Psychometric properties of the short form of the Freiburg Mindfulness Inventory in the Arabic language
Abstract
Interests in including mindfulness techniques in medical and psychological fields have been increasing recently. Accordingly, it is important to validate the short form of the Freiburg Mindfulness Inventory (FMI-14) to help professionals living in Arabic speaking countries. Thus, we aimed to validate the FMI-14 in the Arabic language (FMI-Ar) in Arabic-speaking university students from Lebanon. We carried-out a cross-sectional study between July and September 2021; 363 university students (mean age 22.65 ± 3.48 years, 61.7% females) were enrolled. The McDonald’s omega and Cronbach’s alpha values for the total score were excellent (0.92 for both). Confirmatory factor analysis of the one-factor model of the FMI-Ar showed satisfactory fit indices: χ2/df = 218.33/77 = 2.83, RMSEA = 0.071 [0.060–0.082], CFI = 0.92, and TLI = 0.90. Additionally, the FMI score was negatively associated with depression (r = –0.51; p = 0.001) and anxiety (r = –0.48; p < 0.001). All hypotheses (factor, convergent, and divergent validity) related to the FMI-Ar were verified in our study. Therefore, professionals can now benefit from the FMI-Ar, a suitable scale to measure mindfulness among Lebanese University students.
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?
The Acceptance and Action Questionnaire (AAQ-2) is a validated scale and was previously translated into Arabic.
“This validated scale [50] was previously translated in Arabic [51].”
From Association between time perspective and metacognition among Lebanese adults: the mediating role of mindfulness (2023) · cites this paper as [50]
Cites
The PHQ-9: Validity of a brief depression severity measure
Kroenke, K., Spitzer, R. L., & Williams, J. B. W. (2001) · Journal of General Internal Medicine · doi:10.1046/j.1525-1497.2001.016009606.x · Cited by 44,910 · see citing works
A primer on partial least squares structural equation modeling (PLS-SEM)
Leguina, A. (2015) · International Journal of Research & Method in Education · doi:10.1080/1743727x.2015.1005806 · Cited by 18,921 · see citing works
Evaluating Goodness-of-Fit Indexes for Testing Measurement Invariance
Cheung, G. W., & Rensvold, R. B. (2002) · Structural Equation Modeling: A Multidisciplinary Journal · doi:10.1207/s15328007sem0902_5 · Cited by 16,280 · see citing works
The benefits of being present: Mindfulness and its role in psychological well-being
Brown, K. W., & Ryan, R. M. (2003) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.84.4.822 · Cited by 13,448 · see citing works
(2014) · DigitalCommons - Kennesaw State University (Kennesaw State University) · Cited by 12,785 · see citing works
Sensitivity of Goodness of Fit Indexes to Lack of Measurement Invariance
Chen, F. F. (2007) · Structural Equation Modeling: A Multidisciplinary Journal · doi:10.1080/10705510701301834 · Cited by 12,217 · see citing works
Using Self-Report Assessment Methods to Explore Facets of Mindfulness
Baer, R. A., Smith, G. T., Hopkins, J., Krietemeyer, J., & Toney, L. (2006) · Assessment · doi:10.1177/1073191105283504 · Cited by 7,511 · cited 1× · see citing works
“…mindfulness as a multidimensional construct through different facets (Walach et al. 2006), unlike other tools that only focus on certain specific facets of mindfulness (such as the Mindful Attention Awareness Scale (MAAS) that focuses on the attention facet) (Baer et al. 2006; Bergomi et al. 2013).”
BackgroundDunn, T. J., Baguley, T. S., & Brunsden, V. (2013) · British Journal of Psychology · doi:10.1111/bjop.12046 · Cited by 3,758 · see citing works
Evaluating Effect Size in Psychological Research: Sense and Nonsense
Funder, D. C., & Ozer, D. J. (2019) · Advances in Methods and Practices in Psychological Science · doi:10.1177/2515245919847202 · Cited by 3,295 · cited 1× · see citing works
“Correlations between continuous variables were performed using Pearson correlation test, with values of 0.2 and 0.3 being considered as moderate and large correlations, respectively (Funder and Ozer 2019).”
