Can Persons with Dementia Meaningfully Participate in Advance Care Planning Discussions? A Mixed-Methods Study of SPIRIT.
Open accessAbstract
Background: Despite the importance of persons with dementia (PWDs) engaging in advance care planning (ACP) at a time when they are still competent to appoint a surrogate decision maker and meaningfully participate in ACP discussions, studies of ACP in PWDs are rare. Objective: We conducted an intervention development study to adapt an efficacious ACP intervention, SPIRIT (sharing patient's illness representations to increase trust), for PWDs in early stages (recent Montreal Cognitive Assessment [MoCA] score ≥13) and their surrogates and assess whether SPIRIT could help PWDs engage in ACP. Design: A formative expert panel review of the adapted SPIRIT, followed by a randomized trial with qualitative interviews, was conducted. Patient–surrogate dyads were randomized to SPIRIT in person (in a private room in a memory clinic) or SPIRIT remote (via videoconferencing from home). Setting/Subjects: Twenty-three dyads of PWDs and their surrogates were recruited from an outpatient brain health center. Participants completed preparedness outcome measures (dyad congruence on goals of care, patient decisional conflict, and surrogate decision-making confidence) at baseline and two to three days post-intervention, plus a semistructured interview. Levels of articulation of end-of-life wishes of PWDs during SPIRIT sessions were rated (3 = expressed wishes very coherently, 2 = somewhat coherently, and 1 = unable to express coherently). Results: All 23 were able to articulate their end-of-life wishes very or somewhat coherently during the SPIRIT session; of those, 14 PWDs had moderate dementia. While decision-making capacity was higher in PWDs who articulated their wishes very coherently, MoCA scores did not differ by articulation levels. PWDs and surrogates perceived SPIRIT as beneficial, but the preparedness outcomes did not change pre–post. Conclusions: SPIRIT engaged PWDs and surrogates in meaningful ACP discussions, but requires testing of efficacy and long-term outcomes.
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?
Enhanced consenting techniques were used and participants' comprehension was assessed using the teach-back method.
“Enhanced consenting techniques were used [19] and participants’ comprehension was assessed using the teach-back method [19].”
From Acceptability of the voice your values, an advance care planning intervention in persons living with mild dementia using videoconferencing technology (2022) · cites this paper as [19]
The Design and Methods section (page unavailable) says the researchers integrated enhanced consent techniques and verified comprehension before eliciting care preferences. It does not identify that comprehension check as the teach-back method; a search for “teach-back” found no such description in our copy. (LLM, conf=0.86)
Experimental — accuracy not yet measuredOur findings are consistent with these studies that individuals with mild dementia can effectively articulate their values.
“Our findings are consistent with these studies that individuals with mild dementia can effectively articulate their values [19, 38].”
From Acceptability of the voice your values, an advance care planning intervention in persons living with mild dementia using videoconferencing technology (2022) · cites this paper as [19]
Only a few intervention studies exist that involved individuals with mild dementia living in community settings in the ACP process.
“As mentioned, only a few intervention studies exist that involved individuals with mild dementia living in community settings in the ACP process [19, 39–41].”
From Acceptability of the voice your values, an advance care planning intervention in persons living with mild dementia using videoconferencing technology (2022) · cites this paper as [19]
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
Three Approaches to Qualitative Content Analysis
Hsieh, H.-F., & Shannon, S. E. (2005) · Qualitative Health Research · doi:10.1177/1049732305276687 · Cited by 44,601 · see citing works
McKhann, G. M., Knopman, D. S., Chertkow, H., Hyman, B. T., Jack, C. R., Kawas, C. H., Klunk, W. E., Koroshetz, W. J., Manly, J. J., Mayeux, R., et al. (2011) · Alzheimer's & Dementia · doi:10.1016/j.jalz.2011.03.005 · Cited by 18,657 · see citing works
The Clinical Course of Advanced Dementia.
