Development and assessment of brief versions of the Penn State Worry Questionnaire and the Ruminative Response Scale
Abstract
Objectives: Worry and depressive rumination have been found to be involved in the onset and maintenance of a range of psychological disorders. The development of brief screening measures for excessive worry and depressive rumination is therefore desirable to facilitate the assessment of worry and rumination in prevention and treatment settings where routine administration of full questionnaires is not practical due to time‐related constraints. Design and methods: Using the Penn State Worry Questionnaire (PSWQ) and the Ruminative Response Scale (RRS) as gold standard starting points, brief versions of these measures were developed in a large sample of adolescents ( N = 1,952) and results were cross‐validated in two independent samples ( N = 1,954; N = 457). Results: The brief versions demonstrated acceptable to high internal consistency (brief PSWQ: α = .84–.91; brief RRS: α = .78–.81) and correlated highly with the full questionnaires (brief PSWQ: r = .91–.94; brief RRS: r = .88–.91). In addition, they showed high sensitivity (brief PSWQ: .90–.92; brief RRS: .90–.93), and high specificity (brief PSWQ: .88–.90; brief RRS: .80–.87) to detect excessive worry and rumination. The validity of the brief measures was further supported by demonstrating that the brief measures showed similar differences in scores between males and females as the full measures as well as substantial relationships to other measures of repetitive negative thinking and symptom measures of anxiety and depression. Finally, the brief measures predicted future symptoms of anxiety and depression. Conclusions: The brief versions of the PSWQ and RRS are time‐efficient and valid instruments for the screening of worry and depressive rumination. Their use in clinical practice is recommended to inform treatment and/or to select individuals at risk for development of psychological disorders who may benefit from preventive interventions. Practitioner points: The newly developed brief PSWQ and brief RRS are valid, internally reliable measures that show high diagnostic efficiency to detect excessive worry and depressive rumination. The brief PSWQ and brief RRS are time‐efficient instruments that can be used to determine whether a focus on reducing worry and depressive rumination during treatment is indicated. The brief PSWQ and brief RRS can be used for large‐scale screening purposes to identify individuals eligible for targeted prevention programmes. A potential limitation is that items of the brief RRS have depressive item content which may inflate the observed association with depression. Future research is needed to assess the quality of the brief PSWQ and the brief RRS in broader community and clinical samples.
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The Brief RRS has shown good reliability and validity.
“This measure has shown good reliability and validity [38].”
From A Virtual Reality–Based Cognitive Defusion Application for Youth Depression and Anxiety: Mixed Methods Experimental Study. (2025) · cites this paper as [38]
The Brief PSWQ has been validated in an adult population with good reliability and validity.
“The scale has been validated in an adult population with good reliability and validity [38].”
From A Virtual Reality–Based Cognitive Defusion Application for Youth Depression and Anxiety: Mixed Methods Experimental Study. (2025) · cites this paper as [38]
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“Worry Participants responded to Topper et al.’s (2014) Penn State Worry Questionnaire (five items: e.g., “Many situations make me worry”, UK α = .95, ω = .95; US α = .96, ω = .96) using the response scale: 1 ( not at all typical of me ) to 5 ( very typical of me ).”
Muñoz‐Navarro, R., Medrano, L. A., González‐Blanch, C., Carpallo-González, M., Olave, L., Díez, I. I., Ruiz‐Rodríguez, P., Moriana, J. A., & Vindel, A. C. (2020) · European Journal of Psychological Assessment · doi:10.1027/1015-5759/a000584 · Cited by 24 · see citing works
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Screening for Problematic Worry in Adults With a Single Item From the Penn State Worry Questionnaire
Schroder, H. S., Clark, D. A., & Moser, J. S. (2017) · Assessment · doi:10.1177/1073191117694453 · Cited by 23 · see citing works
“…and formal clinical diagnoses, they are restricted in their range of symptom severity, and are thus not ideally suited for the purpose of calibrating the large-scale screening tools that are needed for various settings such as primary care clinics or schools (but see Topper et al., 2014).”
BackgroundZhang, J., Wang, Y., Li, R., & Li, C. (2021) · Aging & Mental Health · doi:10.1080/13607863.2021.1937054 · Cited by 22 · see citing works
“In this study, the Cronbach’s alpha coefficient (α) for the Ruminative Response Scale was .91.”
