The Impact of Different Degrees of Feedback on Physical Activity Levels: A 4-Week Intervention Study
Open accessAbstract
Assessing levels of physical activity (PA) and providing feedback about these levels might have an effect on participant’s PA behavior. This study discusses the effect of different levels of feedback—from minimal to use of a feedback display and coach—on PA over a 4-week intervention period. PA was measured at baseline, during and immediately after the intervention. Participants (n = 227) were randomly assigned to a Minimal Intervention Group (MIG-no feedback), Pedometer Group (PG-feedback on steps taken), Display Group (DG-feedback on steps, minutes of moderate to vigorous physical activity and energy expenditure) or Coaching Group (CoachG-same as DG with need-supportive coaching). Two-way ANCOVA showed no significant Group × Time interaction effect for the different PA variables between the MIG and PG. Also no differences emerged between PG and DG. As hypothesized, CoachG had higher PA values throughout the intervention compared with DG. Self-monitoring using a pedometer resulted in more steps compared with a no-feedback condition at the start of the intervention. However, adding individualized coaching seems necessary to increase the PA level until the end of the intervention.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
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?
One further study [54] was assessed as high risk of detection bias because participants were provided with activity level feedback at each assessment with comparisons with previous results.
“One further study [54] was also assessed as a high risk of detection bias as participants were provided with activity level feedback at each assessment with comparisons with previous results.”
From Consumer-based wearable activity trackers increase physical activity participation: systematic review and meta-analysis (2019) · cites this paper as [54]
The Methods (2.4, page unavailable) report that participants received activity-level feedback after baseline and post-intervention assessments. But the feedback compared their levels with activity recommendations, not previous results; during the intervention, the minimal-intervention group received no feedback. The high-risk-of-bias rating is the citing authors’ assessment, not a finding reported by this study. (LLM, conf=0.86)
Experimental — accuracy not yet measured3 studies [36,48,54] were assessed as high risk for selective outcome reporting.
“In addition, 3 studies [36,48,54] were assessed as high risk for selective outcome reporting”
From Consumer-based wearable activity trackers increase physical activity participation: systematic review and meta-analysis (2019) · cites this paper as [54]
8 studies included more than 1 intervention group.
“Overall, 8 studies included more than 1 intervention group [34,43,45-47,52-54].”
From Consumer-based wearable activity trackers increase physical activity participation: systematic review and meta-analysis (2019) · cites this paper as [54]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Ryan, R. M., & Deci, E. L. (2000) · American Psychologist · doi:10.1037//0003-066x.55.1.68 · Cited by 27,815 · see citing works
‘Small Changes' to Diet and Physical Activity Behaviors for Weight Management
Hills, A. P., Byrne, N. M., Lindstrom, R. C., & Hill, J. O. (2013) · Obesity Facts · doi:10.1159/000345030 · Cited by 9,526 · see citing works
(1985) · Europe PMC (PubMed Central) · Cited by 9,143 · see citing works
Compendium of physical activities: an update of activity codes and MET intensities