Mitchell, S. L., Teno, J. M., Kiely, D. K., Shaffer, M. L., Jones, R. N., Prigerson, H. G., Volicer, L., Givens, J. L., & Hamel, M. B. (2009) · New England Journal of Medicine · doi:10.1056/nejmoa0902234 · Cited by 1,618 · see citing works
Real qualitative researchers do not count: The use of numbers in qualitative research
Sandelowski, M. (2001) · Research in Nursing & Health · doi:10.1002/nur.1025 · Cited by 887 · see citing works
Reenvisioning Clinical Science: Unifying the Discipline to Improve the Public Health
Onken, L. S., Carroll, K. M., Shoham, V., Cuthbert, B. N., & Riddle, M. (2014) · Clinical Psychological Science · doi:10.1177/2167702613497932 · Cited by 872 · see citing works
Stirman, S. W., Miller, C. J., Toder, K., & Calloway, A. (2013) · Implementation Science · doi:10.1186/1748-5908-8-65 · Cited by 691 · see citing works
Robinson, L. A., Dickinson, C., Rousseau, N., Beyer, F. R., Clark, A., Hughes, J. C., Howel, D., & Exley, C. (2011) · Age and Ageing · doi:10.1093/ageing/afr148 · Cited by 221 · see citing works
Song, M., Ward, S. E., Fine, J. P., Hanson, L. C., Lin, F., Hladik, G. A., Hamilton, J. B., & Bridgman, J. C. (2015) · American Journal of Kidney Diseases · doi:10.1053/j.ajkd.2015.05.018 · Cited by 186 · see citing works
Self-citationSellars, M., Chung, O. S., Nolte, L., Tong, A., Pond, D. C., Fetherstonhaugh, D., McInerney, F., Sinclair, C., & Detering, K. M. (2018) · Palliative Medicine · doi:10.1177/0269216318809571 · Cited by 173 · see citing works
Song, M., Kirchhoff, K. T., Douglas, J. A., Ward, S. E., & Hammes, B. J. (2005) · Medical Care · doi:10.1097/01.mlr.0000178192.10283.b4 · Cited by 154 · see citing works
Self-citationTeno, J. M., Gozalo, P. L., Khandelwal, N., Curtis, J. R., Meltzer, D. O., Engelberg, R. A., & Mor, V. (2016) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2016.5964 · Cited by 116 · see citing works
Song, M., Ward, S. E., Happ, M. B., Piraino, B., Donovan, H. S., Shields, A. M., & Connolly, M. C. (2009) · Research in Nursing & Health · doi:10.1002/nur.20320 · Cited by 104 · see citing works
Self-citationAn update on the representational approach to patient education.
Donovan, H. S., Ward, S. E., Song, M., Heidrich, S. M., Gunnarsdottir, S., & Phillips, C. M. (2007) · Journal of Nursing Scholarship · doi:10.1111/j.1547-5069.2007.00178.x · Cited by 90 · see citing works
Self-citationHirschman, K. B., Kapo, J. M., & Karlawish, J. H. (2006) · American Journal of Geriatric Psychiatry · doi:10.1097/01.jgp.0000203179.94036.69 · Cited by 88 · see citing works
Song, M., Donovan, H. S., Piraino, B., Choi, J., Bernardini, J. Y., Verosky, D., & Ward, S. E. (2009) · Applied Nursing Research · doi:10.1016/j.apnr.2008.05.002 · Cited by 85 · see citing works
Self-citationHow Does an Alzheimer’s Disease Patient’s Role in Medical Decision Making Change Over Time?
