Investigating the structure of trait rumination in autistic adults: A network analysis
Williams, Z. J., McKenney, E. E., & Gotham, K. (2021). Investigating the structure of trait rumination in autistic adults: A network analysis. Autism, 25(7), 2048-2063. https://doi.org/10.1177/13623613211012855
This publication is integrated into AutiHub through:
Authors
Abstract
Rumination, a form of passive, repetitive negative thinking, predicts the development of depressive disorders in non-autistic individuals, and recent work suggests higher levels of rumination may contribute to elevated rates of depression in the autistic population. Using psychological network analysis, this study sought to investigate the structure of rumination in autistic individuals and the relationships between rumination and individual depressive symptoms. Non-regularized partial correlation networks were estimated using cross-sectional data from 608 autistic adults who completed the Ruminative Responses Scale and Beck Depression Inventory–II. Node centrality indices were calculated to determine which specific symptoms may have a disproportionate influence on the network of repetitive negative thoughts. Nodes were also grouped into communities, and specific “bridge” nodes were identified that most strongly connected these different communities. Results demonstrated strong positive relationships between all facets of ruminative thinking, similar to a prior study in non-autistic adults. Self-directed negative cognitions appeared to be particularly central in this network. The depression symptoms most strongly related to rumination in autistic adults were sadness and guilt. Although these findings are preliminary, they highlight specific facets of rumination that warrant future study as depression risk factors and potential intervention targets in the autistic population. Lay abstract Autistic adults are substantially more likely to develop depression than individuals in the general population, and recent research has indicated that certain differences in thinking styles associated with autism may play a role in this association. Rumination, the act of thinking about the same thing over and over without a functional outcome, is a significant risk factor for depression in both autistic and non-autistic adults. However, little is known about how different kinds of rumination relate to each other and to depressive symptoms in the autistic population specifically. To fill this gap in knowledge, we recruited a large online sample of autistic adults, who completed questionnaire measures of both the tendency to ruminate and symptoms of depression. By examining the interacting network of rumination and depression symptoms, this study was able to identify particular aspects of rumination—such as thinking repetitively about one’s guilty feelings or criticizing oneself—that may be particularly important in maintaining these harmful thought patterns in autistic adults. Although further study is needed, it is possible that the symptoms identified as most “influential” in the network may be particularly good targets for future interventions for mood and anxiety disorders in the autistic population.
Bibliography cited by this reference
Cited references are imported from external metadata sources when they are available. The list may be partial.
Bibliography inclusion overview
These indicators describe the cited bibliography imported for this publication. Cited-reference metrics use the cited-reference total as denominator. Cited-author metrics state whether they use all cited-author occurrences or only occurrences linked to authors already integrated in the AutiHub database. They use cached links between cited authors and authors integrated in the AutiHub database. Last computed: 16 Aug 2026 11:31.
-
Katherine Gotham , Somer Bishop , Steven M. Brunwasser , Catherine Lord (2014). Rumination and Perceived Impairment Associated With Depressive Symptoms in a Verbal Adolescent–Adult ASD Sample . Autism Research, 7(3), 381-391. Wiley.Crossref OpenAlex OpenCitations
-
David H. Barlow , Shannon Sauer-Zavala , Jenna R. Carl , Jacqueline R. Bullis , Kristen K. Ellard (2014). The Nature, Diagnosis, and Treatment of Neuroticism . Clinical Psychological Science, 2(3), 344-365. SAGE Publications.Crossref OpenAlex OpenCitations
-
Amy Burns , Mandy Irvine , Kate Woodcock (2019). Self-Focused Attention and Depressive Symptoms in Adults with Autistic Spectrum Disorder (ASD) . Journal of Autism and Developmental Disorders, 49(2), 692-703. Springer Science and Business Media LLC.Crossref OpenAlex OpenCitations
-
Susan Nolen-Hoeksema , Jannay Morrow (1991). A prospective study of depression and posttraumatic stress symptoms after a natural disaster: The 1989 Loma Prieta earthquake. Journal of Personality and Social Psychology, 61(1), 115-121. American Psychological Association (APA).Crossref OpenAlex OpenCitations
-
Beck A. T. (1996). BDI-II, Beck Depression Inventory: Manual . BDI-II, Beck Depression Inventory: Manual.Type: OtherCrossref
-
Katherine Gotham , Greg J. Siegle , Gloria T. Han , Andrew J. Tomarken , Rachel N. Crist , David M. Simon et al. (2018). Pupil response to social-emotional material is associated with rumination and depressive symptoms in adults with autism spectrum disorder . PLOS ONE, 13(8), e0200340. Public Library of Science (PLoS).Crossref OpenAlex OpenCitations
-
Amy M. Daniels , Rebecca E. Rosenberg , Connie Anderson , J. Kiely Law , Alison R. Marvin , Paul A. Law (2012). Verification of Parent-Report of Child Autism Spectrum Disorder Diagnosis to a Web-Based Autism Registry . Journal of Autism and Developmental Disorders, 42(2), 257-265. Springer Science and Business Media LLC.Crossref OpenAlex OpenCitations
-
Teal Benevides , Stephen M. Shore , May-Lynn Andresen , Reid Caplan *Autistic author. Learn more… , Barb Cook , Dena L. Gassner *Autistic author. Learn more… et al. (2020). Interventions to address health outcomes among autistic adults: A systematic review . Autism, 24(6), 1345-1359. SAGE Publications.
