The DOI matches its Crossref record; 74 of the 74 references it cites were found in a registry or an index.
Comparative analysis of tangential flow filtration and ultracentrifugation, both combined with subsequent size exclusion chromatography, for the isolation of small extracellular vesicles
Open accessAbstract
Small extracellular vesicles (sEVs) provide major promise for advances in cancer diagnostics, prognostics, and therapeutics, ascribed to their distinctive cargo reflective of pathophysiological status, active involvement in intercellular communication, as well as their ubiquity and stability in bodily fluids. As a result, the field of sEV research has expanded exponentially. Nevertheless, there is a lack of standardisation in methods for sEV isolation from cells grown in serum‐containing media. The majority of researchers use serum‐containing media for sEV harvest and employ ultracentrifugation as the primary isolation method. Ultracentrifugation is inefficient as it is devoid of the capacity to isolate high sEV yields without contamination of non‐sEV materials or disruption of sEV integrity. We comprehensively evaluated a protocol using tangential flow filtration and size exclusion chromatography to isolate sEVs from a variety of human and murine cancer cell lines, including HeLa, MDA‐MB‐231, EO771 and B16F10. We directly compared the performance of traditional ultracentrifugation and tangential flow filtration methods, that had undergone further purification by size exclusion chromatography, in their capacity to separate sEVs, and rigorously characterised sEV properties using multiple quantification devices, protein analyses and both image and nano‐flow cytometry. Ultracentrifugation and tangential flow filtration both enrich consistent sEV populations, with similar size distributions of particles ranging up to 200 nm. However, tangential flow filtration exceeds ultracentrifugation in isolating significantly higher yields of sEVs, making it more suitable for large‐scale research applications. Our results demonstrate that tangential flow filtration is a reliable and robust sEV isolation approach that surpasses ultracentrifugation in yield, reproducibility, time, costs and scalability. These advantages allow for implementation in comprehensive research applications and downstream investigations.
Overview
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
Verification
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.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing
Benjamini, Y., & Hochberg, Y. (1995) · Journal of the Royal Statistical Society Series B: Statistical Methodology · doi:10.1111/j.2517-6161.1995.tb02031.x · Cited by 109,482
Théry, C., Witwer, K. W., Aikawa, E., Alcaraz, M. J., Anderson, J. D., Andriantsitohaina, R., Antoniou, A., Arab, T., Archer, F., Atkin‐Smith, G. K., et al. (2018) · Journal of Extracellular Vesicles · doi:10.1080/20013078.2018.1535750 · Cited by 11,099
Self-citationThe biology , function , and biomedical applications of exosomes
Kalluri, R., & LeBleu, V. S. (2020) · Science · doi:10.1126/science.aau6977 · Cited by 10,770
Isolation and Characterization of Exosomes from Cell Culture Supernatants and Biological Fluids
Théry, C., Amigorena, S., Raposo, G., & Clayton, A. (2006) · Current Protocols in Cell Biology · doi:10.1002/0471143030.cb0322s30 · Cited by 5,766
Koenker, R., & Hallock, K. F. (2001) · Journal of Economic Perspectives · doi:10.1257/jep.15.4.143 · Cited by 4,413
