Shape of change in cognitive behavioral therapy for youth anxiety: Symptom trajectory and predictors of change.
Abstract
OBJECTIVE: Multilevel growth analysis was used to establish the mean growth trajectory (shape of change) for cognitive behavioral therapy (CBT) for youth with anxiety disorders. Two-level growth analysis was conducted to identify important between-youth predictors of session-by-session symptom change. METHOD: Fifty-five youth (ages 7-17; 50.9% male) and their parents participated in a 16- to 20-week CBT that emphasized affective, cognitive, and exposure-based exercises. Multilevel growth models (MLMs) were estimated to model session symptom data taking into account an "anxiety spike" hypothesized to occur at initiation of exposure sessions. Three models were compared: a cubic curve, a log-linear curve plus an exposure covariate, and a linear curve plus exposure covariate. Two-level MLM examined the effect of demographic traits (sex, age, race/ethnicity), pretreatment symptom severity, comorbid school refusal, early treatment factors (use of selective serotonin reuptake inhibitor medication, therapeutic alliance, treatment attrition), and pretreatment coping (engagement, disengagement, and involuntary coping). RESULTS: Fit indices provided support for the cubic growth model using either parent or youth anxiety data. Level 2 analysis identified youth age, symptom severity (anxiety, externalizing), early attrition, and engagement and disengagement coping as significant predictors of symptom trajectories. Predictors accounted for 34%-37% of between-youth variance in midtreatment anxiety scores. CONCLUSIONS: Findings suggest that the symptom course of CBT, and the effect of between-youth factors on treatment outcomes, is more complex than previously thought. Educating therapists and clients about findings can aid treatment expectations and dissemination efforts of empirically supported treatments.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
These findings are consistent with Chu et al who demonstrated a nonlinear symptom trajectory for youth engaging in face-to-face CBT, with participants tending to show a rapid response over the first six sessions and changes tending to taper off thereafter.
“These findings are also consistent with those of Chu et al [26] who demonstrated a nonlinear symptom trajectory for youth engaging in face-to-face CBT; in fact, they reported that participants tended to show a rapid response over the first six sessions, with changes tending to taper off thereafter.”
From Large-scale dissemination of internet-based cognitive behavioral therapy for youth anxiety: Feasibility and acceptability study (2018) · cites this paper as [26]
Cites
Diagnostic and Statistical Manual of Mental Disorders
Williams, J. B. W., & First, M. B. (2013) · Oxford University Press eBooks · doi:10.1093/acrefore/9780199975839.013.104 · Cited by 109,841 · see citing works
Hierarchical Linear Models: Applications and Data Analysis Methods.
Longford, N. T., Bryk, A. S., & Raudenbush, S. W. (1993) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2075823 · Cited by 18,768 · see citing works
Applied Longitudinal Data Analysis: Modeling Change and Event Occurrence
Singer, J. D., & Willett, J. B. (2003) · doi:10.1093/acprof:oso/9780195152968.001.0001 · Cited by 10,647 · see citing works
Harrell (2015) · Springer Series in Statistics · doi:10.1007/978-3-319-19425-7 · Cited by 6,878 · see citing works
Bayesian model selection in social research
Raftery, A. E. (1995) · Sociological Methodology · doi:10.2307/271063 · Cited by 6,823 · see citing works
Emotional processing of fear: Exposure to corrective information.
Foa, E. B., & Kozak, M. J. (1986) · Psychological Bulletin · doi:10.1037/0033-2909.99.1.20 · Cited by 5,396 · see citing works
Compas, B. E., Connor-Smith, J. K., Saltzman, H., Thomsen, A. H., & Wadsworth, M. E. (2001) · Psychological Bulletin · doi:10.1037/0033-2909.127.1.87 · Cited by 3,277 · see citing works
Chorpita, B. F., Yim, L., Moffitt, C., Umemoto, L. A., & Francis, S. E. (2000) · Behaviour Research and Therapy · doi:10.1016/s0005-7967(99)00130-8 · Cited by 1,966 · see citing works
Cognitive Behavioral Therapy, Sertraline, or a Combination in Childhood Anxiety
Walkup, J. T., Albano, A. M., Piacentini, J., Birmaher, B., Compton, S. N., Sherrill, J. T., Ginsburg, G. S., Rynn, M. A., McCracken, J., Waslick, B., et al. (2008) · New England Journal of Medicine · doi:10.1056/nejmoa0804633 · Cited by 1,442 · see citing works
Responses to stress in adolescence: Measurement of coping and involuntary stress responses.