-
Michael N. Hallquist , Aidan G. C. Wright , Peter C. M. Molenaar (2021). Problems with Centrality Measures in Psychopathology Symptom Networks: Why Network Psychometrics Cannot Escape Psychometric Theory . Multivariate Behavioral Research, 56(2), 199-223. Informa UK Limited.Crossref OpenAlex OpenCitations
-
Chiungjung Huang , Jyun-Hong Chen (2015). Meta-Analysis of the Factor Structures of the Beck Depression Inventory–II . Assessment, 22(4), 459-472. SAGE Publications.Crossref OpenAlex OpenCitations
-
Yoav Benjamini , Yosef Hochberg (1995). Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing . Journal of the Royal Statistical Society Series B: Statistical Methodology, 57(1), 289-300. Oxford University Press (OUP).Crossref OpenAlex OpenCitations
-
M. L. Bezemer , E. M. A. Blijd-Hoogewys , M. Meek-Heekelaar (2021). The Predictive Value of the AQ and the SRS-A in the Diagnosis of ASD in Adults in Clinical Practice . Journal of Autism and Developmental Disorders, 51(7), 2402-2415. Springer Science and Business Media LLC.Crossref OpenAlex OpenCitations
-
Rick Harrington , Donald A. Loffredo (2010). Insight, Rumination, and Self-Reflection as Predictors of Well-Being . The Journal of Psychology, 145(1), 39-57. Informa UK Limited.Crossref OpenAlex OpenCitations
-
Emily E. Bernstein , Alexandre Heeren , Richard J. McNally (2019). Reexamining trait rumination as a system of repetitive negative thoughts: A network analysis . Journal of Behavior Therapy and Experimental Psychiatry, 63, 21-27. Elsevier BV.Crossref OpenAlex OpenCitations
-
Payton J. Jones , Patrick Mair , Richard J. McNally (2018). Visualizing Psychological Networks: A Tutorial in R . Frontiers in Psychology, 9, 1742-1742. Frontiers Media SA.Crossref OpenAlex OpenCitations
-
Jos F. Brosschot , William Gerin , Julian F. Thayer (2006). The perseverative cognition hypothesis: A review of worry, prolonged stress-related physiological activation, and health . Journal of Psychosomatic Research, 60(2), 113-124. Elsevier BV.Crossref OpenAlex OpenCitations
-
Zachary J. Williams *Autistic author. Learn more… , Jonas Everaert , Katherine Gotham (2021). Measuring Depression in Autistic Adults: Psychometric Validation of the Beck Depression Inventory–II . Assessment, 28(3), 858-876. SAGE Publications.
-
Gagan Joshi , Janet Wozniak , Carter Petty , Mary Kate Martelon , Ronna Fried , Anela Bolfek et al. (2013). Psychiatric Comorbidity and Functioning in a Clinically Referred Population of Adults with Autism Spectrum Disorders: A Comparative Study . Journal of Autism and Developmental Disorders, 43(6), 1314-1325. Springer Science and Business Media LLC.Crossref OpenAlex OpenCitations
-
Marieke G. N. Bos , Sofia Diamantopoulou , Lex Stockmann , Sander Begeer , Carolien Rieffe (2018). Emotion Control Predicts Internalizing and Externalizing Behavior Problems in Boys With and Without an Autism Spectrum Disorder . Journal of Autism and Developmental Disorders, 48(8), 2727-2739. Springer Science and Business Media LLC.Crossref OpenAlex OpenCitations
-
Kristen Bottema‐Beutel , Steven K. Kapp *Autistic author. Learn more… , Jessica Nina Lester , Noah J. Sasson , Brittany N. Hand (2021). Avoiding Ableist Language: Suggestions for Autism Researchers . Autism in Adulthood, 3(1), 18-29. SAGE Publications.