Kowal, J., Arras, G., Colombo, M., Jouve, M., Morath, J. P., Primdal-Bengtson, B., Dingli, F., Loew, D., Tkach, M., & Théry, C. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1521230113 · Cited by 3,426
Progress in Exosome Isolation Techniques
Li, P., Kaslan, M., Lee, S. H., Yao, J., & Gao, Z. (2017) · Theranostics · doi:10.7150/thno.18133 · Cited by 1,948
Optimized exosome isolation protocol for cell culture supernatant and human plasma
Lobb, R. J., Becker, M., Wen Wen, S., Wong, C. S. F., Wiegmans, A. P., Leimgruber, A., & Möller, A. (2015) · Journal of Extracellular Vesicles · doi:10.3402/jev.v4.27031 · Cited by 1,705
Self-citationZhang, H., Freitas, D., Kim, H. S., Fabijanic, K., Li, Z., Chen, H., Mark, M. T., Molina, H., Martin, A. B., Bojmar, L., et al. (2018) · Nature Cell Biology · doi:10.1038/s41556-018-0040-4 · Cited by 1,613
EV-TRACK: transparent reporting and centralizing knowledge in extracellular vesicle research
EV-TRACK Consortium, Van Deun, J., Mestdagh, P., Agostinis, P., Akay, Ö., Anand, S., Anckaert, J., Martinez, Z. A., Baetens, T., Beghein, E., et al. (2017) · Nature Methods · doi:10.1038/nmeth.4185 · Cited by 1,284
Isolation of Extracellular Vesicles: General Methodologies and Latest Trends
Konoshenko, M. Y., Lekchnov, E. A., Vlassov, A. V., & Laktionov, P. P. (2018) · BioMed Research International · doi:10.1155/2018/8545347 · Cited by 1,243
Gardiner, C., Di Vizio, D., Sahoo, S., Théry, C., Witwer, K. W., Wauben, M., & Hill, A. F. (2016) · Journal of Extracellular Vesicles · doi:10.3402/jev.v5.32945 · Cited by 1,069
Cells release subpopulations of exosomes with distinct molecular and biological properties
Willms, E., Johansson, H. J., Mäger, I., Lee, Y., Blomberg, K. E. M., Sadik, M., Alaarg, A., Smith, C. I. E., Lehtiö, J., EL Andaloussi, S., et al. (2016) · Scientific Reports · doi:10.1038/srep22519 · Cited by 949
Brennan, K., Martin, K., FitzGerald, S. P., O’Sullivan, J., Wu, Y., Blanco, A., Richardson, C., & Mc Gee, M. M. (2020) · Scientific Reports · doi:10.1038/s41598-020-57497-7 · Cited by 879
Greening, D. W., Xu, R., Ji, H., Tauro, B. J., & Simpson, R. J. (2015) · Methods in Molecular Biology · doi:10.1007/978-1-4939-2550-6_15 · Cited by 711
Production and characterization of clinical grade exosomes derived from dendritic cells
Lamparski, H. G., Metha-Damani, A., Yao, J.-Y., Patel, S., Hsu, D.-H., Ruegg, C., & Le Pecq, J.-B. (2002) · Journal of Immunological Methods · doi:10.1016/s0022-1759(02)00330-7 · Cited by 700
Nordin, J. Z., Lee, Y., Vader, P., Mäger, I., Johansson, H. J., Heusermann, W., Wiklander, O. P. B., Hällbrink, M., Seow, Y., Bultema, J. J., et al. (2015) · Nanomedicine: Nanotechnology, Biology and Medicine · doi:10.1016/j.nano.2015.01.003 · Cited by 678
Baranyai, T., Herczeg, K., Onódi, Z., Voszka, I., Módos, K., Marton, N., Nagy, G., Mäger, I., Wood, M. J., El Andaloussi, S., et al. (2015) · PLOS ONE · doi:10.1371/journal.pone.0145686 · Cited by 670
Patel, G. K., Khan, M. A., Zubair, H., Srivastava, S. K., Khushman, M., Singh, S., & Singh, A. P. (2019) · Scientific Reports · doi:10.1038/s41598-019-41800-2 · Cited by 640
High‐speed centrifugation induces aggregation of extracellular vesicles
Linares, R., Tan, S., Gounou, C., Arraud, N., & Brisson, A. R. (2015) · Journal of Extracellular Vesicles · doi:10.3402/jev.v4.29509 · Cited by 571
Haraszti, R. A., Miller, R., Stoppato, M., Sere, Y. Y., Coles, A., Didiot, M.-C., Wollacott, R., Sapp, E., Dubuke, M. L., Li, X., et al. (2018) · Molecular Therapy · doi:10.1016/j.ymthe.2018.09.015 · Cited by 567