MethodInfluential(2011) · Cited by 2,664 · see citing works
Descriptive statistics and normality tests for statistical data
Gupta, A., Mishra, P., Pandey, C., Singh, U., Sahu, C., & Keshri, A. (2019) · Annals of Cardiac Anaesthesia · doi:10.4103/aca.aca_157_18 · Cited by 2,628 · cited 1× · see citing works
“Kurtosis between −1 and +1 and values for asymmetry were considered acceptable to prove normal univariate distribution (Hair 2017) and in samples >300 (Mishra et al. 2019).”
BackgroundAssessment of Mindfulness by Self-Report: The Kentucky Inventory of Mindfulness Skills
Baer, R. A., Smith, G. T., & Allen, K. B. (2004) · Assessment · doi:10.1177/1073191104268029 · Cited by 2,298 · see citing works
Mindfulness-based therapy: a comprehensive meta-analysis
Khoury, B., Lecomte, T., Fortin, G., Masse, M., Therien, P., Bouchard, V., Chapleau, M.-A., Paquin, K., & Hofmann, S. G. (2013) · Clinical Psychology Review · doi:10.1016/j.cpr.2013.05.005 · Cited by 2,003 · see citing works
Applying the Rasch Model: Fundamental Measurement in the Human Sciences
Espejo, M. R. (2004) · Journal of the Royal Statistical Society Series A (Statistics in Society) · doi:10.1111/j.1467-985x.2004.t01-2-.x · Cited by 2,001 · see citing works
Minimum Sample Size Recommendations for Conducting Factor Analyses
Mundfrom, D. J., Shaw, D. G., & Ke, T. L. (2005) · International Journal of Testing · doi:10.1207/s15327574ijt0502_4 · Cited by 1,704 · see citing works
Measuring mindfulness—The Freiburg Mindfulness Inventory (FMI)
Walach, H., Buchheld, N., Buttenmüller, V., Kleinknecht, N., & Schmidt, S. (2006) · Personality and Individual Differences · doi:10.1016/j.paid.2005.11.025 · Cited by 1,475 · cited 4× · see citing works
“First, this instrument has consistently proven good psychometric properties (Leigh et al. 2005; Walach et al. 2006) and was investigated in people from the general population who had no meditation history including students (Heshmati and Pellerone 2019; Klawonn et al. 2019; Kakoschke et al. 2021).”
BackgroundMethodResultInfluentialThe Toronto Mindfulness Scale: Development and validation
Lau, M. A., Bishop, S. R., Segal, Z. V., Buis, T., Anderson, N. D., Carlson, L., Shapiro, S., Carmody, J., Abbey, S., & Devins, G. (2006) · Journal of Clinical Psychology · doi:10.1002/jclp.20326 · Cited by 1,456 · see citing works
Guendelman, S., Medeiros, S., & Rampes, H. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.00220 · Cited by 577 · cited 1× · see citing works
“These results are in accordance with previous studies (Guendelman et al. 2017; Parmentier et al. 2019).”
ResultThe Assessment of Mindfulness with Self-Report Measures: Existing Scales and Open Issues
Bergomi, C., Tschacher, W., & Kupper, Z. (2013) · Mindfulness · doi:10.1007/s12671-012-0110-9 · Cited by 506 · see citing works
Sawaya, H., Atoui, M., Hamadeh, A., Zeinoun, P., & Nahas, Z. (2016) · Psychiatry Research · doi:10.1016/j.psychres.2016.03.030 · Cited by 450 · see citing works
Song, Y., & Lindquist, R. (2015) · Nurse Education Today · doi:10.1016/j.nedt.2014.06.010 · Cited by 434 · see citing works
Mindfulness skills and interpersonal behaviour
Dekeyser, M., Raes, F., Leijssen, M., Leysen, S., & Dewulf, D. (2008) · Personality and Individual Differences · doi:10.1016/j.paid.2007.11.018 · Cited by 404 · see citing works
Melki, I. S., Beydoun, H. A., Khogali, M., Tamim, H., & Yunis, K. A. (2004) · Journal of Epidemiology and Community Health · doi:10.1136/jech.2003.012690 · Cited by 387 · cited 1× · see citing works
“Information on household crowding index was also collected; it corresponds to the number of persons living in the house divided by the number of rooms (Melki 2004); and reflects the socioeconomic status of the family.”