AINSWORTH, B. E., HASKELL, W. L., WHITT, M. C., IRWIN, M. L., SWARTZ, A. M., STRATH, S. J., O???BRIEN, W. L., BASSETT, D. R., SCHMITZ, K. H., EMPLAINCOURT, P. O., et al. (2000) · Medicine & Science in Sports & Exercise · doi:10.1097/00005768-200009001-00009 · Cited by 8,497 · see citing works
Health benefits of physical activity: the evidence
Warburton, D. E. R. (2006) · Canadian Medical Association Journal · doi:10.1503/cmaj.051351 · Cited by 8,007 · see citing works
Moral Identity and Developmental Theory
Lapsley, D. K. (2015) · Human Development · doi:10.1159/000435926 · Cited by 3,836 · see citing works
Residuals and Influence in Regression
Ling, R. F., Cook, R. D., & Weisberg, S. (1984) · Technometrics · doi:10.2307/1269506 · Cited by 2,875 · see citing works
Facilitating Internalization: The Self‐Determination Theory Perspective
Deci, E. L., Eghrari, H., Patrick, B. C., & Leone, D. R. (1994) · Journal of Personality · doi:10.1111/j.1467-6494.1994.tb00797.x · Cited by 2,627 · see citing works
Energy and protein requirements*
Pacey, A., & Payne, P. (2019) · Routledge eBooks · doi:10.4324/9780429036279-4 · Cited by 2,545 · see citing works
Using Pedometers to Increase Physical Activity and Improve Health: A Systematic Review
Bravata, D. M., Smith-Spangler, C., Sundaram, V., Gienger, A. L., Lin, N., Lewis, R., Stave, C. D., Olkin, I., & Sirard, J. R. (2007) · JAMA · doi:10.1001/jama.298.19.2296 · Cited by 2,064 · see citing works
Michie, S., Ashford, S., Sniehotta, F. F., Dombrowski, S. U., Bishop, A., & French, D. P. (2011) · Psychology & Health · doi:10.1080/08870446.2010.540664 · Cited by 1,756 · see citing works
Self-monitoring in weight loss: a systematic review of the literature
Burke, L. E., Wang, J., & Sevick, M. A. (2011) · Journal of the American Dietetic Association · doi:10.1016/j.jada.2010.10.008 · Cited by 1,203 · cited 1× · see citing works
“These programs typically use behavioral strategies such self-monitoring diet and exercise and self-weighing [38].”
BackgroundEvidence-based intervention in physical activity: lessons from around the world
Heath, G. W., Parra, D. C., Sarmiento, O. L., Andersen, L. B., Owen, N., Goenka, S., Montes, F., & Brownson, R. C. (2012) · The Lancet · doi:10.1016/s0140-6736(12)60816-2 · Cited by 1,199 · see citing works
How many steps/day are enough? for adults
Tudor-Locke, C., Craig, C. L., Brown, W. J., Clemes, S. A., De Cocker, K., Giles-Corti, B., Hatano, Y., Inoue, S., Matsudo, S. M., Mutrie, N., et al. (2011) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/1479-5868-8-79 · Cited by 1,087 · see citing works
Dunn, A. L., Marcus, B. H., Kampert, J. B., Garcia, M. E., Kohl III, H. W., & Blair, S. N. (1999) · JAMA · doi:10.1001/jama.281.4.327 · Cited by 1,077 · see citing works
Validity of 10 Electronic Pedometers for Measuring Steps, Distance, and Energy Cost
CROUTER, S. E., SCHNEIDER, P. L., KARABULUT, M., & BASSETT, D. R. (2003) · Medicine & Science in Sports & Exercise · doi:10.1249/01.mss.0000078932.61440.a2 · Cited by 899 · see citing works
Saris, W. H. M., Blair, S. N., Van Baak, M. A., Eaton, S. B., Davies, P. S. W., Di Pietro, L., Fogelholm, M., Rissanen, A., Schoeller, D., Swinburn, B., et al. (2003) · Obesity Reviews · doi:10.1046/j.1467-789x.2003.00101.x · Cited by 865 · see citing works
Pedometer Measures of Free-Living Physical Activity: Comparison of 13 Models
SCHNEIDER, P. L., Crouter, S. E., & Bassett, D. R. (2004) · Medicine & Science in Sports & Exercise · doi:10.1249/01.mss.0000113486.60548.e9 · Cited by 752 · see citing works
Interventions to promote walking: systematic review
Ogilvie, D., Foster, C. E., Rothnie, H., Cavill, N., Hamilton, V., Fitzsimons, C. F., & Mutrie, N. (2007) · BMJ · doi:10.1136/bmj.39198.722720.be · Cited by 695 · see citing works
Physical Activity for Health: What Kind? How Much? How Intense? On Top of What?