Li, X., Corbett, A. L., Taatizadeh, E., Tasnim, N., Little, J. P., Garnis, C., Daugaard, M., Guns, E., Hoorfar, M., & Li, I. T. S. (2019) · APL Bioengineering · doi:10.1063/1.5087122 · Cited by 564
Portnoy, S., & Koenker, R. (1997) · Statistical Science · doi:10.1214/ss/1030037960 · Cited by 557
The evolving translational potential of small extracellular vesicles in cancer
Möller, A., & Lobb, R. J. (2020) · Nature Reviews Cancer · doi:10.1038/s41568-020-00299-w · Cited by 544
Self-citationBusatto, S., Vilanilam, G., Ticer, T., Lin, W.-L., Dickson, D. W., Shapiro, S., Bergese, P., & Wolfram, J. (2018) · Cells · doi:10.3390/cells7120273 · Cited by 532
Cvjetkovic, A., Lötvall, J., & Lässer, C. (2014) · Journal of Extracellular Vesicles · doi:10.3402/jev.v3.23111 · Cited by 482
Comparison of isolation methods of exosomes and exosomal RNA from cell culture medium and serum
Tang, Y.-T., Huang, Y.-Y., Zheng, L., Qin, S.-H., Xu, X.-P., An, T.-X., Xu, Y., Wu, Y.-S., Hu, X.-M., Ping, B.-H., et al. (2017) · International Journal of Molecular Medicine · doi:10.3892/ijmm.2017.3080 · Cited by 455
Zhang, Q., Jeppesen, D. K., Higginbotham, J. N., Graves-Deal, R., Trinh, V. Q., Ramirez, M. A., Sohn, Y., Neininger, A. C., Taneja, N., McKinley, E. T., et al. (2021) · Nature Cell Biology · doi:10.1038/s41556-021-00805-8 · Cited by 419
Takov, K., Yellon, D. M., & Davidson, S. M. (2019) · Journal of Extracellular Vesicles · doi:10.1080/20013078.2018.1560809 · Cited by 417
Salomon, C., Torres, M. J., Kobayashi, M., Scholz-Romero, K., Sobrevia, L., Dobierzewska, A., Illanes, S. E., Mitchell, M. D., & Rice, G. E. (2014) · PLoS ONE · doi:10.1371/journal.pone.0098667 · Cited by 401
Self-citationRoyo, F., Théry, C., Falcón-Pérez, J. M., Nieuwland, R., & Witwer, K. W. (2020) · Cells · doi:10.3390/cells9091955 · Cited by 385
Transfer of Functional Cargo in Exomeres
Zhang, Q., Higginbotham, J. N., Jeppesen, D. K., Yang, Y.-P., Li, W., McKinley, E. T., Graves-Deal, R., Ping, J., Britain, C. M., Dorsett, K. A., et al. (2019) · Cell Reports · doi:10.1016/j.celrep.2019.01.009 · Cited by 376
Anderson, W., Kozak, D., Coleman, V. A., Jämting, Å. K., & Trau, M. (2013) · Journal of Colloid and Interface Science · doi:10.1016/j.jcis.2013.02.030 · Cited by 373
Wu, Y., Deng, W., & Klinke II, D. J. (2015) · The Analyst · doi:10.1039/c5an00688k · Cited by 369
Sceneay, J., Chow, M. T., Chen, A., Halse, H. M., Wong, C. S. F., Andrews, D. M., Sloan, E. K., Parker, B. S., Bowtell, D. D., Smyth, M. J., et al. (2012) · Cancer Research · doi:10.1158/0008-5472.can-11-3873 · Cited by 364
Self-citationGörgens, A., Bremer, M., Ferrer‐Tur, R., Murke, F., Tertel, T., Horn, P. A., Thalmann, S., Welsh, J. A., Probst, C., Guerin, C., et al. (2019) · Journal of Extracellular Vesicles · doi:10.1080/20013078.2019.1587567 · Cited by 337
Salomon, C., Guanzon, D., Scholz-Romero, K., Longo, S., Correa, P., Illanes, S. E., & Rice, G. E. (2017) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2017-00672 · Cited by 321
Self-citationMaas, S. L. N., de Vrij, J., van der Vlist, E. J., Geragousian, B., van Bloois, L., Mastrobattista, E., Schiffelers, R. M., Wauben, M. H. M., Broekman, M. L. D., & Nolte-'t Hoen, E. N. M. (2015) · Journal of Controlled Release · doi:10.1016/j.jconrel.2014.12.041 · Cited by 285
Wolf, M., Poupardin, R. W., Ebner‐Peking, P., Andrade, A. C., Blöchl, C., Obermayer, A., Gomes, F. G., Vari, B., Maeding, N., Eminger, E., et al. (2022) · Journal of Extracellular Vesicles · doi:10.1002/jev2.12207 · Cited by 284
Benchtop isolation and characterization of functional exosomes by sequential filtration