Connor-Smith, J. K., Compas, B. E., Wadsworth, M. E., Thomsen, A. H., & Saltzman, H. (2000) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.68.6.976 · Cited by 1,241 · see citing works
Therapy for youths with anxiety disorders: A second randomized clincal trial.
Kendall, P. C., Flannery-Schroeder, E., Panichelli-Mindel, S. M., Southam-Gerow, M., Henin, A., & Warman, M. (1997) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.65.3.366 · Cited by 984 · see citing works
Therapy for youths with anxiety disorders: A second randomized clincal trial.
Kendall, P. C., Flannery-Schroeder, E. C., Panichelli-Mindel, S. M., Southam‐Gerow, M. A., Henin, A., & Warman, M. (1997) · Journal of Consulting and Clinical Psychology · doi:10.1037//0022-006x.65.3.366 · Cited by 979 · see citing works
Application of random-effects pattern-mixture models for missing data in longitudinal studies.
Hedeker, D., & Gibbons, R. D. (1997) · Psychological Methods · doi:10.1037/1082-989x.2.1.64 · Cited by 907 · see citing works
A survey of psychologists’ attitudes towards and utilization of exposure therapy for PTSD
Becker, C. B., Zayfert, C., & Anderson, E. (2004) · Behaviour Research and Therapy · doi:10.1016/s0005-7967(03)00138-4 · Cited by 759 · see citing works
Shirk, S. R., & Karver, M. (2003) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.71.3.452 · Cited by 698 · see citing works
Evidence-based psychosocial treatments for phobic and anxiety disorders in children and adolescents
Silverman, W. K., Pina, A. A., & Viswesvaran, C. (2008) · Journal of Clinical Child & Adolescent Psychology · doi:10.1080/15374410701817907 · Cited by 660 · see citing works
Patient-focused research: Using patient outcome data to enhance treatment effects.
Lambert, M. J., Hansen, N. B., & Finch, A. E. (2001) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.69.2.159 · Cited by 602 · see citing works
Kendall, P. C., Hudson, J. L., Gosch, E., Flannery-Schroeder, E., & Suveg, C. (2008) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.76.2.282 · Cited by 579 · see citing works
Hayes, A. M., Laurenceau, J., Feldman, G. C., Strauss, J. L., & Cardaciotto, L. (2007) · Clinical Psychology Review · doi:10.1016/j.cpr.2007.01.008 · Cited by 514 · see citing works
Longitudinal Data Analyses Using Linear Mixed Models in SPSS: Concepts, Procedures and Illustrations
Shek, D. T. L., & Ma, C. M. S. (2011) · The Scientific World JOURNAL · doi:10.1100/tsw.2011.2 · Cited by 425 · see citing works
Shirk, S. R., & Saiz, C. C. (1992) · Development and Psychopathology · doi:10.1017/s0954579400004946 · Cited by 392 · see citing works
Relation of the alliance with outcomes in youth psychotherapy: a meta-analysis
McLeod, B. D. (2011) · Clinical Psychology Review · doi:10.1016/j.cpr.2011.02.001 · Cited by 301 · see citing works
Howell, D. C. (2007) · SAGE Publications Ltd eBooks · doi:10.4135/9781848607958.n11 · Cited by 280 · see citing works
Southam‐Gerow, M. A., Kendall, P. C., & Weersing, V. R. (2001) · Journal of Clinical Child & Adolescent Psychology · doi:10.1207/s15374424jccp3003_13 · Cited by 227 · see citing works
Berman, S. L., Weems, C. F., Silverman, W. K., & Kurtines, W. M. (2000) · Behavior Therapy · doi:10.1016/s0005-7894(00)80040-4 · Cited by 221 · see citing works
Discontinuities and cognitive changes in an exposure-based cognitive therapy for depression
Hayes, A. M., Feldman, G. C., Beevers, C. G., Laurenceau, J.-P., Cardaciotto, L., & Lewis-Smith, J. (2007) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.75.3.409 · Cited by 198 · see citing works
Integrating an emotion-focused approach to treatment into psychotherapy integration.