BackgroundMethodInfluentialTipples, J. (2018) · Timing & Time Perception · doi:10.1163/22134468-20181134 · Cited by 21 · see citing works
Thinking about motor fluctuations: An examination of metacognitions in Parkinson's disease
Fernie, B. A., Spada, M. M., Chaudhuri, К. R., Klingelhoefer, L., & Brown, R. G. (2015) · Journal of Psychosomatic Research · doi:10.1016/j.jpsychores.2015.05.001 · Cited by 20 · see citing works
“Despite being brief, both scales have good psychometric properties [17] although they have not been used previously in PD.”
BackgroundLiang, L.-J., & Lee, Y. (2019) · Advances in Applied Sociology · doi:10.4236/aasoci.2019.96016 · Cited by 15 · see citing works
“The RRS has emerged as the most frequently used self-report measure of depressive rumination in both researches and clinical practice for its wide target population and stable reliability and validity in Japanese, Dutch and Korean (Topper et al., 2014; Shin, Cho, & Kim, 2015).”
MethodShiloh, S., Peleg, S., & Nudelman, G. (2021) · Psychology and Health · doi:10.1080/08870446.2021.1925670 · Cited by 19 · see citing works
“Worries representing health and other life domains (Topper et al., 2014) potentially affected by the pandemic were generated by the authors.”
BackgroundEffects of personal dementia exposure on subjective memory concerns and dementia worry
Lee, G. J., Do, C., & Suhr, J. A. (2020) · Aging Neuropsychology and Cognition · doi:10.1080/13825585.2020.1836119 · Cited by 17 · see citing works
“A brief, 5-item version of the Penn State Worry Questionnaire (PSWQ; Topper et al., 2014) was administered to measure the tendency for participants to exhibit different characteristics of worry (e.g., “when I am under pressure, I worry a lot”).”
BackgroundMethodSchweizer, T., Renner, F., Sun, D., Kleim, B., Holmes, E. A., & Tuschen‐Caffier, B. (2018) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2018.08.005 · Cited by 16 · see citing works
COVID-19 Impact Battery: Development and Validation
Schmidt, N. B., Allan, N. P., Koscinski, B., Mathes, B. M., Eackles, K., Accorso, C., Saulnier, K. G., Allan, D. M., Potter, K., Garey, L., et al. (2021) · Journal of Psychopathology and Behavioral Assessment · doi:10.1007/s10862-021-09919-7 · Cited by 14 · see citing works
“The factors explained 24.0%, 6.8%, and 2.1% of the variance in NA scores, PSWQ scores, and ACS scores, respectively.”
BackgroundInfluentialThielecke, J., Buntrock, C., Titzler, I., Braun, L., Freund, J., Berking, M., Baumeister, H., & Ebert, D. D. (2020) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2020.00125 · Cited by 13 · see citing works
Ho, I. K., & Tör‐Çabuk, K. (2023) · Ethnicity and Health · doi:10.1080/13557858.2023.2208312 · Cited by 12 · see citing works
“96 Worry: Penn State Worry Questionnaire (Topper et al. 2014), α = .”
BackgroundInfluentialWahlund, T., Jolstedt, M., Andersson, E., Vigerland, S., Perrin, S. G., Öst, L., Högström, J., & Serlachius, E. (2020) · mHealth · doi:10.21037/mhealth.2019.09.10 · Cited by 12 · see citing works
“Worry severity was also assessed weekly using the 5-item Brief Penn State Worry Questionnaire (brief PSWQ) (26).”
MethodShakeshaft, Y. L., Lecerf, T., Morosan, L., Badoud, D., & Debbané, M. (2020) · PLoS ONE · doi:10.1371/journal.pone.0230171 · Cited by 9 · see citing works
Drake, C. L., Kalmbach, D. A., Cheng, P., Roth, T. G., Tran, K. M., Cuamatzi-Castelan, A. S., Atkinson, R., Singh, M., Tonnu, C. V., & Fellman-Couture, C. (2019) · Journal of Clinical Sleep Medicine · doi:10.5664/jcsm.7920 · Cited by 10 · see citing works
Liu, K., Nijmeh, J., & Warren, S. L. (2021) · Assessment · doi:10.1177/1073191121993223 · Cited by 10 · see citing works
“Data were subsequently used in the development of a brief version of the PSWQ (Topper et al., 2014).”
