Cryopreservation and post-thaw characterization of dissociated human islet cells
Open accessAbstract
The objective of this study is to optimize the cryopreservation of dissociated islet cells and obtain functional cells that can be used in single-cell transcriptome studies on the pathology and treatment of diabetes. Using an iterative graded freezing approach we obtained viable cells after cooling in 10% dimethyl sulfoxide and 6% hydroxyethyl starch at 1°C/min to –40°C, storage in liquid nitrogen, rapid thaw, and removal of cryoprotectants by serial dilution. The expression of epithelial cell adhesion molecule declined immediately after thaw, but recovered after overnight incubation, while that of an endocrine cell marker (HPi2) remained high after cryopreservation. Patch-clamp electrophysiology revealed differences in channel activities and exocytosis of various islet cell types; however, exocytotic responses, and the biophysical properties of voltage-gated Na+and Ca 2+channels, are sustained after cryopreservation. Single-cell RNA sequencing indicates that overall transcriptome and crucial exocytosis genes are comparable between fresh and cryopreserved dispersed human islet cells. Thus, we report an optimized procedure for cryopreserving dispersed islet cells that maintained their membrane integrity, along with their molecular and functional phenotypes. Our findings will not only provide a ready source of cells for investigating cellular mechanisms in diabetes but also for bio-engineering pseudo-islets and islet sheets for modeling studies and potential transplant applications.
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?
Better viability and post-thaw function has been achieved by dispersing islets, freezing them as single cells, and then reaggregating them into clusters upon thaw.
“Better viability and post-thaw function has been achieved by dispersing islets, freezing them as single cells, and then reaggregating them into clusters upon thaw.186,187”
From Developments in stem cell-derived islet replacement therapy for treating type 1 diabetes (2023) · cites this paper as [187]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
No citation lists for this paper
No citation lists for this paper yet — checked again daily.
References 69 · Cited by 26
Research works printed but not linked: 67
- [1]Aldridge S, Teichmann SA. Single cell transcriptomics comes of age. Nat Commun. 2020; 11(1): 9– 12. doi: 10.1038/s41467-019-13790-2 32855414 PMC7453005 · DOI
- [2]Leyrer-Jackson JM, Olive MF, Gipson CD. Whole-cell patch clamp electrophysiology to study ionotropic glutamatergic receptors and their roles in addiction. Methods Mol Biol. 2019; 1941: 107– 35. doi: 10.1007/978-1-4939-9077-1_9 30707431 PMC6642821 · DOI
- [3]Saeedi P, Petersohn I, Salpea P, Malanda B, Karuranga S, Unwin N, et al. Global and regional diabetes prevalence estimates for 2019 and projections for 2030 and 2045: Results from the International Diabetes Federation Diabetes Atlas, 9th edition. Diabetes Res Clin Pract. 2019; 157: 107843. doi: 10.1016/j.diabres.2019.107843 31518657 · DOI · Paper page
- [5]Cabrera O, Berman DM, Kenyon NS, Ricordi C, Berggren P, Caicedo A. The unique cytoarchitecture of human pancreatic islets has implications for islet cell function. Proc Natl Acad Sci. 2006; 103(7): 2334– 9. doi: 10.1073/pnas.0510790103 16461897 PMC1413730 · DOI · Paper page
- [7]Shekiro KM, Hraha TH, Bernard AB, Benninger RK, Anseth KS. Engineering functional pseudo-islets of defined sizes from primary murine cells using PEG microwell devices. bioRxiv. 2020; 1– 43.