BackgroundSpirituality, mindfulness and substance abuse
Leigh, J., Bowen, S., & Marlatt, G. A. (2005) · Addictive Behaviors · doi:10.1016/j.addbeh.2005.01.010 · Cited by 282 · see citing works
Mindfulness, Interoception, and the Body: A Contemporary Perspective
Gibson, J. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.02012 · Cited by 278 · cited 2× · see citing works
“It presents as a self-regulation tool, which allows the individual to recognize and accept mental experiences (Gibson 2019).”
BackgroundFacets of mindfulness – Results of an online study investigating the Freiburg mindfulness inventory
Kohls, N., Sauer, S., & Walach, H. (2009) · Personality and Individual Differences · doi:10.1016/j.paid.2008.10.009 · Cited by 276 · see citing works
Effect of a mindfulness program on stress, anxiety and depression in university students
Gallego, J., Aguilar-Parra, J. M., Cangas, A. J., Langer, Á. I., & Mañas, I. (2014) · The Spanish Journal of Psychology · doi:10.1017/sjp.2014.102 · Cited by 181 · see citing works
Falsafi, N. (2016) · Journal of the American Psychiatric Nurses Association · doi:10.1177/1078390316663307 · Cited by 178 · see citing works
Parmentier, F. B. R., García-Toro, M., García-Campayo, J., Yañez, A. M., Andrés, P., & Gili, M. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.00506 · Cited by 172 · see citing works
Goldberg, S. B., Tucker, R. P., Greene, P. A., Davidson, R. J., Kearney, D. J., & Simpson, T. L. (2019) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2018.1556330 · Cited by 171 · see citing works
Does Personality Moderate the Effects of Mindfulness Training for Medical and Psychology Students?
de Vibe, M., Solhaug, I., Tyssen, R., Friborg, O., Rosenvinge, J. H., Sørlie, T., Halland, E., & Bjørndal, A. (2015) · Mindfulness · doi:10.1007/s12671-013-0258-y · Cited by 144 · see citing works
Reconciling and Thematizing Definitions of Mindfulness: The Big Five of Mindfulness
Nilsson, H., & Kazemi, A. (2016) · Review of General Psychology · doi:10.1037/gpr0000074 · Cited by 136 · see citing works
Haller, H., Breilmann, P., Schröter, M., Dobos, G., & Cramer, H. (2021) · Scientific Reports · doi:10.1038/s41598-021-99882-w · Cited by 126 · cited 1× · see citing works
“Indeed, there is strong evidence that mindfulness-based interventions are effective in mitigating anxiety among university students (Li et al. 2023) and have positive effects on both anxiety and depression outcomes in various populations (Corbally and Wilkinson 2021; Haller et al. 2021).”