Greenberg, L. S. (2002) · Journal of Psychotherapy Integration · doi:10.1037/1053-0479.12.2.154 · Cited by 178 · see citing works
Nishith, P., Resick, P. A., & Griffin, M. G. (2002) · Journal of Consulting and Clinical Psychology · doi:10.1037//0022-006x.70.4.880 · Cited by 142 · see citing works
Attrition in the treatment of childhood anxiety disorders.
Kendall, P. C., & Sugarman, A. (1997) · Journal of Consulting and Clinical Psychology · doi:10.1037//0022-006x.65.5.883 · Cited by 140 · see citing works
Rapid Response to Psychosocial Treatment for Adolescent Depression: A Two-Year Follow-up
RENAUD, J., BRENT, D. A., BAUGHER, M., BIRMAHER, B., KOLKO, D. J., & BRIDGE, J. (1998) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1097/00004583-199811000-00019 · Cited by 139 · see citing works
Chu, B. C., & Harrison, T. (2007) · Clinical Child and Family Psychology Review · doi:10.1007/s10567-007-0028-2 · Cited by 127 · see citing works
Self-citationKendall, P. C., Comer, J. S., Marker, C. D., Creed, T. A., Puliafico, A. C., Hughes, A. A., Martin, E. D., Suveg, C. M., & Hudson, J. L. (2009) · Journal of Consulting and Clinical Psychology · doi:10.1037/a0013686 · Cited by 125 · see citing works
Sudden gains during therapy of social phobia.
Hofmann, S., Schulz, S. M., Meuret, A., Moscovitch, D., & Suvak, M. K. (2006) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.74.4.687 · Cited by 122 · see citing works
Piña, A., Silverman, W. K., Fuentes, R., Kurtines, W. M., & Weems, C. F. (2003) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1097/00004583-200310000-00008 · Cited by 120 · see citing works
Contemporary Issues in the Analysis of Data: A Survey of 551 Psychologists
Zuckerman, M., Hodgins, H. S., Zuckerman, A., & Rosenthal, R. (1993) · Psychological Science · doi:10.1111/j.1467-9280.1993.tb00556.x · Cited by 102 · see citing works
Anxiety disorders in children: A multiple-baseline evaluation of a cognitive-behavioral treatment
Kane, M. T., & Kendall, P. C. (1989) · Behavior Therapy · doi:10.1016/s0005-7894(89)80129-7 · Cited by 93 · see citing works
Reconsidering rapid early response in cognitive behavioral therapy for depression.
Tang, T. Z., & DeRubeis, R. J. (1999) · Clinical Psychology: Science and Practice · doi:10.1093/clipsy.6.3.283 · Cited by 83 · see citing works
Prins, P. J. M., & Ollendick, T. H. (2003) · Clinical Child and Family Psychology Review · doi:10.1023/a:1023730526716 · Cited by 83 · see citing works
A Parent-Only Group Intervention for Children With Anxiety Disorders: Pilot Study
Thienemann, M., Moore, P. S., & Tompkins, K. (2005) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1097/01.chi.0000186404.90217.02 · Cited by 76 · see citing works
Predictors of treatment response in anxious-depressed adolescents with school refusal
LAYNE, A. E., BERNSTEIN, G. A., EGAN, E. A., & KUSHNER, M. G. (2003) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1097/00004583-200303000-00012 · Cited by 73 · see citing works
Sudden gains in group cognitive-behavioral therapy for panic disorder
Clerkin, E. M., Teachman, B. A., & Smith-Janik, S. B. (2008) · Behaviour Research and Therapy · doi:10.1016/j.brat.2008.08.002 · Cited by 60 · see citing works
Treatment Of Missing Data At The Second Level Of Hierarchical Linear Models
Gibson, N. M., & Olejnik, S. F. (2003) · Educational and Psychological Measurement · doi:10.1177/0013164402250987 · Cited by 58 · see citing works
Elusive alliance: Treatment engagement strategies with high-risk adolescents.