MethodIndividual Differences in Psychological Stress Associated with Data Breach Experiences
Sears, C. R., & Cunningham, D. R. (2024) · Journal of Cybersecurity and Privacy · doi:10.3390/jcp4030028 · Cited by 11 · see citing works
“…with respect to demographic variables, we hypothesized that women would report higher levels of data-breach-induced stress than men given the documented gender differences in anxiety [28], negative emotionality [26,29], and propensity to worry [27], all of which are related to stress responses.”
InfluentialRuminative Response Scale (RRS)
Townshend, K., & Hajhashemi, K. (2023) · Springer eBooks · doi:10.1007/978-3-030-77644-2_84-1 · Cited by 10 · see citing works
Saulnier, K. G., Saulnier, S. J., & Allan, N. P. (2022) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2022.102571 · Cited by 8 · see citing works
Development of the Perth Adolescent Worry Scale (PAWS)
Hunter, S. C., Houghton, S., Kyron, M., Lawrence, D., Page, A. C., Chen, W., & Macqueen, L. (2022) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-021-00853-6 · Cited by 9 · see citing works
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“Maternal rumination A validated and reliable measure of depressive rumination [61, 77]”
MethodThe network structure of dysfunctional metacognitions, CAS strategies, and symptoms
Anyan, F., Nordahl, H., & Hjemdal, O. (2023) · Cogent Psychology · doi:10.1080/23311908.2023.2205258 · Cited by 8 · see citing works
“The Penn State Worry Questionnaire (PSWQ; Meyer et al., 1990) was used to assess worry.”
BackgroundMethodMcCarrick, D. J., Prestwich, A., & O'Connor, D. B. (2022) · Psychology and Health · doi:10.1080/08870446.2022.2130921 · Cited by 9 · see citing works
“In this study, the brief versions have acceptable to high internal consistency (brief PSWQ: α = .89; brief RRS: α = .79) and have been shown to correlate highly with the full questionnaires (brief PSWQ: r = .91–.94; brief RRS: r = .88–.91; Topper et al., 2014).”
Validity and reliability of the short Test Anxiety Inventory (TAI-5) in Dutch adolescents
Kösters, M. P., Klaufus, L. H., & van der Wal, M. F. (2023) · The Journal of General Psychology · doi:10.1080/00221309.2023.2188579 · Cited by 7 · see citing works
“The PSWQ-C5 (Penn State Worry Questionnaire-Child; Chorpita, Tracey, Brown, Collica, & Barlow, 1997; Topper, Emmelkamp, Watkins, & Ehring, 2014) measures worry with five items on a 4-point Likert scale (never true, sometimes true, most times true, always true).”
MethodKey factors behind various specific phobia subtypes
Zsido, A. N., Kiss, B. L., Basler, J., Birkás, B., & Coelho, C. M. (2023) · Scientific Reports · doi:10.1038/s41598-023-49691-0 · Cited by 9 · see citing works
“The brief, 5-item version of the Penn State Worry Questionnaire (PWSQ) was used to measure the tendency, intensity, and uncontrollability of worry 40 .”
MethodLiu, C., Lv, X., Guo, Z., Zhang, Z., Yang, M., Fang, J., & Wang, W. (2020) · Neuroreport · doi:10.1097/wnr.0000000000001534 · Cited by 7 · see citing works
A preliminary examination of the Anxiety Sensitivity Index-3 factor structure in older adults.