-
Wendy Treynor , Richard Gonzalez , Susan Nolen-Hoeksema (2003). Rumination Reconsidered: A Psychometric Analysis . Cognitive Therapy and Research, 27(3), 247-259. Springer Science and Business Media LLC.Crossref OpenAlex OpenCitations
-
Tim Cadman , Hanna Eklund , Deirdre Howley , Hannah Hayward , Hanna Clarke , James Findon et al. (2012). Caregiver Burden as People With Autism Spectrum Disorder and Attention-Deficit/Hyperactivity Disorder Transition into Adolescence and Adulthood in the United Kingdom . Journal of the American Academy of Child & Adolescent Psychiatry, 51(9), 879-888. Elsevier BV.Crossref OpenAlex OpenCitations
-
Jörg Reichardt , Stefan Bornholdt (2006). Statistical mechanics of community detection . Physical Review E, 74(1), 016110-016110. American Physical Society (APS).Crossref OpenAlex OpenCitations
-
Danny Brouwer , Rob R. Meijer , Jolien Zevalkink (2013). On the factor structure of the Beck Depression Inventory–II: G is the key. Psychological Assessment, 25(1), 136-145. American Psychological Association (APA).Crossref OpenAlex OpenCitations
-
Kathryn E. Unruh , James W. Bodfish , Katherine Gotham (2020). Adults with Autism and Adults with Depression Show Similar Attentional Biases to Social-Affective Images . Journal of Autism and Developmental Disorders, 50(7), 2336-2347. Springer Science and Business Media LLC.Crossref OpenAlex OpenCitations
-
Teryn P. Bruni (2014). Test Review: Social Responsiveness Scale–Second Edition (SRS-2) . Journal of Psychoeducational Assessment, 32(4), 365-369. SAGE Publications.Crossref OpenAlex OpenCitations
-
Isaac C. Smith , Susan W. White (2020). Socio-emotional determinants of depressive symptoms in adolescents and adults with autism spectrum disorder: A systematic review . Autism, 24(4), 995-1010. SAGE Publications.Crossref OpenAlex OpenCitations
-
Valérie Van Hees , Tinneke Moyson , Herbert Roeyers (2015). Higher Education Experiences of Students with Autism Spectrum Disorder: Challenges, Benefits and Support Needs . Journal of Autism and Developmental Disorders, 45(6), 1673-1688. Springer Science and Business Media LLC.Crossref OpenAlex OpenCitations
-
Sacha Epskamp , Eiko I. Fried (2018). A tutorial on regularized partial correlation networks. Psychological Methods, 23(4), 617-634. American Psychological Association (APA).Crossref OpenAlex OpenCitations
-
Bin Zhang , Steve Horvath (2005). A General Framework for Weighted Gene Co-Expression Network Analysis . Statistical Applications in Genetics and Molecular Biology, 4(1), Article17-Article17. Walter de Gruyter GmbH.Crossref OpenAlex OpenCitations
-
Simon M. Bury , Rachel Jellett , Jennifer R. Spoor , Darren Hedley (2023). “It Defines Who I Am” or “It’s Something I Have”: What Language Do [Autistic] Australian Adults [on the Autism Spectrum] Prefer? Journal of Autism and Developmental Disorders, 53(2), 677-687. Springer Science and Business Media LLC.Crossref OpenAlex OpenCitations
-
Berend Terluin , Michiel R. de Boer , Henrica C. W. de Vet (2016). Differences in Connection Strength between Mental Symptoms Might Be Explained by Differences in Variance: Reanalysis of Network Data Did Not Confirm Staging . PLOS ONE, 11(11), e0155205. Public Library of Science (PLoS).Crossref OpenAlex OpenCitations
-
Louisa C. Michl , Katie A. McLaughlin , Kathrine Shepherd , Susan Nolen-Hoeksema (2013). Rumination as a mechanism linking stressful life events to symptoms of depression and anxiety: Longitudinal evidence in early adolescents and adults. Journal of Abnormal Psychology, 122(2), 339-352. American Psychological Association (APA).Crossref OpenAlex OpenCitations
-
Paul D. Trapnell , Jennifer D. Campbell (1999). Private self-consciousness and the five-factor model of personality: Distinguishing rumination from reflection. Journal of Personality and Social Psychology, 76(2), 284-304. American Psychological Association (APA).Crossref OpenAlex OpenCitations