Shirk, S. R., Caporino, N., & Karver, M. (2010) · American Psychological Association eBooks · doi:10.1037/12139-000 · Cited by 37 · see citing works
Expanding horizons: Adapting manual-based treatments for anxious children with comorbid diagnoses
Hudson, J. L., Krain, A. L., & Kendall, P. C. (2001) · Cognitive and Behavioral Practice · doi:10.1016/s1077-7229(01)80007-9 · Cited by 37 · see citing works
Krain, A. L., & Kendall, P. C. (1999) · Issues in clinical child psychology · doi:10.1007/978-1-4615-4755-6_7 · Cited by 31 · see citing works
Mechanisms of Change in Cognitive Behavioral Therapy for Anxious Youth
Hudson, J. L. (2005) · Clinical Psychology Science and Practice · doi:10.1093/clipsy.bpi019 · Cited by 30 · see citing works
Chorpita, B. F., & Southam‐Gerow, M. A. (2006) · Cited by 26 · see citing works
Involvement shifts, alliance ruptures, and managing engagement over therapy.
Chu, B. C., Suveg, C. M., Creed, T. A., & Kendall, P. C. (2010) · American Psychological Association eBooks · doi:10.1037/12139-003 · Cited by 18 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
Meta-analysis of dropout from cognitive behavioral therapy: Magnitude, timing, and moderators.
Fernandez, E., Salem, D., Swift, J. K., & Ramtahal, N. (2015) · Journal of Consulting and Clinical Psychology · doi:10.1037/ccp0000044 · Cited by 551 · see citing works
Parent–youth informant disagreement: Implications for youth anxiety treatment
Becker‐Haimes, E. M., Jensen‐Doss, A., Birmaher, B. B., Kendall, P. C., & Ginsburg, G. S. (2017) · Clinical Child Psychology and Psychiatry · doi:10.1177/1359104516689586 · Cited by 122 · see citing works
CBT for adolescents with anxiety: mature yet still developing
Kendall, P. C., & Peterman, J. S. (2015) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2015.14081061 · Cited by 115 · see citing works
Tam, H. E., & Ronan, K. R. (2017) · Clinical Psychology Review · doi:10.1016/j.cpr.2017.04.005 · Cited by 97 · see citing works
March, S., Spence, S. H., Donovan, C. L., & Kenardy, J. A. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.9211 · Cited by 84 · see citing works
“These findings are also consistent with those of Chu et al [26] who demonstrated a nonlinear symptom trajectory for youth engaging in face-to-face CBT; in fact, they reported that participants tended to show a rapid response over the first six sessions, with changes tending to taper off thereafter.”
ResultSnippe, E., Dziak, J. J., Lanza, S. T., Nyklı́ček, I., & Wichers, M. (2017) · Mindfulness · doi:10.1007/s12671-016-0650-5 · Cited by 55 · see citing works
Rudy, B. M., Zavrou, S., Johnco, C. J., Storch, E. A., & Lewin, A. B. (2017) · Journal of Child and Family Studies · doi:10.1007/s10826-017-0772-y · Cited by 29 · see citing works
Trajectories and predictors of response in youth anxiety CBT: Integrative data analysis.