Do, C., Pizzonia, K., Koscinski, B., Sánchez, C. M., Suhr, J. A., & Allan, N. P. (2022) · Journal of Affective Disorders · doi:10.1016/j.jad.2022.09.076 · Cited by 7 · see citing works
Batterham, P. J., Gendi, M., Christensen, H. M., Calear, A. L., Shand, F., Sunderland, M., Borschmann, R., Banfield, M., O’Dea, B., Larsen, M. E., et al. (2023) · BMC Psychiatry · doi:10.1186/s12888-023-05335-1 · Cited by 9 · see citing works
Veale, D. M., Serfaty, M. A., Humpston, C. S., Papageorgiou, A., Markham, S., Hodsoll, J. P., & Young, A. H. (2021) · BJPsych Open · doi:10.1192/bjo.2021.1044 · Cited by 7 · see citing works
A Bifactor Model of the Straightforward Attentional Control Scale
Judah, M. R., Saulnier, K. G., Hager, N., & Allan, N. P. (2019) · Journal of Psychopathology and Behavioral Assessment · doi:10.1007/s10862-019-09737-y · Cited by 8 · see citing works
Hallford, D. J., Austin, D., Takano, K., Yeow, J. J. E., Rusanov, D., Fuller‐Tyszkiewicz, M., & Raes, F. (2024) · Journal of Affective Disorders · doi:10.1016/j.jad.2024.04.078 · Cited by 14 · see citing works
Vehicle Firearm Storage: Prevalence and Correlates in a Sample of Male Firearm Owners
Tucker, R. P., Powers, J., Pardue-Bourgeois, S., Oakey‐Frost, N., Moscardini, E. H., Gilroy, S. P., Capron, D. W., Bryan, C. J., & Anestis, M. D. (2021) · Archives of Suicide Research · doi:10.1080/13811118.2021.2020698 · Cited by 6 · see citing works
Moeck, E. K., Mortlock, J., Onie, S., Most, S. B., & Koval, P. (2022) · Affective Science · doi:10.1007/s42761-022-00145-2 · Cited by 6 · see citing works
“Our sample reported higher average levels of repetitive negative thinking than those observed in the two studies we sought to replicate (Koval et al., 2016; Onie & Most, 2017), and in other undergraduate samples (e.g., Hasegawa, 2013; Koval et al., 2012; Onie & Most, 2021; Topper et al., 2014).”
BackgroundResultMüller, C., Rosenkranz, T., Schiller, A., Takano, K., Watkins, E. R., Mühlberger, A., Funk, J., & Ehring, T. W. (2025) · Behaviour Research and Therapy · doi:10.1016/j.brat.2025.104830 · Cited by 5 · see citing works
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“Rumination or negative thinking was assessed utilising the Ruminative Response Scale (RRS)-short form [66], a widely used measure of rumination, comprising 10 items that assess brooding and reflection [67, 68].”
BackgroundMethodInfluentialAntonacci, C., Buthmann, J. L., Uy, J. P., Khosravi, P., Lee, Y. J., & Gotlib, I. H. (2025) · Developmental Psychobiology · doi:10.1002/dev.70080 · Cited by 4 · see citing works
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Item Retention as a Feature Selection Task: Developing Abbreviated Measures Using Shapley Values
Droncheff, B., Liu, K., & Warren, S. L. (2024) · Journal of Psychopathology and Behavioral Assessment · doi:10.1007/s10862-024-10120-9 · Cited by 4 · see citing works
“Notably, we used the same sample as Topper et al. (2014).”
InfluentialBell, I. H., Li, C., Thompson, A., Ellinghaus, C., O’Sullivan, S., Reynolds, K. A., Wadley, G., Liu, Y., Bendall, S., Gleeson, J., et al. (2025) · JMIR Mental Health · doi:10.2196/70160 · Cited by 3 · see citing works
“This measure has shown good reliability and validity [38].”
InfluentialUnveiling Transitions in Disease States: Study of Depressive and Anxiety Symptom Networks over Time
Noortgate, M. V. D., Morrens, M., van Hemert, A. M., Schoevers, R. A., Penninx, B. W. J. H., & Giltay, E. J. (2024) · Depression and Anxiety · doi:10.1155/2024/4393070 · Cited by 3 · see citing works
“To assess pathological worrying, a brief 11-item version of the PSWQ (Cronbach ’ s alpha 0.84 – 0.91) was administered using a 0 – 4 Likert scale [38, 39].”