-
Sarah Cassidy , Louise Bradley , Rebecca Shaw , Simon Baron-Cohen (2018). Risk markers for suicidality in autistic adults . Molecular Autism, 9(1), 42. Springer Science and Business Media LLC.Crossref OpenAlex OpenCitations
-
Adela-Maria Isvoranu , Sacha Epskamp (2023). Which estimation method to choose in network psychometrics? Deriving guidelines for applied researchers. Psychological Methods, 28(4), 925-946. American Psychological Association (APA).Crossref OpenAlex OpenCitations
-
Susan Nolen-Hoeksema (1991). Responses to depression and their effects on the duration of depressive episodes. Journal of Abnormal Psychology, 100(4), 569-582. American Psychological Association (APA).Crossref OpenAlex OpenCitations
-
Alexander P. Christensen , Hudson Golino , Paul J. Silvia (2020). A Psychometric Network Perspective on the Validity and Validation of Personality Trait Questionnaires . European Journal of Personality, 34(6), 1095-1108. SAGE Publications.Crossref OpenAlex OpenCitations
-
Matthew J Hollocks , Jian Wei Lerh , Iliana Magiati , Richard Meiser-Stedman , Traolach Brugha (2019). Anxiety and depression in adults with autism spectrum disorder: a systematic review and meta-analysis . Psychological Medicine, 49(4), 559-572. Cambridge University Press (CUP).Crossref OpenAlex OpenCitations
-
Sabina Sarin , John Abela , Randy Auerbach (2005). The response styles theory of depression: A test of specificity and causal mediation . Cognition & Emotion, 19(5), 751-761. Informa UK Limited.Crossref OpenAlex OpenCitations
-
Constantino J. N. (2012). Social Responsiveness Scale Second Edition (SRS-2): Manual . Social Responsiveness Scale–Second edition (SRS-2): Manual.Type: OtherCrossref
-
Ryan Yuk Fai Ho , Dexing Zhang , Stanley Kam Chung Chan , Tiffany Ting Gao , Eric Kam Pui Lee , Herman Hay Ming Lo et al. (2021). Brief Report: Mindfulness Training for Chinese Adolescents with Autism Spectrum Disorder and Their Parents in Hong Kong . Journal of Autism and Developmental Disorders, 51(11), 4147-4159. Springer Science and Business Media LLC.Crossref OpenAlex OpenCitations
-
Susan Nolen-Hoeksema (2012). Emotion Regulation and Psychopathology: The Role of Gender . Annual Review of Clinical Psychology, 8(1), 161-187. Annual Reviews.Crossref OpenAlex OpenCitations
-
Alba Contreras , Ines Nieto , Carmen Valiente , Regina Espinosa , Carmelo Vazquez (2019). The Study of Psychopathology from the Network Analysis Perspective: A Systematic Review . Psychotherapy and Psychosomatics, 88(2), 71-83. S. Karger AG.Crossref OpenAlex OpenCitations
-
Laura Crane , Fern Adams , Georgia Harper , Jack Welch , Elizabeth Pellicano (2019). ‘Something needs to change’: Mental health experiences of young autistic adults in England . Autism, 23(2), 477-493. SAGE Publications.Crossref OpenAlex OpenCitations
-
Carolien Rieffe , Marieke De Bruine , Mark De Rooij , Lex Stockmann (2014). Approach and avoidant emotion regulation prevent depressive symptoms in children with an Autism Spectrum Disorder . International Journal of Developmental Neuroscience, 39(1), 37-43. Wiley.Crossref OpenAlex OpenCitations
-
Laura Crane , Lorna Goddard , Linda Pring (2013). Autobiographical memory in adults with autism spectrum disorder: The role of depressed mood, rumination, working memory and theory of mind . Autism, 17(2), 205-219. SAGE Publications.Crossref OpenAlex OpenCitations
-
Richard J. McNally (2021). Network Analysis of Psychopathology: Controversies and Challenges . Annual Review of Clinical Psychology, 17(1), 31-53. Annual Reviews.Crossref OpenAlex OpenCitations
-