Skriner, L. C., Chu, B. C., Kaplan, M., Bodden, D. H. M., Bögels, S. M., Kendall, P. C., Nauta, M. H., Silverman, W. K., Wood, J. J., Barker, D., et al. (2018) · Journal of Consulting and Clinical Psychology · doi:10.1037/ccp0000367 · Cited by 28 · see citing works
Self-citationKennedy, S. M., Halliday, E. R., & Ehrenreich, J. T. (2020) · Journal of Clinical Child & Adolescent Psychology · doi:10.1080/15374416.2020.1716363 · Cited by 28 · see citing works
Kennedy, S. M., Lanier, H., Salloum, A., Ehrenreich-May, J., & Storch, E. A. (2021) · Cognitive and Behavioral Practice · doi:10.1016/j.cbpra.2020.06.001 · Cited by 25 · see citing works
Trajectories of depression in psychotherapy: How client characteristics predict clinical improvement
Lin, T., & Farber, B. A. (2021) · Journal of Clinical Psychology · doi:10.1002/jclp.23119 · Cited by 21 · see citing works
Feurer, C., Jimmy, J., Bhaumik, R., Duffecy, J., Medrano, G. R., Ajilore, O., Shankman, S., Langenecker, S., Craske, M., Phan, K., et al. (2021) · Neuropsychopharmacology · doi:10.1038/s41386-021-01211-2 · Cited by 19 · see citing works
March, S., Batterham, P. J., Rowe, A., Donovan, C. L., Calear, A. L., & Spence, S. H. (2021) · JMIR Mental Health · doi:10.2196/27981 · Cited by 20 · see citing works
Wu, M. S., Wickham, R. E., Chen, S.-Y., Chen, C., & Lungu, A. (2021) · JMIR Formative Research · doi:10.2196/33452 · Cited by 15 · see citing works
A systematic review of research in psychology training clinics: How far have we come?
Dyason, K. M., Shanley, D. C., Hawkins, E., Morrissey, S. A., & Lambert, M. J. (2018) · Training and Education in Professional Psychology · doi:10.1037/tep0000196 · Cited by 15 · see citing works
Sanchez, A. L., Comer, J. S., Coxe, S. J., Albano, A. M., Piacentini, J. C., Compton, S. N., Ginsburg, G. S., Rynn, M. A., Walkup, J. T., Sakolsky, D. J., et al. (2019) · Child Psychiatry & Human Development · doi:10.1007/s10578-019-00896-3 · Cited by 12 · see citing works
Durland, P. H., Wyszynski, C. M., & Chu, B. C. (2018) · Behavior Therapy · doi:10.1016/j.beth.2018.01.006 · Cited by 10 · see citing works
Self-citationTerrill, D. R., Dellavella, C., King, B. T., Hubert, T., Wild, H., & Zimmerman, M. (2023) · Journal of Affective Disorders · doi:10.1016/j.jad.2023.03.036 · Cited by 11 · see citing works
Predictive Value of Parent-Professional Alliance for Outcomes of Home-Based Parenting Support
de Greef, M., McLeod, B. D., Scholte, R. H. J., Delsing, M. J. M. H., Pijnenburg, H. M. P. H. M., & van Hattum, M. J. C. (2018) · Child & Youth Care Forum · doi:10.1007/s10566-018-9467-9 · Cited by 11 · see citing works
Spence, S. H., Prosser, S. J., March, S., & Donovan, C. L. (2020) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.13257 · Cited by 10 · see citing works
Rudy, B. M., Storch, E. A., & Lewin, A. B. (2014) · Journal of Child and Family Studies · doi:10.1007/s10826-014-0008-3 · Cited by 7 · see citing works
Treatment of Anxiety in Children and Adolescents
Dowell, T. L., Donovan, C. L., Farrell, L. J., & Waters, A. M. (2018) · Current Treatment Options in Psychiatry · doi:10.1007/s40501-018-0136-2 · Cited by 6 · see citing works
Patterns of sub‐optimal change following CBT for childhood anxiety
Bertie, L., Arendt, K. B., Coleman, J. R. I., Cooper, P., Creswell, C., Eley, T. C., Hartman, C. A., Heiervang, E. R., In‐Albon, T., Krause, K., et al. (2024) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.14009 · Cited by 5 · see citing works