- [8]Hilderink J, Spijker S, Carlotti F, Lange L, Engelse M, van Blitterswijk C, et al. Controlled aggregation of primary human pancreatic islet cells leads to glucose-responsive pseudoislets comparable to native islets. J Cell Mol Med. 2015; 19(8): 1836– 46. doi: 10.1111/jcmm.12555 25782016 PMC4549034 · DOI · Paper page
- [9]Kim HJ, Alam Z, Hwang JW, Hwang YH, Kim MJ, Yoon S, et al. Optimal formation of genetically modified and functional pancreatic islet spheroids by using hanging-drop strategy. Transplant Proc. 2013; 45(2): 605– 10. doi: 10.1016/j.transproceed.2012.11.014 23498797 · DOI
- [10]Walker JT, Haliyur R, Nelson HA, Ishahak M, Poffenberger G, Aramandla R, et al. Integrated human pseudoislet system and microfluidic platform demonstrate differences in GPCR signaling in islet cells. JCI Insight. 2020; 5(10): 1– 15. doi: 10.1172/jci.insight.137017 32352931 PMC7259531 · DOI
- [11]Liu W, Kin T, Ho S, Dorrell C, Campbell SR, Luo P, et al. Abnormal regulation of glucagon secretion by human islet alpha cells in the absence of beta cells. EBioMedicine. 2019; 50: 306– 16. doi: 10.1016/j.ebiom.2019.11.018 31780397 PMC6921359 · DOI
- [12]Reissaus CA, Piston DW. Reestablishment of glucose inhibition of glucagon secretion in small pseudoislets. Diabetes. 2017; 66(4): 960– 9. doi: 10.2337/db16-1291 28130310 PMC5360306 · DOI
- [13]Lorza-Gil E, Gerst F, Oquendo MB, Deschl U, Häring HU, Beilmann M, et al. Glucose, adrenaline and palmitate antagonistically regulate insulin and glucagon secretion in human pseudoislets. Sci Rep. 2019; 9(1): 1– 11. doi: 10.1038/s41598-018-37186-2 31311971 PMC6635387 · DOI · Paper page
- [14]Rawal S, Harrington S, Williams SJ, Ramachandran K, Stehno-Bittel L. Long-term cryopreservation of reaggregated pancreatic islets resulting in successful transplantation in rats. Cryobiology. 2017; 76: 41– 50. doi: 10.1016/j.cryobiol.2017.04.010 28483491 · DOI · Paper page
- [15]Ross-Rodriguez LU, Elliott JAW, McGann LE. Characterization of cryobiological responses in TF-1 cells using interrupted freezing procedures. Cryobiology. 2010; 60(2): 106– 16. doi: 10.1016/j.cryobiol.2009.09.007 19766619 · DOI
- [16]Ross-Rodriguez LU, Elliott JAW, McGann LE. Investigating cryoinjury using simulations and experiments: 2. TF-1 cells during graded freezing (interrupted slow cooling without hold time). Cryobiology. 2010; 61(1): 46– 51. doi: 10.1016/j.cryobiol.2010.04.005 20471968 · DOI
- [17]Sultani AB, Marquez-Curtis LA, Elliott JAW, McGann LE. Improved cryopreservation of human umbilical vein endothelial cells: A systematic approach. Sci Rep. 2016; 6(34393): 1– 14. doi: 10.1038/srep34393 27708349 PMC5052637 · DOI
- [18]Marquez-Curtis LA, McGann LE, Elliott JAW. Expansion and cryopreservation of porcine and human corneal endothelial cells. Cryobiology. 2017; 77: 1– 13. doi: 10.1016/j.cryobiol.2017.04.012 28465186 · DOI
- [19]Mazur P, Leibo SP, Chu EH. A two-factor hypothesis of freezing injury. Evidence from Chinese hamster tissue-culture cells. Exp Cell Res. 1972; 71(2): 345– 55. doi: 10.1016/0014-4827(72)90303-5 5045639 · DOI
- [20]McGann LE, Walterson L. Cryoprotection by dimethyl sulfoxide and dimethyl sulfone. Cryobiology. 1987; 24: 11– 6. doi: 10.1016/0011-2240(87)90003-4 3816285 · DOI
- [21]Stolzing A, Naaldijk Y, Fedorova V, Sethe S. Hydroxyethylstarch in cryopreservation—Mechanisms, benefits and problems. Transfus Apher Sci. 2012; 46(2): 137– 47. doi: 10.1016/j.transci.2012.01.007 22349548 · DOI
- [22]Camunas-Soler J, Dai X-Q, Hang Y, Bautista A, Lyon J, Suzuli K, et al. Patch-seq links single-cell transcriptomes to human islet dysfunction in diabetes. Cell Metab. 2020; 31(5): 1017– 31. doi: 10.1016/j.cmet.2020.04.005 32302527 PMC7398125 · DOI
- [23]Lyon J, Manning Fox JE, Spigelman AF, Kim R, Smith N, O’Gorman D, et al. Research-focused isolation of human islets from donors with and without diabetes at the Alberta Diabetes Institute IsletCore. Endocrinology. 2016; 157(2): 560– 9. doi: 10.1210/en.2015-1562 26653569 · DOI
- [24]Lyon J, Kin T, Bautista A, Smith N, Gorman DO, Macdonald PE, et al. Isolation of Human Pancreatic Islets of Langerhans for Research. Protocols.io. 2019; 10.17504/protocols.io.xgsfjwe. · DOI
- [26]Sultani AB. Protocol designs to optimize cryopreservation of human umbilical vein endothelial cells. MSc Thesis. University of Alberta; 2015.