Filip Raes , Dirk Hermans (2008). On the mediating role of subtypes of rumination in the relationship between childhood emotional abuse and depressed mood: brooding versus reflection . Depression and Anxiety, 25(12), 1067-1070. Hindawi Limited.Crossref OpenAlex OpenCitations
-
Csárdi G., Nepusz T. (2006). The igraph software package for complex network research [Interjournal, Complex Systems 1695]. http://interjournal.org/manuscript_abstract.php?361100992Type: OtherCrossref
-
Edward R. Watkins (2008). Constructive and unconstructive repetitive thought. Psychological Bulletin, 134(2), 163-206. American Psychological Association (APA).Crossref OpenAlex OpenCitations
-
Fabian Dablander , Max Hinne (2019). Node centrality measures are a poor substitute for causal inference . Scientific Reports, 9(1), 6846-6846. Springer Science and Business Media LLC.Crossref OpenAlex OpenCitations
-
Theo A. Knijnenburg , Lodewyk F. A. Wessels , Marcel J. T. Reinders , Ilya Shmulevich (2009). Fewer permutations, more accurate P -values . Bioinformatics, 25(12), i161-i168. Oxford University Press (OUP).Crossref OpenAlex OpenCitations
-
Epskamp S. (2020). bootnet: Bootstrap methods for various network estimation routines. https://CRAN . R-project.org/package=bootnetType: OtherCrossref
-
Elizabeth Pellicano , Adam Dinsmore , Tony Charman (2014). What should autism research focus upon? Community views and priorities from the United Kingdom . Autism, 18(7), 756-770. SAGE Publications.
-
Sacha Epskamp , Denny Borsboom , Eiko I. Fried (2018). Estimating psychological networks and their accuracy: A tutorial paper . Behavior Research Methods, 50(1), 195-212. Springer Science and Business Media LLC.Crossref OpenCitations
-
Sacha Epskamp , Angélique O. J. Cramer , Lourens J. Waldorp , Verena D. Schmittmann , Denny Borsboom (2012). qgraph: Network Visualizations of Relationships in Psychometric Data . Journal of Statistical Software, 48(4). Foundation for Open Access Statistic.Crossref OpenAlex OpenCitations
-
Jonas Everaert , Jutta Joormann (2019). Emotion Regulation Difficulties Related to Depression and Anxiety: A Network Approach to Model Relations Among Symptoms, Positive Reappraisal, and Repetitive Negative Thinking . Clinical Psychological Science, 7(6), 1304-1318. SAGE Publications.Crossref OpenAlex OpenCitations
-
Amy Louise Jordan , Magdalena Marczak , Jacqueline Knibbs (2021). ‘I Felt Like I was Floating in Space’: Autistic Adults’ Experiences of Low Mood and Depression . Journal of Autism and Developmental Disorders, 51(5), 1683-1694. Springer Science and Business Media LLC.Crossref OpenAlex OpenCitations
-
Pamela Feliciano , Amy M. Daniels , LeeAnne Green Snyder , Amy Beaumont , Alexies Camba , Amy Esler et al. (2018). SPARK: A US Cohort of 50,000 Families to Accelerate Autism Research . Neuron, 97(3), 488-493. Elsevier BV.Crossref OpenAlex OpenCitations
-
Eiko I. Fried , Marloes B. Eidhof , Sabina Palic , Giulio Costantini , Hilde M. Huisman-van Dijk , Claudi L. H. Bockting et al. (2018). Replicability and Generalizability of Posttraumatic Stress Disorder (PTSD) Networks: A Cross-Cultural Multisite Study of PTSD Symptoms in Four Trauma Patient Samples . Clinical Psychological Science, 6(3), 335-351. SAGE Publications.Crossref OpenAlex OpenCitations
-
Lorcan Kenny , Caroline Hattersley , Bonnie Molins , Carole Buckley , Carol Povey , Elizabeth Pellicano (2016). Which terms should be used to describe autism? Perspectives from the UK autism community . Autism, 20(4), 442-462. SAGE Publications.Crossref OpenAlex OpenCitations
-
Lauren P. Lawson , Amanda L. Richdale , Alexandra Haschek , Rebecca L. Flower , Josh Vartuli , Samuel R. C. Arnold et al. (2020). Cross-sectional and longitudinal predictors of quality of life in autistic individuals from adolescence to adulthood: The role of mental health and sleep quality . Autism, 24(4), 954-967. SAGE Publications.Crossref OpenAlex OpenCitations