Powell, K. E., Paluch, A. E., & Blair, S. N. (2011) · Annual Review of Public Health · doi:10.1146/annurev-publhealth-031210-101151 · Cited by 685 · see citing works
Evaluation of a portable device to measure daily energy expenditure in free-living adults
St-Onge, M., Mignault, D., Allison, D. B., & RABASA-LHORET, R. P. R. (2007) · American Journal of Clinical Nutrition · doi:10.1093/ajcn/85.3.742 · Cited by 395 · see citing works
Lewandowsky, S. (2015) · Bristol Research (University of Bristol) · doi:10.5523/bris.swyt56qr4vaj17op9cw3sag7d · Cited by 369 · see citing works
Evaluation of the SenseWear Pro Armband™ to Assess Energy Expenditure during Exercise
Jakicic, J. M., Marcus, M. D., Gallagher, K. I., Randall, C. R., Thomas, E. L., Goss, F. L., & Robertson, R. J. (2004) · Medicine & Science in Sports & Exercise · doi:10.1249/01.mss.0000126805.32659.43 · Cited by 362 · see citing works
Changing Physical Activity Behavior in Type 2 Diabetes
Avery, L., Flynn, D., van Wersch, A., Sniehotta, F. F., & Trenell, M. I. (2012) · Diabetes Care · doi:10.2337/dc11-2452 · Cited by 340 · cited 1× · see citing works
“Because the evidence suggest that information provision alone is unlikely to be sufficient to motivate sustainable behavior change, a more proactive technique such as self-monitoring is recommended [11,12].”
BackgroundEffect of Pedometer-Based Physical Activity Interventions
Kang, M., Marshall, S. J., Barreira, T. V., & Lee, J.-O. (2009) · Research Quarterly for Exercise and Sport · doi:10.1080/02701367.2009.10599604 · Cited by 289 · see citing works
Lippke, S., & Ziegelmann, J. P. (2008) · Applied Psychology · doi:10.1111/j.1464-0597.2008.00339.x · Cited by 238 · see citing works
7 Intention to Treat in Clinical Trials
Fisher, L. D., Dixon, D. O., Herson, J., Frankowski, R. F., Hearron, M. S., & Peace, K. E. (2017) · CRC Press eBooks · doi:10.1201/9780203738610-8 · Cited by 227 · see citing works
Giannuzzi, P., Mezzani, A., Saner, H. E., Björnstad, H. H., Fioretti, P., Mendes, M., Solal, A. C., Dugmore, L. D., Hambrecht, R., Hellemans, I. M., et al. (2003) · European Journal of Cardiovascular Prevention & Rehabilitation · doi:10.1097/01.hjr.0000086303.28200.50 · Cited by 169 · see citing works
Effect of Pedometer-Based Physical Activity Interventions: A Meta-Analysis
Kang, M., Marshall, S. J., Barreira, T. V., & Lee, J.-O. (2009) · Research Quarterly for Exercise & Sport · doi:10.5641/027013609x13088500160000 · Cited by 148 · see citing works
Use of pedometers and accelerometers in clinical populations: validity and reliability issues
Bassett, D. R., & John, D. (2010) · Physical Therapy Reviews · doi:10.1179/1743288x10y.0000000004 · Cited by 139 · see citing works
Measurement properties of the SenseWear armband in adults with chronic obstructive pulmonary disease
Hill, K., Dolmage, T. E., Woon, L., Goldstein, R., & Brooks, D. (2010) · Thorax · doi:10.1136/thx.2009.128702 · Cited by 135 · see citing works
Rennie, K. L., & Wareham, N. J. (1998) · Public Health Nutrition · doi:10.1079/phn19980043 · Cited by 117 · see citing works
Physically active commuting to work???testing its potential for exercise promotion
VUORI, I. M., Oja, P., & Paronen, O. (1994) · Medicine & Science in Sports & Exercise · doi:10.1249/00005768-199407000-00006 · Cited by 115 · see citing works
Sebire, S. J., Standage, M., & Vansteenkiste, M. (2011) · Journal of Sport and Exercise Psychology · doi:10.1123/jsep.33.2.175 · Cited by 111 · see citing works