InfluentialVicarious Racism and Links to Negative Emotions and Mental Health in US Adults: A Scoping Review
Woolverton, G. A., Zhang, W., Wong, S. H. M., Wang, J., Nguyen, V., Zhao, C., Rastogi, R., Yip, T., Keum, B. T., & Liu, C. H. (2025) · Harvard Review of Psychiatry · doi:10.1097/hrp.0000000000000436 · Cited by 4 · see citing works
Temple, J., Cherry, M. G., Gray, V., Jones, A., & Fisher, P. (2023) · Epilepsy & Behavior · doi:10.1016/j.yebeh.2023.109599 · Cited by 4 · see citing works
“Both scales have been validated in adolescents, correlate highly with their respective full versions (brief-PSWQ: r = 0.91 – 0.94; brief-RRS: r = 0.88 – 0.91), and have acceptable to excellent internal consistency (brief-PSWQ: α = 0.84 – 0.91; brief-RRS: α = 0.78 – 0.81) [67].”
InfluentialElkjær, E., Mikkelsen, M. B., Tramm, G., Michalak, J., Mennin, D. S., & O’Toole, M. S. (2022) · Brain and Behavior · doi:10.1002/brb3.2855 · Cited by 2 · see citing works
“i A number of additional questionnaires were obtained at baseline but were not relevant for the current study aims: These included worry (Brief PSWQ; Topper et al., 2014), rumination (RRS; Treynor et al., 2003), reappraisal and expressive suppression (ERQ; Gross & John, 2003), acceptance and action (AAQ; Bond & Bunce,…”
BackgroundHealth Effects of Psychological Interventions for Worry and Rumination: A Meta-analysis.Preprint
McCarrick, D. J., Prestwich, A., Prudenzi, A., & O'Connor, D. B. (2021) · doi:10.31234/osf.io/bsf9e · Cited by 3 · see citing works
Rosenkranz, T., Takano, K., Watkins, E. R., & Ehring, T. W. (2019) · doi:10.31234/osf.io/nj73c · Cited by 3 · see citing works
Self-citationRuminative Response Scale (RRS)
Townshend, K., & Hajhashemi, K. (2025) · Springer eBooks · doi:10.1007/978-3-031-47219-0_84 · Cited by 2 · see citing works
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The Association Between Types of Chronic Diseases and Anxiety or Worry in Older Adults
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Rumination and Coping as Pathways from Stress to Emotional Exhaustion among Hospital Pharmacists
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Psychosocial Assessment and Intervention in Patients Undergoing Pulmonary Rehabilitation
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Prevalence and Gender Differences in Worry and Social Anxiety among Greek High School Adolescents
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Baldour-Wang, M., Kotov, R., Gámez, W., Chmielewski, M. S., Ruggero, C. J., & Eaton, N. R. (2024) · Journal of Psychopathology and Behavioral Assessment · doi:10.1007/s10862-024-10159-8 · Cited by 2 · see citing works
“The RRS has become the most frequently used self-report measure of depressive rumination in both clinical and research settings (Topper et al., 2014).”
Dimensionality of the Penn State Worry Questionnaire and its brief versions
Valencia, P. D., & Paredes-Ángeles, R. (2021) · Revista Argentina de Ciencias del Comportamiento ( RACC ) · doi:10.32348/1852.4206.v13.n2.27395 · Cited by 1 · see citing works
Eschle, T. M., Wale, S. P., & McCarrick, D. (2022) · Behavioral Science · doi:10.3390/bs12030067 · Cited by 2 · see citing works
“As with the use of the UB-PSWQ-3, this shortened scale allows for time-efficient responses from participants, without compromising psychometric soundness [38].”
MethodThe relative importance of transdiagnostic factors associated with problematic smartphone use
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Disentangling the Impact of Poor Sleep from Depressive Symptoms on Emotion Regulation
O’Leary, K. (2019) · Digital Commons - University of South Florida (University of South Florida)
Bi-factor model of repetitive thinking: Replication and extension
Liu, K., Wright, M. E., Cole, L. A., & Warren, S. L. (2024) · Personality and Individual Differences · doi:10.1016/j.paid.2024.112692
Kowalski, C. M., Saklofske, D. H., & Schermer, J. A. (2024) · Cognitive Therapy and Research · doi:10.1007/s10608-024-10482-0
“…research has shown adequate convergent, discriminant, and predictive validity of the subscales when compared with measures of rumination, reflection, and depression (Treynor et al., 2003) resulting in the scale being described as the gold standard for measuring rumination (Topper et al., 2014).”