- [27]Chapter 15 Assays for Cell Viability, Proliferation and Function. In: Molecular ProbesTM Handbook A Guide to Fluorescent Probes and Labeling Technologies, 11th Edition. Invitrogen; 2010.
- [28]Crisafuli FAP, Ramos EB, Rocha MS. Characterizing the interaction between DNA and GelRed fluorescent stain. Eur Biophys J. 2015; 44: 1– 7. doi: 10.1007/s00249-014-0995-4 25391339 · DOI
- [29]Ferdaoussi M, Dai X, Jensen M V, Wang R, Peterson BS, Huang C, et al. Isocitrate-to-SENP1 signaling amplifies insulin secretion and rescues dysfunctional β cells. J Clin Invest. 2015; 125(10): 3847– 60. doi: 10.1172/JCI82498 26389676 PMC4607115 · DOI · Paper page
- [30]Picelli S, Faridani OR, Björklund ÅK, Winberg G, Sagasser S, Sandberg R. Full-length RNA-seq from single cells using Smart-seq2. Nat Protoc. 2014; 9(1): 171– 81. doi: 10.1038/nprot.2014.006 24385147 · DOI · Paper page
- [31]Camunas-Soler J, Dai X, Hang Y, Bautista A, Lyon J, Suzuki K, et al. Pancreas patch-seq links physiologic dysfunction in diabetes to single-cell transcriptomic phenotypes. bioRxiv. 2019; 555110.
- [32]Dobin A, Davis CA, Schlesinger F, Drenkow J, Zaleski C, Jha S, et al. STAR: ultrafast universal RNA-seq aligner. Bioinformatics. 2013; 29(1): 15– 21. doi: 10.1093/bioinformatics/bts635 23104886 PMC3530905 · DOI · Paper page
- [33]Anders S, Pyl PT, Huber W. HTSeq—a Python framework to work with high-throughput sequencing data. Bioinformatics. 2015; 31(2): 166– 9. doi: 10.1093/bioinformatics/btu638 25260700 PMC4287950 · DOI · Paper page
- [34]Stuart T, Butler A, Hoffman P, Hafemeister C, Papalexi E, Mauck WM III, et al. Comprehensive integration of single cell data. Cell. 2019; 177(7): 1888– 902. doi: 10.1016/j.cell.2019.05.031 31178118 PMC6687398 · DOI · Paper page
- [35]Finak G, McDavid A, Yajima M, Deng J, Gersuk V, Shalek AK, et al. MAST: A flexible statistical framework for assessing transcriptional changes and characterizing heterogeneity in single-cell RNA sequencing data. Genome Biol. 2015; 16(278): 1– 13. doi: 10.1186/s13059-015-0844-5 26653891 PMC4676162 · DOI · Paper page
- [36]Steponkus PL. Role of the plasma membrane in freezing injury and cold acclimation. Vol. 35, Ann Rev Plant Physiol. 1984. p. 543– 84.