Physical Activity Self-Monitoring and Weight Loss
Conroy, M. B., Yang, K., Elci, O. U., Gabriel, K. P., Styn, M. A., Wang, J., Kriska, A. M., Sereika, S. M., & Burke, L. E. (2010) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0b013e31820b9395 · Cited by 107 · see citing works
Wang, J., Sereika, S., Chasens, Ewing, Matthews, & Burke, L. (2012) · Patient Preference and Adherence · doi:10.2147/ppa.s28889 · Cited by 95 · see citing works
Encouraging Patients To Become More Physically Active: The Physician's Role
Andersen, R. E., Blair, S. N., Cheskin, L. J., & Bartlett, S. J. (1997) · Annals of Internal Medicine · doi:10.7326/0003-4819-127-5-199709010-00010 · Cited by 94 · see citing works
Evaluation of the SenseWear activity monitor during exercise in cystic fibrosis and in health
Dwyer, T., Alison, J. A., McKeough, Z. J., Elkins, M. R., & Bye, P. T. P. (2009) · Respiratory Medicine · doi:10.1016/j.rmed.2009.04.013 · Cited by 90 · see citing works
Presence and Duration of Reactivity to Pedometers in Adults
Clemes, S. A., & DEANS, N. K. (2011) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0b013e318242a377 · Cited by 89 · see citing works
Scheers, T., Philippaerts, R. M., & Lefevre, J. (2012) · Clinical Nutrition · doi:10.1016/j.clnu.2012.04.011 · Cited by 71 · see citing works
Self-citationOpdenacker, J., & Boen, F. (2008) · Journal of Physical Activity and Health · doi:10.1123/jpah.5.6.830 · Cited by 51 · see citing works
Self-citationLack of Reactivity During Pedometer Self-Monitoring in Adults
Matevey, C., Rogers, L. Q., Dawson, E. A., & Tudor-Locke, C. E. (2006) · Measurement in Physical Education and Exercise Science · doi:10.1207/s15327841mpee1001_1 · Cited by 49 · see citing works
Validation of the SenseWear Pro3 Armband Using an Incremental Exercise Test
Hoye, K. V., Mortelmans, P., & Lefevre, J. (2014) · The Journal of Strength and Conditioning Research · doi:10.1519/jsc.0b013e3182a1f836 · Cited by 46 · see citing works
Self-citationGodino, J., Watkinson, C., Corder, K. L., Marteau, T. M., Sutton, S. R., Sharp, S. J., Griffin, S. J., & van Sluijs, E. M. F. (2013) · PLoS ONE · doi:10.1371/journal.pone.0075398 · Cited by 30 · see citing works
Hoecke, A.-S. V., Delecluse, C., Opdenacker, J., Lipkens, L., Martien, S., & Boen, F. (2012) · Health Promotion International · doi:10.1093/heapro/das025 · Cited by 23 · see citing works
Self-citationBaker, G., Mutrie, N., & Lowry, R. (2011) · International Journal of Health Promotion and Education · doi:10.1080/14635240.2011.10708210 · Cited by 19 · see citing works
Hoye, K. V., Boen, F., & Lefevre, J. (2012) · International Journal of Telemedicine and Applications · doi:10.1155/2012/460712 · Cited by 13 · see citing works
Self-citationJones, V., Bults, R. G. A., de Wijk, R. A., Widya, I., Batista, R., & Hermens, H. J. (2011) · International Journal of Telemedicine and Applications · doi:10.1155/2011/671040 · Cited by 10 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- [29]World Health Organization Global Recommendations on Physical Activity for Health WHO Geneva, Switzerland 2010 26180873
Cited by
Sorted by citations
Brickwood, K.-J., Watson, G., O'Brien, J., & Williams, A. D. (2019) · JMIR mHealth and uHealth · doi:10.2196/11819 · Cited by 690 · see citing works
Sushames, A., Edwards, A., Thompson, F., McDermott, R., & Gebel, K. (2016) · PLOS ONE · doi:10.1371/journal.pone.0161224 · Cited by 152 · see citing works
Böhm, B., Karwiese, S. D., Böhm, H., & Oberhoffer, R. (2019) · JMIR mhealth and uhealth · doi:10.2196/mhealth.8298 · Cited by 142 · see citing works