-
Claudia van Borkulo , Lynn Boschloo , Denny Borsboom , Brenda W. J. H. Penninx , Lourens J. Waldorp , Robert A. Schoevers (2015). Association of Symptom Network Structure With the Course of Depression . JAMA Psychiatry, 72(12), 1219. American Medical Association (AMA).Crossref OpenAlex OpenCitations
-
Donald J. Robinaugh , Alexander J. Millner , Richard J. McNally (2016). Identifying highly influential nodes in the complicated grief network. Journal of Abnormal Psychology, 125(6), 747-757. American Psychological Association (APA).Crossref OpenAlex OpenCitations
-
Deisy Morselli Gysi , Andre Voigt , Tiago de Miranda Fragoso , Eivind Almaas , Katja Nowick (2018). wTO: an R package for computing weighted topological overlap and a consensus network with integrated visualization tool . BMC Bioinformatics, 19(1), 392-392. Springer Science and Business Media LLC.Crossref OpenAlex OpenCitations
-
Elliot Gavin Keenan *Autistic author. Learn more… , Katherine Gotham , Matthew D Lerner (2018). Hooked on a feeling: Repetitive cognition and internalizing symptomatology in relation to autism spectrum symptomatology . Autism, 22(7), 814-824. SAGE Publications.
-
Thomas L. Rodebaugh , Natasha A. Tonge , Marilyn L. Piccirillo , Eiko Fried , Arielle Horenstein , Amanda S. Morrison et al. (2018). Does centrality in a cross-sectional network suggest intervention targets for social anxiety disorder? Journal of Consulting and Clinical Psychology, 86(10), 831-844. American Psychological Association (APA).Crossref OpenAlex OpenCitations
-
Farhad Montazeri , Annelies de Bildt , Vera Dekker , George M. Anderson (2020). Network Analysis of Behaviors in the Depression and Autism Realms: Inter-Relationships and Clinical Implications . Journal of Autism and Developmental Disorders, 50(5), 1580-1595. Springer Science and Business Media LLC.Crossref OpenAlex OpenCitations
-
Barbara FC van Heijst , Marie K Deserno , Didi Rhebergen , Hilde M. Geurts (2020). Autism and depression are connected: A report of two complimentary network studies . Autism, 24(3), 680-692. SAGE Publications.Crossref OpenAlex OpenCitations
-
Chloe C. Hudson , Layla Hall , Kate L. Harkness (2019). Prevalence of Depressive Disorders in Individuals with Autism Spectrum Disorder: a Meta-Analysis . Journal of Abnormal Child Psychology, 47(1), 165-175. Springer Science and Business Media LLC.Crossref OpenAlex OpenCitations
-
Zachary J. Williams *Autistic author. Learn more… , Katherine Gotham (2021). RETRACTED ARTICLE: Improving the measurement of alexithymia in autistic adults: a psychometric investigation and refinement of the twenty-item Toronto Alexithymia Scale . Molecular Autism, 12(1), 20-20. Springer Science and Business Media LLC.
-
Grant L Iverson , Payton J Jones , Justin E Karr , Bruce Maxwell , Ross Zafonte , Paul D Berkner et al. (2020). Network Structure of Physical, Cognitive, and Emotional Symptoms at Preseason Baseline in Student Athletes with Attention-Deficit/ Hyperactivity Disorder . Archives of Clinical Neuropsychology, 35(7), 1109-1122. Oxford University Press (OUP).Crossref OpenAlex OpenCitations
-
Jones P. J. (2020). networktools: Tools for identifying important nodes in networks (Version 1. 2. 3) [R Package]. https://CRAN . R-project.org/package=networktoolsType: OtherCrossref
-
Payton J. Jones , Ruofan Ma , Richard J. McNally (2021). Bridge Centrality: A Network Approach to Understanding Comorbidity . Multivariate Behavioral Research, 56(2), 353-367. Informa UK Limited.Crossref OpenAlex OpenCitations
-
Rachel Moseley *Autistic author. Learn more… , Tanya Druce , Julie Gamble-Turner (2020). ‘When my autism broke’: A qualitative study spotlighting autistic voices on menopause . Autism, 24(6), 1423-1437. SAGE Publications.