Kerns, S. E. U., Phillips, J. D., Berliner, L., & Barth, R. P. (2021) · Journal of Child and Family Studies · doi:10.1007/s10826-021-02112-0 · Cited by 4 · see citing works
Calteaux, I., Neumann, D. L., & Farrell, L. (2025) · Child Psychiatry and Human Development · doi:10.1007/s10578-025-01902-7 · Cited by 2 · see citing works
Lord, K. A., & Tolin, D. (2024) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2024.102843 · Cited by 2 · see citing works
CBT for Adolescents With Anxiety: Mature Yet Still Developing
Kendall, P. C., & Peterman, J. S. (2017) · FOCUS The Journal of Lifelong Learning in Psychiatry · doi:10.1176/appi.focus.15206 · Cited by 2 · see citing works
McGuire, A., Kriegshauser, K., & Blossom, J. B. (2023) · Journal of Emotional and Behavioral Disorders · doi:10.1177/10634266231154205 · Cited by 1 · see citing works
Research Methodology in Clinical Child and Adolescent Psychology
Comer, J. S., & Bry, L. J. (2018) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780190634841.013.8 · Cited by 1 · see citing works
Elevations in depression and anxiety symptoms prior to discharge from partial hospitalization
Bockhorst, J. L., Hudson, C. C., Björgvinsson, Þ., & Beard, C. (2024) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2024.2400258 · Cited by 1 · see citing works
Fishman, D. B. (2013) · Pragmatic Case Studies in Psychotherapy · doi:10.14713/pcsp.v9i2.1815
Whiteside, S. P. H., Gloe, L. M., & Biggs, B. K. (2026) · Journal of Clinical Psychology · doi:10.1002/jclp.70140
Latent Classes of Symptom Trajectories in a Brief Treatment for Borderline Personality Disorder
Terrill, D. R., Southward, M. W., Cecil, S., & Sauer-Zavala, S. E. (2026) · Journal of Psychopathology and Behavioral Assessment · doi:10.1007/s10862-026-10288-2
- Authors
- Chu, B. C., Skriner, L. C., & Zandberg, L. J.
- Affiliations
- Rutgers, The State University of New Jersey (US)
- Venue
- Journal of Consulting and Clinical Psychology
- Published
- 2013
- Volume
- 81
- Issue
- 4
- Pages
- 573-587
- ISSN
- 0022-006X (ISSN-L)
- 1939-2117
- OpenAlex
- W2332741612
- Cited by
- 33
- References
- 47
- Citations by year
- 2026: 2 · 2025: 1 · 2024: 3 · 2023: 2 · 2021: 5 · 2020: 3 · 2019: 1 · 2018: 7 · 2017: 5 · 2015: 2 · 2014: 1 · 2013: 1
- FWCI
- 1.80
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Consulting and Clinical Psychology (publishedVersion)
- PubMed (publishedVersion)
- Rutgers University Community Repository (Rutgers University) (submittedVersion)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Social Sciences › Psychology › Clinical Psychology › Psychotherapy Techniques and Applications
- Social Sciences › Psychology › Clinical Psychology › Child and Adolescent Psychosocial and Emotional Development
- Keywords
- cognitive behavioral therapy, youth anxiety, anxiety disorders, symptom trajectories, exposure therapy, treatment discontinuation, coping, school refusal, selective serotonin reuptake inhibitors, therapeutic relationship, treatment engagement, externalizing problems
- MeSH terms
- Adolescent, Adult, Age Factors, Anxiety Disorders, Child, Female, Humans, Male, Severity of Illness Index, Models, Statistical, Cognitive Behavioral Therapy, Treatment Outcome
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 ›
Are you an author, or do you see a problem with this page? Request a review