILADELPHIA · PI PARISH-MORRIS, JULIA · 2020 to 2024
$3.1M
Immersive Virtual Reality as a Tool to Improve Police Safety in Adolescents and Adults with ASDR42MH115539 · NIMH · FLOREO, INC. · PI PARISH-MORRIS, JULIA, RAVINDRAN, VIJAY · 2017 to 2020
$2.3M
Neuroimaging of Top-Down Control and Bottom-Up Processes in Childhood ASDR01MH084961 · NIMH · GEORGETOWN UNIVERSITY · PI VAIDYA, CHANDAN J · 2009 to 2013
$2.1M
Evaluating a novel approach-avoidance model of repetitive behaviors in autistic adolescents: A multi-method studyR21MH129777 · NIMH · CHILDREN'S HOSP OF PHILADELPHIA · PI YERYS, BENJAMIN · 2022 to 2023
$468k
Functional Neuroimaging of Attention in AutismR21MH092615 · NIMH · CHILDREN'S HOSP OF PHILADELPHIA · PI YERYS, BENJAMIN · 2011 to 2012
$427k
Functional Imaging of Flexibility in Autism: Informed by SLC6A4K23MH086111 · NIMH · CHILDREN'S RESEARCH INSTITUTE · PI YERYS, BENJAMIN · 2010 to 2012
$394k
Eunice Kennedy Shriver National Institute of Child Health and Human Development P50HD103555Eunice Kennedy Shriver National Institute of Child Health and Human Development P50HD105354National Science Foundation NSF GRFP 2236418NIDCD NIH HHS R01DC018289NIMH NIH HHS K23MH086111NIMH NIH HHS R01MH084961NIMH NIH HHS R01MH125958NIMH NIH HHS R01MH133838NIMH NIH HHS R21MH092615NIMH NIH HHS R21MH129777NIMH NIH HHS R42MH115539
6 · The paper itself

Abstract

purposeEmerging research highlights sex differences in autism presentation, raising questions about the validity of clinician-administered diagnostic tools like the gold-standard Autism Diagnostic Observation Schedule (ADOS). This study examines whether clinicians’ perceptions, potentially biased toward male-typical presentations, contribute to sex bias in ADOS items and the under-identification of autism in females.

methodsIn a sample of 813 children, multidimensional item response theory graded response models were employed to analyze differential item functioning (DIF) of items in ADOS Module 3 (the version commonly administered to school-aged children with fluent spoken language).

resultsSix items showed significant sex bias. On four social communication items, females tended to be underscored, meaning rated as showing fewer autistic features (e.g., more emotion talk) than males with equivalent levels of autism latent traits. In contrast, females tended to be overscored on two items related to restricted or repetitive behaviors and interests (i.e., more finger mannerisms, specific interests, or repetitive behaviors). The impact of sex bias on overall scores was small, ranging from 0.10 to 0.28 points per item, and approximately 0.41 points on the overall test score.

conclusionThis analysis joins three previous reports of specific ADOS items that function differently in females than males, with converging evidence identifying two problematic items (D2 and D4). Overall, DIF was small and unlikely to affect ADOS classification. We speculate that the direction and consistency of DIF in social communication items might reflect underlying phenomena (viz., masking, clinician bias) that may relate to female underdiagnosis more generally.

Indexed as

AutismBiasGenderPsychometricsSex

Identifiers

What OpenQuestion holds

Textmetadata
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.