BackgroundKappen, G., Karremans, J. C., Burk, W. J., & Büyükcan-Tetik, A. (2018) · Mindfulness · doi:10.1007/s12671-018-0902-7 · Cited by 120 · see citing works
The role of mindfulness in physical activity: a systematic review
Schneider, J., Malinowski, P., Watson, P. M., & Lattimore, P. J. (2018) · Obesity Reviews · doi:10.1111/obr.12795 · Cited by 114 · see citing works
Collaborators, G. 2. E. M. R. M. H. (2017) · International Journal of Public Health · doi:10.1007/s00038-017-1006-1 · Cited by 105 · see citing works
Trousselard, M., Steiler, D., Raphel, C., Cian, C., Duymedjian, R., Claverie, D., & Canini, F. (2010) · BioPsychoSocial Medicine · doi:10.1186/1751-0759-4-8 · Cited by 103 · see citing works
McGill, J. M., Adler-Baeder, F., & Rodriguez, P. (2016) · Journal of Human Sciences and Extension · doi:10.54718/ddca4089 · Cited by 99 · see citing works
Fekih‐Romdhane, F., Jahrami, H., Stambouli, M., Alhuwailah, A., Helmy, M. S., Shuwiekh, H. A. M., Lemine, C. M. F. M., RADWAN, E. S., Saquib, J., Saquib, N., et al. (2022) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-022-02403-x · Cited by 88 · see citing works
Self-citationFogarty, F. A., Lu, L. M., Sollers, J. J., Krivoschekov, S. G., Booth, R. J., & Consedine, N. S. (2013) · Mindfulness · doi:10.1007/s12671-013-0242-6 · Cited by 83 · see citing works
Lever Taylor, B., Strauss, C., Cavanagh, K., & Jones, F. (2014) · Behaviour Research and Therapy · doi:10.1016/j.brat.2014.09.007 · Cited by 76 · see citing works
Construction of the Lebanese Anxiety Scale (LAS-10): a new scale to assess anxiety in adult patients
Hallit, S. R., Obeïd, S., Haddad, C., Hallit, R. R., Akel, M., Haddad, G., Soufia, M., Khansa, W., Khoury, R., Kheir, N., et al. (2020) · International Journal of Psychiatry in Clinical Practice · doi:10.1080/13651501.2020.1744662 · Cited by 76 · see citing works
Self-citationIn the Moment and Feeling Good: Age Differences in Mindfulness and Positive Affect
Shook, N. J., Ford, C., Strough, J., Delaney, R., & Barker, D. (2017) · Translational Issues in Psychological Science · doi:10.1037/tps0000139 · Cited by 74 · see citing works
Trait mindfulness is negatively associated with distress related to COVID-19
Dillard, A. J., & Meier, B. P. (2021) · Personality and Individual Differences · doi:10.1016/j.paid.2021.110955 · Cited by 71 · see citing works
Dagher, D., Samaha, S., Mhanna, M., Azzi, R., Mina, A., Soufia, M., Hallit, S. R., Obeïd, S., & Haddad, G. (2023) · Archives de Pédiatrie · doi:10.1016/j.arcped.2023.04.007 · Cited by 55 · see citing works
Self-citationMeasuring Mindfulness: A Rasch Analysis of the Freiburg Mindfulness Inventory
Sauer, S., Walach, H., Offenbächer, M., Lynch, S., & Kohls, N. (2011) · Religions · doi:10.3390/rel2040693 · Cited by 54 · see citing works
Kakoschke, N., Hassed, C., Chambers, R., & Lee, K. (2021) · PLOS ONE · doi:10.1371/journal.pone.0258999 · Cited by 51 · cited 1× · see citing works
“First, this instrument has consistently proven good psychometric properties (Leigh et al. 2005; Walach et al. 2006) and was investigated in people from the general population who had no meditation history including students (Heshmati and Pellerone 2019; Klawonn et al. 2019; Kakoschke et al. 2021).”
BackgroundAnxiety among Lebanese adolescents: scale validation and correlates
Merhy, G., Azzi, V., Salameh, P., Obeid, S., & Hallit, S. (2021) · BMC Pediatrics · doi:10.1186/s12887-021-02763-4 · Cited by 48 · see citing works
Self-citationHousehold crowding and psychosocial health among Inuit in Greenland
Riva, M., Larsen, C. V. L., & Bjerregaard, P. (2014) · International Journal of Public Health · doi:10.1007/s00038-014-0599-x · Cited by 47 · see citing works
Corbally, L., & Wilkinson, M. (2021) · Mindfulness · doi:10.1007/s12671-021-01697-3 · Cited by 44 · see citing works
García‐Campayo, J., Demarzo, M., Shonin, E., & Gordon, W. V. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.01161 · Cited by 37 · see citing works
Klawonn, A., Kernan, D., & Lynskey, J. V. (2019) · International Journal of Yoga Therapy · doi:10.17761/d-18-2019-00026 · Cited by 36 · see citing works
Li, J., Xu, C., Wan, K., Liu, Y., & Liu, L. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.1031398 · Cited by 34 · see citing works