- [37]Liu W, Huang Z, Liu B, He X, Xue S, Yan X, et al. Investigating solution effects injury of human T lymphocytes and its prevention during interrupted slow cooling. Cryobiology. 2021; 99: 20– 7. doi: 10.1016/j.cryobiol.2021.01.018 33545147 · DOI
- [38]McGann LE. Differing actions of penetrating and non-penetrating cryoprotective agents. Cryobiology. 1978; 15(4): 382– 90. doi: 10.1016/0011-2240(78)90056-1 81120 · DOI
- [39]Kenmochi T, Asano T, Maruyama M, Saigo K, Akutsu N, Iwashita C, et al. Cryopreservation of human pancreatic islets from non-heart-beating donors using hydroxyethyl starch and dimethyl sulfoxide as cryoprotectants. Cell Transplant. 2008; 17: 61– 7. doi: 10.3727/000000008783907026 18468236 · DOI
- [40]Taylor MJ, Benton MJ. Interaction of cooling rate, warming rate, and extent of permeation of cryoprotectant in determining survival of isolated rat islets of Langerhans during cryopreservation. Diabetes. 1987; 36: 59– 65. doi: 10.2337/diab.36.1.59 3098610 · DOI
- [41]Baicu SC, Taylor MJ. Acid–base buffering in organ preservation solutions as a function of temperature: new parameters for comparing buffer capacity and efficiency. Cryobiology. 2002; 45: 33– 48. doi: 10.1016/s0011-2240(02)00104-9 12445548 · DOI
- [42]Baust JG, Gao D, Baust JM. Cryopreservation: an emerging paradigm change. Organogenesis. 2009; 5(3): 90– 6. doi: 10.4161/org.5.3.10021 20046670 PMC2781087 · DOI
- [43]Miranda PM, Mohan V, Ganthimathy S, Anjana RM, Gunasekaran S, Thiagarajan V, et al. Human islet mass, morphology, and survival after cryopreservation using the Edmonton protocol. Islets. 2013; 5(5): 188– 95. doi: 10.4161/isl.26304 24759005 PMC4010570 · DOI
- [44]Murray KA, Gibson MI. Post-thaw culture and measurement of total cell recovery is crucial in the evaluation of new macromolecular cryoprotectants. Biomacromolecules. 2020; 21(7): 2864– 73. doi: 10.1021/acs.biomac.0c00591 32501710 PMC7362331 · DOI
- [45]Zhang W, Nilles TL, Johnson JR, Margolick JB. The effect of cellular isolation and cryopreservation on the expression of markers identifying subsets of regulatory T cells. J Immunol Methods. 2016; 431: 31– 7. doi: 10.1016/j.jim.2016.02.004 26855370 PMC4792753 · DOI
- [46]Marquez-Curtis LA, Sultani AB, McGann LE, Elliott JAW. Beyond membrane integrity: Assessing the functionality of human umbilical vein endothelial cells after cryopreservation. Cryobiology. 2016; 72(3): 183– 90. doi: 10.1016/j.cryobiol.2016.05.005 27182035 · DOI
- [47]Larade K, Storey KB. Accumulation and translation of ferritin heavy chain transcripts following anoxia exposure in a marine invertebrate. J Exp Biol. 2004; 207: 1353– 60. doi: 10.1242/jeb.00872 15010486 · DOI
- [48]Shapiro JA, Lakey J, Ryan E, Korbutt G, Toth E, Warnock G, et al. Islet transplantation in seven patients with type 1 diabetes mellitus using a glucocorticoid-free immunosuppressive regimen. N Engl J Med. 2000; 343(4): 230– 8. doi: 10.1056/NEJM200007273430401 10911004 · DOI · Paper page
- [49]Shapiro AMJ, Pokrywczynska M, Ricordi C. Clinical pancreatic islet transplantation. Nat Rev Endocrinol. 2017; 13(5): 268– 77. doi: 10.1038/nrendo.2016.178 27834384 · DOI
- [50]Welsch C, Rust W, Csete M. Lessons learned from islet transplant clinical trials in developing stem cell therapies for Type 1 diabetes. Stem Cells Transl Med. 2018; 8(3): 209– 14. doi: 10.1002/sctm.18-0156 30417988 PMC6392394 · DOI