Alley, S., Jennings, C. A., Plotnikoff, R. C., & Vandelanotte, C. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5664 · Cited by 63 · see citing works
Brickwood, K.-J., Ahuja, K., Watson, G., O’Brien, J., & Williams, A. D. (2020) · JMIR mhealth and uhealth · doi:10.2196/18686 · Cited by 48 · see citing works
Electronic wearable device and physical activity among US adults: An analysis of 2019 HINTS data
Xie, Z., Jo, A., & Hong, Y. (2020) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2020.104297 · Cited by 51 · see citing works
Arrogi, A., Schotte, A., Bogaerts, A., Boen, F., & Seghers, J. (2017) · BMC Public Health · doi:10.1186/s12889-016-3965-1 · Cited by 43 · see citing works
Self-citationKankanhalli, A., Xia, Q., & Zhao, X. (2021) · AIS Transactions on Human-Computer Interaction · doi:10.17705/1thci.00152 · Cited by 41 · see citing works
Accuracy of three Android-based pedometer applications in laboratory and free-living settings
Leong, J. Y., & Wong, J. E. (2016) · Journal of Sports Sciences · doi:10.1080/02640414.2016.1154592 · Cited by 41 · see citing works
Mental health benefits from lifestyle physical activity interventions: A systematic review
Farris, S. G., & Abrantes, A. M. (2020) · Bulletin of the Menninger Clinic · doi:10.1521/bumc.2020.84.4.337 · Cited by 36 · see citing works
Exercise in Obesity—the Role of Technology in Health Services: Can This Approach Work?
Dobbie, L. J., Tahrani, A. A., Alam, U., James, J., Wilding, J. P. H., & Cuthbertson, D. J. (2021) · Current Obesity Reports · doi:10.1007/s13679-021-00461-x · Cited by 26 · see citing works
Development of a smoke-free homes intervention for parents: an intervention mapping approach.
O’Donnell, R., Dobson, R., De Bruin, M., Turner, S., Booth, L., & Semple, S. (2019) · Health Psychology Bulletin · doi:10.5334/hpb.20 · Cited by 13 · see citing works
Hoye, K. V., Wijtzes, A. I., Lefevre, J., Baere, S. D., & Boen, F. (2018) · BMC Public Health · doi:10.1186/s12889-018-5402-0 · Cited by 12 · see citing works
Self-citationPatient-Selected Strategies for Post Cardiac Rehabilitation Exercise Adherence in Heart Failure
Nielsen, J., Duncan, K. A., & Pozehl, B. (2018) · Rehabilitation Nursing · doi:10.1097/rnj.0000000000000127 · Cited by 12 · see citing works
Griffin, A. C., Mentch, L., Lin, F., & Chung, A. E. (2024) · Journal of Medical Internet Research · doi:10.2196/48020 · Cited by 11 · see citing works
Hu, Y., Zhang, Y., Qi, X., Xu, X., Rahmani, J., Bai, R., & Mei, Y. (2022) · Frontiers in Public Health · doi:10.3389/fpubh.2022.895474 · Cited by 8 · see citing works
Effects of Self-Weighing During Weight Loss Treatment: A 6-Month Randomized Controlled Trial
Hernández-Reyes, A., Cámara‐Martos, F., Vidal, Á., Molina‐Luque, R., & Rojas, R. M. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.00397 · Cited by 8 · see citing works
Svenningsen, A., Söderström, S., Sandbakk, S. B., Gullestad, L. L., Bønaa, K. H., Wisløff, U., & Hollekim-Strand, S. M. (2024) · BMC Sports Science Medicine and Rehabilitation · doi:10.1186/s13102-024-00987-2 · Cited by 9 · see citing works
Liampeng, S., Wongkliawrian, N., Junlawakkananon, S., Prapaso, A., Panichnantho, N., Kiengsiri, S., Sirisereewan, M., Rungrotchanarak, O., Mahapol, V., Boonsawat, T., et al. (2023) · BMC Family Practice · doi:10.1186/s12875-023-02178-3 · Cited by 6 · see citing works
How Could Sensor-Based Measurement of Physical Activity Be Used in Cardiovascular Healthcare?