Kohls, N., Walach, H., & Lewith, G. (2009) · Archive for the Psychology of Religion · doi:10.1163/008467209x12524724282032 · Cited by 32 · see citing works
Cognitive and Affective Mindfulness Scale-Revised (CAMS-R)
Feldman, G., Westine, M., Edelman, A., Higgs, M., Renna, M., & Greeson, J. (2022) · Handbook of Assessment in Mindfulness Research · doi:10.1007/978-3-030-77644-2_19-1 · Cited by 31 · see citing works
Validation of a Chinese Version of the Freiburg Mindfulness Inventory–Short Version
Chen, S., & Zhou, R. (2013) · Mindfulness · doi:10.1007/s12671-013-0208-8 · Cited by 29 · see citing works
Stress Reactivity, Depressive Symptoms, and Mindfulness: A Gulf Arab Perspective
Thomas, J., Raynor, M., & Bahussain, E. (2016) · International Perspectives in Psychology · doi:10.1037/ipp0000055 · Cited by 23 · see citing works
The effects of positive psychology interventions in Arab countries: A systematic review
Basurrah, A. A., Blasi, Z. D., Lambert, L., Murphy, M. F., Warren, M. A., Setti, A., Baddar, M. K. A.-H., & Shrestha, T. (2022) · Applied Psychology Health and Well-Being · doi:10.1111/aphw.12391 · Cited by 21 · see citing works
Mindfulness of the kindness of others: The contemplative practice of Naikan in cultural context
Silva, C. O. (2014) · Transcultural Psychiatry · doi:10.1177/1363461514562922 · Cited by 20 · see citing works
Thomas, J., Humeidan, M. A., Barrack, C., & Huffman, K. L. (2021) · Journal of Cross-Cultural Psychology · doi:10.1177/0022022120987620 · Cited by 18 · see citing works
A Mindfulness Based Intervention to Enhance University Student Wellbeing in Saudi Arabia
Al-Ghalib, S. J., & Salim, A. Y. (2018) · Middle East Journal of Positive Psychology · Cited by 17 · see citing works
Validation of the Dutch Freiburg Mindfulness Inventory in Patients With Medical Illness
Bruggeman-Everts, F. Z., van der Lee, M. L., Hooft, E. F. M. V. ‘., & Nyklíček, I. (2017) · SAGE Open · doi:10.1177/2158244017705936 · Cited by 16 · see citing works
Skolzkov, A., & Efremova, E. (2023) · SAGE Open · doi:10.1177/21582440231166601 · Cited by 16 · see citing works
Karatepe, H. T., & Yavuz, K. F. (2019) · Psychiatry and Clinical Psychopharmacology · doi:10.1080/24750573.2019.1663582 · Cited by 15 · see citing works
Wang, Y., Tian, T., & Wang, J.-J. (2022) · BMC Psychology · doi:10.1186/s40359-022-00799-4 · Cited by 13 · see citing works
Development and Validation of the Japanese Version of the Freiburg Mindfulness Inventory-Short Form
Noda, S., Komatsu, C., Honda, Y., Hasegawa, Y., Hasegawa, A., Higuchi, M., Suzuki, T., Kumano, H., Fukui, I., & Kaiya, H. (2022) · Mindfulness · doi:10.1007/s12671-022-01924-5 · Cited by 11 · see citing works
Fryburski Inwentarz Uważności FIU-14 (polska adaptacja i walidacja Freiburg Mindfulness Inventory)
Radoń, S. (2018) · Studia Psychologica Theoria et praxis · doi:10.21697/sp.2017.17.1.05 · Cited by 9 · see citing works
Pellerone, M., Ramaci, T., & Miccichè, S. (2018) · World Futures · doi:10.1080/02604027.2018.1492293 · Cited by 9 · see citing works
Le, T. N. (2017) · International Perspectives in Psychology · doi:10.1037/ipp0000077 · Cited by 8 · see citing works
Hoffman, D. M. (2018) · Culture & Psychology · doi:10.1177/1354067x18754339 · Cited by 5 · see citing works
Flagged first, then by citations
1 of the 71 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Fekih‐Romdhane, F., Pardini, S., Hallit, S. R., Novara, C., & Brytek‐Matera, A. (2024) · Journal of Eating Disorders · doi:10.1186/s40337-024-01030-y · Cited by 11 · see citing works
Self-citationFekih‐Romdhane, F., Malaeb, D. N., Azzi, V., Hallit, R. R., Dabbous, M., Sakr, F., Obeïd, S., & Hallit, S. R. (2024) · BMC Psychiatry · doi:10.1186/s12888-024-05674-7 · Cited by 6 · see citing works
Self-citationWalach, H., Sauer, S., Kohls, N., Rose, N., & Schmidt, S. (2025) · BMC Psychology · doi:10.1186/s40359-025-03671-3 · Cited by 6 · see citing works
Chahine, A., El Zouki, C.-J., Mhanna, M., Hallit, S., & Obeid, S. (2023) · BMC Psychiatry · doi:10.1186/s12888-023-05356-w · Cited by 4 · see citing works
“The scale was previously translated into Arabic and validated in Lebanon [49].”