- [51]Manning Fox JE, Lyon J, Dai XQ, Wright RC, Hayward J, Van de Bunt M, et al. Human islet function following 20 years of cryogenic biobanking. Diabetologia. 2015; 58: 1503– 12. doi: 10.1007/s00125-015-3598-4 25930156 PMC4472956 · DOI
- [53]Abazari A, Jomha NM, Elliott JAW, McGann LE. Cryopreservation of articular cartilage. Cryobiology. 2013; 66(3): 201– 9. doi: 10.1016/j.cryobiol.2013.03.001 23499618 · DOI
- [54]Eskandari N, Marquez-Curtis LA, McGann LE, Elliott JAW. Cryopreservation of human umbilical vein and porcine corneal endothelial cell monolayers. Cryobiology. 2018; 85: 63– 72. doi: 10.1016/j.cryobiol.2018.10.001 30292811 · DOI
- [55]Llufrio EM, Wang L, Naser FJ, Patti GJ. Sorting cells alters their redox state and cellular metabolome. Redox Biol. 2018; 16: 381– 7. doi: 10.1016/j.redox.2018.03.004 29627745 PMC5952879 · DOI
- [56]Kojayan G, Whaley D, Alexander M, Rodriguez S, Lee S, Lakey JR. Improved cryopreservation yield of pancreatic islets using combination of lower dose permeable cryoprotective agents. Cryobiology. 2019; 88(2): 23– 8. doi: 10.1016/j.cryobiol.2019.04.004 30991035 · DOI
- [57]Yamanaka T, Tashima K, Takahashi R, Takashima S, Goto T, Hirabayashi M, et al. Direct comparison of Cryotop® vitrification and Bicell® freezing on recovery of functional rat pancreatic islets. Cryobiology. 2016; 73(3): 376– 82. doi: 10.1016/j.cryobiol.2016.09.003 27649939 · DOI
- [58]Powell-Palm MJ, Zhang Y, Aruda J, Rubinsky B. Isochoric conditions enable high subfreezing temperature pancreatic islet preservation without osmotic cryoprotective agents. Cryobiology. 2019; 86(1): 130– 3. doi: 10.1016/j.cryobiol.2019.01.003 30629949 · DOI
- [59]Lakey JR, Anderson TJ, Rajotte R V. Novel approaches to cryopreservation of human pancreatic islets. Transplantation. 2001; 72(6): 1005– 11. doi: 10.1097/00007890-200109270-00005 11579292 · DOI
- [60]Lakey JRT, Burridge PW, Rajotte R V. Cryopreservation of human pancreatic islets. Graft. 2002; 5(5): 266– 76.
- [61]Linnarsson S, Teichmann SA. Single-cell genomics: coming of age. Genome Biol. 2016; 17(97): 16– 8. doi: 10.1186/s13059-016-0960-x 27160975 PMC4862185 · DOI
- [62]Di Sanzo M, Quaresima B, Biamonte F, Palmieri C, Faniello MC. FTH1 pseudogenes in cancer and cell metabolism. Cells. 2020; 9(12): 1– 17. doi: 10.3390/cells9122554 33260500 PMC7760355 · DOI
- [64]Cai C, Ching A, Lagace C, Linsenmayer T. Nuclear ferritin-mediated protection of corneal epithelial cells from oxidative damage to DNA. Dev Dyn. 2008; 237(10): 2676– 83. doi: 10.1002/dvdy.21494 18366141 · DOI
- [66]Len JS, Koh WSD, Tan SX. The roles of reactive oxygen species and antioxidants in cryopreservation. Biosci Rep. 2019; 39(8): 1– 25. doi: 10.1042/BSR20191601 31371631 PMC6712439 · DOI
- [67]Yu Y, Gamble A, Pawlick R, Pepper AR, Salama B, Toms D, et al. Bioengineered human pseudoislets form efficiently from donated tissue, compare favourably with native islets in vitro and restore normoglycaemia in mice. Diabetologia. 2018; 61: 2016– 29. doi: 10.1007/s00125-018-4672-5 29971529 PMC6096633 · DOI
- [68]Zuellig RA, Cavallari G, Gerber P, Tschopp O, Spinas GA, Moritz W, et al. Improved physiological properties of gravity-enforced reassembled rat and human pancreatic pseudo-islets. J Tissue Eng Regen Med. 2017; 11: 109– 20. doi: 10.1002/term.1891 24737702 · DOI