Validation of the state-brief-penn state worry questionnaire
Koscinski, B., Sánchez, C. M., & Allan, N. P. (2025) · Journal of Affective Disorders · doi:10.1016/j.jad.2025.04.005
Pellowski, J. S., Wiessner, C., Buntrock, C., & Christiansen, H. (2025) · Behavioral Sciences · doi:10.3390/bs15091253
“In a sample of Dutch psychology students, a Cronbach’s alpha of 0.91 was found (Topper et al., 2014).”
InfluentialHoff, H. U., Hjemdal, O., Steinsbekk, S., & Nordahl, H. (2026) · Child Psychiatry & Human Development · doi:10.1007/s10578-026-01983-y
Hoff, H. U., Hjemdal, O., & Nordahl, H. (2026) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2026.1765814
“It is widely used and has been validated for use in adolescents (26) and consists of 5 items (e.g. “ when I am under pressure, I worry a lot ” or “ I worry all the time ” ).”
Metzler, Y. A., Schade, H., Nitsche, M. A., Wascher, E., Getzmann, S., Gajewski, P. D., & Melo, L. (2026) · Scientific Reports · doi:10.1038/s41598-026-54301-w
Predictors of worry‐related safety behaviours and avoidance
Crawford, T., & Purdon, C. L. (2026) · British Journal of Clinical Psychology · doi:10.1111/bjc.70075
Well-being comparisons and mental health outcomes following loss: a two-wave longitudinal study
Schlechter, P., Hoppen, T. H., Bonanno, G. A., & Nexhmedin Morina, B. (2026) · European Journal of Psychotraumatology · doi:10.1080/20008066.2026.2686574
“The short form of the Penn State Worry Questionnaire (PSWQ) was used to measure excessive worry (Meyer et al., 1990; Topper et al., 2014).”
Is Worry Associated With Social Exclusion in School? Within‐Person Relations From Age 10 to 16
Stenhaug, A., Skalická, V., Solem, S., & Stenseng, F. (2026) · Journal of Adolescence · doi:10.1002/jad.70223
Klungsøyr, O., Røssberg, J. I., Papageorgiou, C., Evensen, J. H., Løvgren, A., Malkomsen, A., Osnes, K., Ulberg, R., Wilberg, T., & Dammen, T. (2026) · Psychotherapy Research · doi:10.1080/10503307.2026.2682995
- Authors
- Topper, M., Emmelkamp, P. M. G., Watkins, E., & Ehring, T.
- Affiliations
- University of Amsterdam (NL)
- King Abdulaziz University (SA)
- School of Psychology Mood Disorders Centre University of Exeter UK
- University of Münster (DE)
- Corresponding author
- Topper, Maurice
- Venue
- British Journal of Clinical Psychology
- Publisher
- Wiley
- Published
- 2014-05-02
- Volume
- 53
- Issue
- 4
- Pages
- 402-421
- ISSN
- 0144-6657 (ISSN-L)
- 2044-8260
- OpenAlex
- W2112643237
- Cited by
- 103
- References
- 90
- Citations by year
- 2026: 12 · 2025: 13 · 2024: 10 · 2023: 11 · 2022: 12 · 2021: 14 · 2020: 9 · 2019: 8 · 2018: 4 · 2017: 2 · 2016: 5 · 2015: 3
- FWCI
- 4.63
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- British Journal of Clinical Psychology (publishedVersion)
- PubMed (publishedVersion)
- UvA-DARE (University of Amsterdam) (publishedVersion)
- Data Archiving and Networked Services (DANS) (submittedVersion)
- Funders
- Netherlands Organisation for Health Research and Development (200210001)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Mental Health Research Topics
- Social Sciences › Psychology › Clinical Psychology › Psychological Treatments and Assessments
- Keywords
- Penn State Worry Questionnaire, Ruminative Response Scale, excessive worry, depressive rumination, repetitive negative thinking, screening tool, adolescents, anxiety symptoms, depressive symptoms, preventive interventions, gender differences, psychometric validation, treatment selection, questionnaire shortening, psychometric properties, sensitivity and specificity, internal consistency, cross-validation
- MeSH terms
- Adolescent, Adult, Anxiety, Anxiety Disorders, Depression, Female, Humans, Male, Netherlands, Obsessive-Compulsive Disorder, Psychometrics, Surveys and Questionnaires, Regression Analysis, Sex Factors, Thinking, Reproducibility of Results, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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