Hughes, M. E., & Chico, T. (2023) · Sensors · doi:10.3390/s23198154 · Cited by 5 · see citing works
Daryabeygi‐Khotbehsara, R., Rawstorn, J. C., Dunstan, D. W., Islam, S. M. S., Abdelrazek, M., Kouzani, A. Z., Thummala, P., McVicar, J., & Maddison, R. (2023) · JMIR Formative Research · doi:10.2196/47157 · Cited by 3 · see citing works
Simon, C. L. C., Pinlac, J. T., Regala, W. A., Peña, R. D. D., Tolentino, J. C. G., & Soriano, L. P. (2024) · International Journal of Multidisciplinary Applied Business and Education Research · doi:10.11594/ijmaber.05.08.25 · Cited by 1 · see citing works
Newton, A. (2016) · OhioLink ETD Center (Ohio Library and Information Network) · Cited by 1 · see citing works
Western, M. J. (2016) · The University of Bath Online Publications Store (The University of Bath) · Cited by 1 · see citing works
Electronic Activity Monitoring
Lewis, Z. H., & Christopherson, U. (2023) · Cambridge University Press eBooks · doi:10.1017/9781107165250.017
Technologies in Cyber Behavior
Yukang, X., & Zhu, L. (2023) · Cambridge University Press eBooks · doi:10.1017/9781107165250.010
Svenningsen, A., Söderström, S., Sandbakk, S. B., Gullestad, L. L., Bønaa, K. H., Wisløff, U., & Hollekim-Strand, S. M. (2024) · Figshare · doi:10.6084/m9.figshare.27123730
Liampeng, S., Wongkliawrian, N., Junlawakkananon, S., Prapaso, A., Panichnantho, N., Kiengsiri, S., Sirisereewan, M., Rungrotchanarak, O., Mahapol, V., Boonsawat, T., et al. (2023) · Figshare · doi:10.6084/m9.figshare.24454959
Winiarski, S., & Molek-Winiarska, D. (2026) · Applied Sciences · doi:10.3390/app16136393
Wu, J.-C., Maiorano, A., Mama, S. K., Hakun, J. G., & Conroy, D. E. (2026) · Digital Health · doi:10.1177/20552076261475799
- Authors
- Van Hoye, K., Boen, F., & Lefevre, J.
- Affiliations
- Department of Kinesiology, Physical Activity, Sports & Health Research Group, KU Leuven, Leuven 3001, Belgium
- KU Leuven (BE)
- ORCID
- Boen, Filip
- Venue
- International Journal of Environmental Research and Public Health
- Publisher
- MDPI AG
- Published
- 2015-06-09
- Volume
- 12
- Issue
- 6
- Pages
- 6561-6581
- ISSN
- 1660-4601 (ISSN-L)
- PMC
- PMC4483716
- OpenAlex
- W1655288004
- Cited by
- 30
- References
- 49
- Citations by year
- 2026: 2 · 2024: 4 · 2023: 6 · 2022: 1 · 2021: 2 · 2020: 4 · 2019: 3 · 2018: 2 · 2017: 1 · 2016: 5
- FWCI
- 1.96
- Type
- journal article
- Language
- en
- Open access
- gold
- dx.doi.org
- Licence
- Locations
- International Journal of Environmental Research and Public Health (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- Lirias (KU Leuven) (submittedVersion, other-oa)
- Topics
- Health Sciences › Medicine › Physiology › Physical Activity and Health
- Social Sciences › Psychology › Social Psychology › Motivation and Self-Concept in Sports
- Physical Sciences › Computer Science › Human-Computer Interaction › Innovative Human-Technology Interaction
- Keywords
- physical activity, feedback, pedometers, self-monitoring, coaching, moderate-to-vigorous physical activity, energy expenditure, step count, behaviour change interventions
- MeSH terms
- Adult, Aged, Belgium, Female, Humans, Male, Middle Aged, Random Allocation, Time Factors, Exercise, Feedback, Psychological, 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 ›
Are you an author, or do you see a problem with this page? Request a review