- [69]von Mach M, Schlosser J, Weiland M, Feilen P, Ringel M, Hengstler J, et al. Size of pancreatic islets of Langerhans: A key parameter for viability after cryopreservation. Acta Diabetol. 2003; 40: 123– 9. doi: 10.1007/s00592-003-0100-4 14605968 · DOI
- [70]Ramachandran K, Williams SJ, Huang H-H, Novikova L, Stehno-Bittel L. Engineering islets for improved performance by optimized reaggregation in a micromold. Tissue Eng Part A. 2013; 19: 604– 12. doi: 10.1089/ten.TEA.2012.0553 23004004 · DOI
- [71]Ohashi K, Mukobata S, Utoh R, Yamashita S, Masuda T, Sakai H, et al. Production of islet cell sheets using cryopreserved islet cells. Transplant Proc. 2011; 43: 3188– 91. doi: 10.1016/j.transproceed.2011.10.027 22099753 · DOI
- [72]Williams SJ, Wang Q, MacGregor RR, Siahaan TJ, Stehno-Bittel L, Berkland C. Adhesion of pancreatic beta cells to biopolymer films. Biopolymers. 2009; 91(8): 676– 85. doi: 10.1002/bip.21196 19353639 PMC2778605 · DOI
- [73]Nakayama-Iwatsuki K, Hirabayashi M, Hochi S. Fabrication of functional rat pseudo-islets after cryopreservation of pancreatic islets or dispersed islet cells. J Tissue Eng Regen Med. 2021; 15(7): 686– 96. doi: 10.1002/term.3219 33999537 · DOI
- Authors
- Marquez-Curtis, L. A., Dai, X.-Q., Hang, Y., Lam, J. Y., Lyon, J., Manning Fox, J. E., McGann, L. E., MacDonald, P. E., Kim, S. K., & Elliott, J. A. W.
- Affiliations
- University of Alberta (CA)
- Stanford Medicine (US)
- Corresponding author
- Elliott, Janet A. W.
- Venue
- PLOS ONE
- Publisher
- Public Library of Science (PLoS)
- Published
- 2022-01-26
- Volume
- 17
- Issue
- 1
- Pages
- e0263005
- ISSN
- 1932-6203 (ISSN-L)
- PMC
- PMC8791532
- OpenAlex
- W4210522117
- Cited by
- 26
- References
- 69
- Citations by year
- 2026: 5 · 2025: 8 · 2024: 6 · 2023: 5 · 2022: 2
- FWCI
- 5.02
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- PLoS ONE (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Canada Research Chairs
- Silicon Valley Community Foundation (#2017-174469)
- National Institutes of Health (R01 DK120447, R01 DK107507, R01 DK126482, U01 DK123716)
- Stanford Islet Research Core in the Stanford Diabetes Research Center (P30 DK116074)
- Juvenile Diabetes Research Foundation United States of America (5-COE-2019-860-S-B, 3-PDF-2014-196-A-N)
- Stanford Translational Research & Applied Medicine
- H. L. Snyder Medical Foundation
- Elser Trust
- Steven and Michele Kirsch Foundation
- Gift from S. and K. Skeff
- Topics
- Health Sciences › Medicine › Surgery › Pancreatic function and diabetes
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Diabetes and associated disorders
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Reproductive Biology and Fertility
- Keywords
- islet cryopreservation, dimethyl sulfoxide, hydroxyethyl starch, post-thaw cell viability, exocytosis, voltage-gated ion channels, single-cell transcriptomics, diabetes mellitus, islet transplantation, plasma membrane integrity
- MeSH terms
- RNA-Seq, Adolescent, Adult, Aged, Antigens, Differentiation, Cryoprotective Agents, Female, Humans, Islets of Langerhans, Male, Middle Aged, Calcium Channels, Sodium Channels, Cryopreservation, Islets of Langerhans Transplantation, Single-Cell Analysis
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