Hirschman, K. B., Xie, S. X., Feudtner, C., & Karlawish, J. H. (2004) · Journal of Geriatric Psychiatry and Neurology · doi:10.1177/0891988704264540 · Cited by 85 · see citing works
Kassam‐Adams, N., Marsac, M. L., Kohser, K. L., Kenardy, J. A., March, S., & Winston, F. K. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.3811 · Cited by 58 · see citing works
Bryant, J., Turon, H., Waller, A. E., Freund, M., Mansfield, E. L., & Sanson‐Fisher, R. (2018) · Palliative Medicine · doi:10.1177/0269216318801750 · Cited by 54 · see citing works
D, D. M. M., Palmer, B. W., Dunn, L. B., Landes, R. D., Ghormley, C. O., Beck, C. K., Golshan, S., Blevins, D., & Jeste, D. V. (2007) · American Journal of Geriatric Psychiatry · doi:10.1097/jgp.0b013e31802dd379 · Cited by 52 · see citing works
Predicting the progression of Alzheimer's disease dementia: A multidomain health policy model
Green, C., & Zhang, S. (2016) · Alzheimer s & Dementia · doi:10.1016/j.jalz.2016.01.011 · Cited by 51 · see citing works
Advance care planning in people with early cognitive impairment
Cheong, K., Fisher, P., Goh, J., Ng, L., Koh, H. M., & Yap, P. L. K. (2014) · BMJ Supportive & Palliative Care · doi:10.1136/bmjspcare-2014-000648 · Cited by 39 · see citing works
Gregory, R., Roked, F., Jones, L. A., & Patel, A. (2007) · Age and Ageing · doi:10.1093/ageing/afm104 · Cited by 38 · see citing works
Seaman, J. B., Terhorst, L. A., Gentry, A., Hunsaker, A., Parker, L. S., & Lingler, J. H. (2015) · Journal of Alzheimer s Disease · doi:10.3233/jad-142559 · Cited by 36 · see citing works
Tay, S. Y., Davison, J., Jin, N. C., & Yap, P. L. K. (2015) · Journal of the American Medical Directors Association · doi:10.1016/j.jamda.2015.05.014 · Cited by 27 · see citing works
LVAD patients' and surrogates' perspectives on SPIRIT-HF: An advance care planning discussion
Metzger, M., Song, M., & Devane-Johnson, S. (2016) · Heart & Lung · doi:10.1016/j.hrtlng.2016.05.033 · Cited by 20 · see citing works
Self-citationSong, M., Ward, S. E., Hepburn, K. W., Paul, S., Shah, R. C., & Morhardt, D. (2018) · Contemporary Clinical Trials · doi:10.1016/j.cct.2018.06.005 · Cited by 12 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
Geddis‐Regan, A., Errington, L., Abley, C., Wassall, R. R., Exley, C., & Thomson, R. (2020) · Health Expectations · doi:10.1111/hex.13167 · Cited by 61 · see citing works
Advance care planning and caregiver outcomes: intervention efficacy – systematic review
Malhotra, C., Huynh, V. A., Shafiq, M., & Batcagan-Abueg, A. P. M. (2022) · BMJ Supportive & Palliative Care · doi:10.1136/spcare-2021-003488 · Cited by 51 · see citing works
Advance Care Planning in Neurodegenerative Disorders: A Scoping Review
Giordano, A., Panfilis, L. D., Perin, M., Servidio, L., Cascioli, M., Grasso, M. G., Lugaresi, A., Pucci, E., Veronese, S., & Solari, A. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19020803 · Cited by 38 · see citing works
Ali, N. B., Anthony, P. V., Lim, W. S., Chong, M. S., Poon, E. W. H., Drury, V., & Chan, M. Y. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18137150 · Cited by 31 · see citing works
Yeung, C. Y., Ho, K. H. M., & Chan, H. Y. L. (2023) · BMC Geriatrics · doi:10.1186/s12877-023-03815-3 · Cited by 31 · see citing works
Intergenerational Decision Making: The Role of Family Relationships in Medical Decision Making
Lin, J. L., Lipstein, E. A., Wittenberg, E., Tay, D. L., Lundstrom, R., Lundstrom, G. L., Sediqzadah, S., & Wright, D. R. (2021) · MDM Policy & Practice · doi:10.1177/23814683211039468 · Cited by 28 · see citing works
Characteristics of Advance Care Planning Interventions Across Dementia Stages: A Systematic Review
Kim, H., Cho, J., Park, W. S., & Kim, S. S. (2021) · Journal of Nursing Scholarship · doi:10.1111/jnu.12624 · Cited by 23 · see citing works
Self-citationSunjaya, A. M., Schreiber, T., Kantilal, K., Davies, N., & Griffiths, S. (2025) · Age and Ageing · doi:10.1093/ageing/afaf120 · Cited by 22 · see citing works
Facilitating Client Ability to Communicate in Palliative End-of-Life Care
Pollens, R. D. (2020) · Topics in Language Disorders · doi:10.1097/tld.0000000000000220 · Cited by 21 · see citing works
Vellani, S., Puts, M., Iaboni, A., & McGilton, K. S. (2022) · PLoS ONE · doi:10.1371/journal.pone.0266826 · Cited by 18 · see citing works
“Enhanced consenting techniques were used [19] and participants’ comprehension was assessed using the teach-back method [19].”