MethodInfluentialSelf-citationFreiburg Mindfulness Inventory (FMI)
Medvedev, O. N., & Krägeloh, C. U. (2025) · Springer eBooks · doi:10.1007/978-3-030-77644-2_21-1 · Cited by 4 · see citing works
Rizk, A., Farah, L., Sacre, H., Haddad, C., Abbas, Z. H., Malhab, S. B., Dabbous, M., Safwan, J., Zakhour, M., & Salameh, P. (2026) · Public Health · doi:10.1016/j.puhe.2026.106297 · Cited by 1 · see citing works
Examination of the psychometric properties of Arabic version of the Body Vigilance Scale
Chahine, A., Hemade, A., Zouki, C.-J. E., Obeïd, S., Lahoud, J.-C. F., Fekih‐Romdhane, F., & Hallit, S. R. (2025) · PLoS ONE · doi:10.1371/journal.pone.0324610
Self-citationFreiburg Mindfulness Inventory (FMI)
Medvedev, O. N., & Krägeloh, C. U. (2025) · Springer eBooks · doi:10.1007/978-3-031-47219-0_21
Chen, X., Ma, Y., Xiao, D., Liu, Y., Chen, S., & Xiong, P. (2026) · BMC Psychology · doi:10.1186/s40359-026-03964-1
- Authors
- Bitar, Z., Fekih Romdhane, F., Rogoza, R., Ghorab, H. M., Obeid, S., & Hallit, S.
- Affiliations
- Université Paris-Saclay (FR)
- The Tunisian Center of Early Intervention in Psychosis, Department of psychiatry “Ibn Omrane”, Razi hospital, Manouba, Tunisia
- University of Economics and Human Sciences in Warsaw, Warsaw, Poland
- Alexandria University (EG)
- Social and Education Sciences Department, School of Arts and Sciences, Lebanese American University, Jbeil, Lebanon
- Effat University (SA)
- Corresponding author
- Hallit, Souheil
- Venue
- International Journal of Environmental Health Research
- Publisher
- Informa UK Limited
- Published
- 2023-10-11
- Volume
- 34
- Issue
- 7
- Pages
- 2702-2713
- ISSN
- 0960-3123 (ISSN-L)
- 1369-1619
- OpenAlex
- W4387516799
- Cited by
- 9
- References
- 71
- Citations by year
- 2026: 2 · 2025: 4 · 2024: 2 · 2023: 1
- FWCI
- 2.61
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- International Journal of Environmental Health Research (publishedVersion)
- PubMed (publishedVersion)
- Funders
- no funding
- Topics
- Social Sciences › Psychology › Clinical Psychology › Mindfulness and Compassion Interventions
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Keywords
- Freiburg Mindfulness Inventory, Arabic translation, mindfulness measurement, psychometric validation, factor structure, depression, anxiety, university students, Lebanon
- MeSH terms
- Adolescent, Adult, Anxiety, Cross-Sectional Studies, Depression, Female, Humans, Language, Lebanon, Male, Psychometrics, Surveys and Questionnaires, Students, Universities, Reproducibility of Results, Young Adult, Mindfulness
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