-
Shin Ho Park , Yun Ju C Song , Eleni A Demetriou , Karen L Pepper , Alice Norton , Emma E Thomas et al. (2019). Disability, functioning, and quality of life among treatment-seeking young autistic adults and its relation to depression, anxiety, and stress . Autism, 23(7), 1675-1686. SAGE Publications.Crossref OpenAlex OpenCitations
-
Susan Nolen-Hoeksema (2000). The role of rumination in depressive disorders and mixed anxiety/depressive symptoms. Journal of Abnormal Psychology, 109(3), 504-511. American Psychological Association (APA).Crossref OpenAlex OpenCitations
-
Epskamp, S. , Borsboom, D. , Fried, E.I. (n.d.). UvA-DARE (University of Amsterdam).Type: Article OpenAlex: https://openalex.org/W2962989581OpenAlex
-
Zachary J. Williams *Autistic author. Learn more… , Katherine Gotham (2021). Assessing general and autism‐relevant quality of life in autistic adults: A psychometric investigation using item response theory . Autism Research, 14(8), 1633-1644. Wiley.
-
Deisy Morselli Gysi , Andre Voigt , Tiago De Miranda Fragoso , Eivind Almaas , Katja Nowick (2018). wTO: an R package for computing weighted topological overlap and a consensus network with integrated visualization tool . BMC Bioinformatics, 19(1), 392-392. Freie Universität Berlin.OpenAlex
-
Donald J. Robinaugh , Ria H. A. Hoekstra , Emma R. Toner , Denny Borsboom (2020). The network approach to psychopathology: a review of the literature 2008–2018 and an agenda for future research . Psychological Medicine, 50(3), 353-366. Cambridge University Press (CUP).Crossref OpenAlex OpenCitations
-
Susan Nolen-Hoeksema , Blair E. Wisco , Sonja Lyubomirsky (2008). Rethinking Rumination . Perspectives on Psychological Science, 3(5), 400-424. SAGE Publications.Crossref OpenAlex OpenCitations
-
R Core Team. (2020). R: A language and environment for statistical computing (Version 4. 0. 2) [Computer software]. R Foundation for Statistical Computing. https://www . R-project.org/Type: OtherCrossref
-
Claudia D. van Borkulo , Lynn Boschloo , Jolanda Kossakowski , Pia Tio , Robert A. Schoevers , Denny Borsboom et al. (2017). Comparing network structures on three aspects: A permutation test .Type: Article DOI: 10.13140/rg.2.2.29455.38569 OpenAlex: https://openalex.org/W3008680927 Crossref: not foundOpenAlex
-
Gideon Schwarz (1978). Estimating the Dimension of a Model . The Annals of Statistics, 6(2), 461. Institute of Mathematical Statistics.Crossref OpenCitations
-
van Borkulo C., Boschloo L., Kossakowski J., Tio P., Schoevers R., Borsboom D., Waldorp L. (2017). Comparing network structures on three aspects: A permutation test. ResearchGate Preprint. https://doi.org/10 . 13140/RG. 2. 2. 29455. 38569Type: OtherCrossref
-
van Borkulo C., Haslbeck J., Epskamp S., Jones P. J., Millner A. (2019). NetworkComparisonTest: Statistical comparison of two networks based on three invariance measures (Version 2. 2. 1) [R Package]. https://cran.r-project.org/web/packages/NetworkComparisonTest/index.htmlType: OtherCrossref
-
Zachary J. Williams *Autistic author. Learn more… , Katherine Gotham (2022). Current and lifetime somatic symptom burden among transition‐aged autistic young adults . Autism Research, 15(4), 761-770. Wiley.AutiHub · Autistic Scholars OpenAlex
-
Williams Z. J. (2021). network_extra: Additional functions to conduct psychological network analysis in R. https://www.researchgate.net/publication/348789447_network_extra_Additional_functions_to_conduct_psychological_network_analysis_in_RType: OtherCrossref
-
Claudia D. van Borkulo , Riet van Bork , Lynn Boschloo , Jolanda J. Kossakowski , Pia Tio , Robert A. Schoevers et al. (2023). Comparing network structures on three aspects: A permutation test. Psychological Methods, 28(6), 1273-1285. American Psychological Association (APA).OpenAlex
-
Williams Z. J. (2020). bibr84-13623613211012855 Manuscript Submitted for Publication.Type: OtherCrossref
-
Williams Z. J. (2021). Manuscript Submitted for Publication . Manuscript Submitted for Publication.Type: OtherCrossref