MethodResultOuchi, K., Joshi, C., Kaithamattam, J., Gale, S. A., Marshall, G. A., Pietras, A., Wang, W., Boyer, E. W., Tulsky, J. A., Block, S. D., et al. (2023) · The Gerontologist · doi:10.1093/geront/gnad020 · Cited by 17 · see citing works
Engaging Diverse Older Adults With Cognitive Impairment and Caregivers in Advance Care Planning
Kotwal, A., Barnes, D. E., Volow, A. M., Li, B. H., Boscardin, W. J., & Sudore, R. L. (2021) · Alzheimer Disease & Associated Disorders · doi:10.1097/wad.0000000000000465 · Cited by 16 · see citing works
Vellani, S., Puts, M. T. E., Iaboni, A., & McGilton, K. S. (2022) · Palliative & Supportive Care · doi:10.1017/s1478951522000475 · Cited by 16 · see citing works
Advance care planning in neurologic illness
Macchi, Z. A., & Lum, H. D. (2022) · Handbook of clinical neurology · doi:10.1016/b978-0-323-85029-2.00004-x · Cited by 15 · see citing works
Bryant, J., Sellars, M., Sinclair, C., Detering, K. M., Buck, K., Waller, A. E., White, B. P., & Nolte, L. (2021) · BMJ Supportive & Palliative Care · doi:10.1136/bmjspcare-2020-002767 · Cited by 15 · see citing works
Palliative Care in Early Dementia
de Sola-Smith, K., Gilissen, J., van der Steen, J. T., Mayan, I., den Block, L. V., Ritchie, C. S., & Hunt, L. J. (2024) · Journal of Pain and Symptom Management · doi:10.1016/j.jpainsymman.2024.05.028 · Cited by 13 · see citing works
Monnet, F., Pivodic, L., Dupont, C., Dröes, R., & den Block, L. V. (2022) · Aging & Mental Health · doi:10.1080/13607863.2022.2146051 · Cited by 13 · see citing works
Advance Care Planning in the Context of Dementia: Defining Concordance
Clayton, J. L., Supiano, K. P., Aruscavage, N. R., Bybee, S., Utz, R., Iacob, E., & Dassel, K. B. (2024) · The Gerontologist · doi:10.1093/geront/gnae029 · Cited by 12 · see citing works
Tools for tomorrow: a scoping review of patient-facing tools for advance care planning
Riley, S. R., Voisin, C. E., Stevens, E., Bose‐Brill, S., & Moss, K. O. (2024) · Palliative Care and Social Practice · doi:10.1177/26323524241263108 · Cited by 12 · see citing works
Palmer, J. A., Hilgeman, M. M., Balboni, T. A., Paasche‐Orlow, S., & Sullivan, J. L. (2021) · The Gerontologist · doi:10.1093/geront/gnab134 · Cited by 11 · see citing works
Dy, S. M., Scerpella, D. L., Cotter, V. T., Colburn, J. L., Roth, D. L., McGuire, M., Giovannetti, E. R., Walker, K. A., Hussain, N., Sloan, D. H., et al. (2022) · Contemporary Clinical Trials · doi:10.1016/j.cct.2022.106818 · Cited by 11 · see citing works
Anderson, B. K., Mihilli, S., Kumaresh, M., Kumaresh, A., Mirza, R. M., & Klinger, C. A. (2022) · Canadian Journal on Aging / La Revue canadienne du vieillissement · doi:10.1017/s0714980821000283 · Cited by 9 · see citing works
Shepherd‐Banigan, M. E., Ford, C. B., DePasquale, N., Smith, V. A., Bélanger, E., Lippmann, S., O'Brien, E. C., & Houtven, C. H. V. (2021) · Journal of Palliative Care · doi:10.1177/08258597211063047 · Cited by 8 · see citing works
Sullivan, S. S., Bo, W., Li, C., Xu, W., & Chang, Y. (2022) · Innovation in Aging · doi:10.1093/geroni/igac051 · Cited by 8 · see citing works
Assessing Advance Care Planning Fidelity within the Context of Cognitive Impairment: The SHARE Trial
Cagle, J. G., Reiff, J. S., Smith, A., Echavarria, D. M., Scerpella, D. L., Zhang, T., Roth, D. L., Hanna, V., Boyd, C. M., Hussain, N. A., et al. (2024) · Journal of Pain and Symptom Management · doi:10.1016/j.jpainsymman.2024.05.002 · Cited by 8 · see citing works
Interventions for improving self-direction in people with dementia: a systematic review
Döpp, C. M. E., Drenth, H., Verkade, P.-J., Francke, A. F., & van der Heide, I. (2021) · BMC Geriatrics · doi:10.1186/s12877-021-02133-w · Cited by 6 · see citing works
Advance care planning evaluation: a scoping review of best research practice
Gloeckler, S., Krones, T., & Biller‐Andorno, N. (2021) · BMJ Supportive & Palliative Care · doi:10.1136/bmjspcare-2021-003193 · Cited by 5 · see citing works
Kim, H., Cho, J., Park, J., & Kim, S. S. (2025) · Journal of Advanced Nursing · doi:10.1111/jan.70136 · Cited by 4 · see citing works
Self-citationMota‐Romero, E., Rodríguez-Landero, O., Moya-Dieguez, R., Cano-Garzón, G. M., Montoya‐Juárez, R., & Puente‐Fernández, D. (2023) · Healthcare · doi:10.3390/healthcare11030353 · Cited by 4 · see citing works
Updated Review of Palliative Care in Dementia
Gottesman, R., & Blinderman, C. (2021) · Current Geriatrics Reports · doi:10.1007/s13670-020-00351-5 · Cited by 2 · see citing works
Dassel, K. B., Iacob, E., Utz, R., Supiano, K. P., & Furhmann, H. (2023) · OBM Integrative and Complementary Medicine · doi:10.21926/obm.icm.2301004 · Cited by 3 · see citing works
Porteny, T., Lynch, M., Covaleski, A., Tjia, J., GAZARIAN, P. K., Reich, A. J., Perez, S. M., Kennefick, K., Weissman, J. S., & Ladin, K. (2025) · BMC Palliative Care · doi:10.1186/s12904-025-01710-9 · Cited by 3 · see citing works
Identification and synthesis of end-of-life decision-making measures: a scoping review
Bucko, P., Novack, M. A., Ho, E., Ece, B., Burleigh, E., Mather, M. A., Karpouzian‐Rogers, T., Dworak, E. M., Pila, S., Hosseinian, Z., et al. (2025) · Frontiers in Medicine · doi:10.3389/fmed.2025.1540486 · Cited by 2 · see citing works
How to Implement Advance Care Planning for People With Dementia: A Scoping Review
Li, W., Wu, Y., Song, D., Zhi, S., Gao, S., Fang, S., Zhong, Q., Li, J., Li, M., & Sun, J. (2025) · Journal of Advanced Nursing · doi:10.1111/jan.70083 · Cited by 1 · see citing works
Vinay, R., Ferrario, A., Gloeckler, S., & Biller‐Andorno, N. (2025) · BMC Geriatrics · doi:10.1186/s12877-025-06514-3 · Cited by 1 · see citing works
Evidenzlage zu Advance Care Planning bei Menschen mit Demenz – Ein systematisches Review (2017–2023)
Rühl, J., Baumgartner, A., & Kolominsky‐Rabas, P. L. (2025) · Das Gesundheitswesen · doi:10.1055/a-2699-8545 · Cited by 1 · see citing works
Wu, X., Huang, Y., Yao, X., Han, Y., Zhuang, H., & Zhao, Y. (2026) · BMC Geriatrics · doi:10.1186/s12877-026-07304-1 · Cited by 1 · see citing works
Right place, right time: Facilitating end-of-life conversations
Bodí (2022) · The Journal of Family Practice · doi:10.12788/jfp.0333 · Cited by 1 · see citing works
Estimating treatment effects from a randomized controlled trial with mid-trial design changes
Paul, S., Choi, J., & Song, M. (2024) · Clinical Trials · doi:10.1177/17407745241304120 · Cited by 1 · see citing works
Self-citationNathanson, A., & Latimer, A. (2022) · doi:10.1093/med/9780197537855.003.0023
Khemai, C. (2023) · doi:10.26481/dis.20231115ck
Kim, J., Cho, K., Hwang, Y. Y., Lee, J., Baek, S. Y., Yang, J., Park, Y., & Heo, S. (2025) · Dementia · doi:10.1177/14713012251326463
Vinay, R., Ferrario, A., Gloeckler, S., & Biller‐Andorno, N. (2025) · medRxiv · doi:10.1101/2025.06.30.25330415
Döpp, C. M. E., Drenth, H., Verkade, P.-J., Francke, A. F., & van der Heide, I. (2021) · Figshare · doi:10.6084/m9.figshare.14253989
Döpp, C. M. E., Drenth, H., Verkade, P.-J., Francke, A. F., & van der Heide, I. (2021) · Figshare · doi:10.6084/m9.figshare.14253986
Zhang, P., Davitt, J. K., Kusmaul, N., Sacco, P., Unroe, K. T., & Cagle, J. G. (2026) · Journal of the American Medical Directors Association · doi:10.1016/j.jamda.2025.106105
Nulft, V. V. D., Brinkman‐Stoppelenburg, A., van Vliet, L., van der Steen, J. T., & van der Linden, Y. M. (2026) · Journal of Alzheimer s Disease · doi:10.1177/13872877261461216
- Authors
- Song, M.-K., Ward, S. E., Hepburn, K., Paul, S., Kim, H., Shah, R. C., Morhardt, D. J., Medders, L., Lah, J. J., & Clevenger, C. C.
- Affiliations
- Emory University (US)
- University of Wisconsin–Madison (US)
- Chung-Ang University (KR)
- University of Chicago (US)
- Northwestern University (US)
- Emory Healthcare (US)
- Nell Hodgson Woodruff School of Nursing, Emory University, Atlanta, Georgia.
- Corresponding author
- Song, Mi-Kyung
- Venue
- Journal of Palliative Medicine
- Publisher
- SAGE Publications
- Published
- 2019-11-01
- Volume
- 22
- Issue
- 11
- Pages
- 1410-1416
- ISSN
- 1096-6218 (ISSN-L)
- 1557-7740
- PMC
- PMC6818478
- OpenAlex
- W2966825754
- Cited by
- 47
- References
- 26
- Citations by year
- 2026: 3 · 2025: 9 · 2024: 5 · 2023: 5 · 2022: 11 · 2021: 12 · 2020: 2
- FWCI
- 5.76
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Journal of Palliative Medicine (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institutes of Health
- National Institute on Aging (R01AG057714, P30AG013854)
- Topics
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Palliative Care and End-of-Life Issues
- Health Sciences › Medicine › Psychiatry and Mental health › Dementia and Cognitive Impairment Research
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Ethics and bioethics in healthcare
- Keywords
- dementia, advance care planning, surrogate decision-making, end-of-life wishes, decisional conflict, decision-making capacity, videoconferencing, early-stage dementia, goals of care, intervention adaptation
- MeSH terms
- Aged, Aged, 80 and over, Dementia, Female, Humans, Interviews as Topic, Male, Middle Aged, Patient Participation, Advance Care Planning, Qualitative Research
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