Heinemann, M. L., Ilmer, M., Silva, L. P., Hawke, D. H., Recio, A., Vorontsova, M. A., Alt, E., & Vykoukal, J. (2014) · Journal of Chromatography A · doi:10.1016/j.chroma.2014.10.026 · Cited by 271
Corso, G., Mäger, I., Lee, Y., Görgens, A., Bultema, J., Giebel, B., Wood, M. J. A., Nordin, J. Z., & Andaloussi, S. E. (2017) · Scientific Reports · doi:10.1038/s41598-017-10646-x · Cited by 244
Choi, D., Montermini, L., Jeong, H., Sharma, S., Meehan, B., & Rak, J. (2019) · ACS Nano · doi:10.1021/acsnano.9b04480 · Cited by 221
Arab, T., Mallick, E. R., Huang, Y., Dong, L., Liao, Z., Zhao, Z., Gololobova, O., Smith, B., Haughey, N. J., Pienta, K. J., et al. (2021) · Journal of Extracellular Vesicles · doi:10.1002/jev2.12079 · Cited by 220
Isolation of extracellular vesicles with combined enrichment methods
Stam, J., Bartel, S., Bischoff, R., & Wolters, J. C. (2021) · Journal of Chromatography B · doi:10.1016/j.jchromb.2021.122604 · Cited by 214
Heath, N., Grant, L., De Oliveira, T. M., Rowlinson, R., Osteikoetxea, X., Dekker, N., & Overman, R. (2018) · Scientific Reports · doi:10.1038/s41598-018-24163-y · Cited by 189
Breast Cancer-Derived Exosomes Alter Macrophage Polarization via gp130/STAT3 Signaling
Ham, S., Lima, L. G., Chai, E. P. Z., Muller, A., Lobb, R. J., Krumeich, S., Wen, S. W., Wiegmans, A. P., & Möller, A. (2018) · Frontiers in Immunology · doi:10.3389/fimmu.2018.00871 · Cited by 189
Self-citationLi, J., Lee, Y., Johansson, H. J., Mäger, I., Vader, P., Nordin, J. Z., Wiklander, O. P. B., Lehtiö, J., Wood, M. J. A., & Andaloussi, S. E. (2015) · Journal of Extracellular Vesicles · doi:10.3402/jev.v4.26883 · Cited by 184
Watson, D. C., Yung, B. C., Bergamaschi, C., Chowdhury, B., Bear, J., Stellas, D., Morales‐Kastresana, A., Jones, J. C., Felber, B. K., Chen, X., et al. (2018) · Journal of Extracellular Vesicles · doi:10.1080/20013078.2018.1442088 · Cited by 180
Recent advances and challenges in the recovery and purification of cellular exosomes
Ayala‐Mar, S., Donoso‐Quezada, J., Gallo‐Villanueva, R. C., Pérez‐González, V. H., & González‐Valdez, J. (2019) · Electrophoresis · doi:10.1002/elps.201800526 · Cited by 164
Buschmann, D., Mussack, V., & Byrd, J. B. (2021) · Advanced Drug Delivery Reviews · doi:10.1016/j.addr.2021.04.027 · Cited by 160
Exosome enrichment by ultracentrifugation and size exclusion chromatography
Mitchell, M. D. (2017) · Frontiers in bioscience · doi:10.2741/4621 · Cited by 159
Eitan, E., Zhang, S., Witwer, K. W., & Mattson, M. P. (2015) · Journal of Extracellular Vesicles · doi:10.3402/jev.v4.26373 · Cited by 158
Guan, S., Yu, H., Yan, G., Gao, M., Sun, W., & Zhang, X. (2020) · Journal of Proteome Research · doi:10.1021/acs.jproteome.9b00693 · Cited by 155
Mastoridis, S., Bertolino, G. M., Whitehouse, G. P., Dazzi, F., Fueyo, A. S., & Martínez‐Llordella, M. (2018) · Frontiers in Immunology · doi:10.3389/fimmu.2018.01583 · Cited by 143
Ricklefs, F. L., Maire, C. L., Reimer, R., Dührsen, L., Kolbe, K., Holz, M., Schneider, E., Rissiek, A., Babayan, A., Hille, C., et al. (2019) · Journal of Extracellular Vesicles · doi:10.1080/20013078.2019.1588555 · Cited by 134
Breast Cancer‐Derived Exosomes Reflect the Cell‐of‐Origin Phenotype
Wen, S., Lima, L. G., Lobb, R. J., Norris, E. L., Hastie, M. L., Krumeich, S., & Möller, A. (2019) · PROTEOMICS · doi:10.1002/pmic.201800180 · Cited by 129
Self-citationMcNamara, R. P., Caro‐Vegas, C., Costantini, L. M., Landis, J. T., Griffith, J. D., Damania, B., & Dittmer, D. P. (2018) · Journal of Extracellular Vesicles · doi:10.1080/20013078.2018.1541396 · Cited by 113
Imaging flow cytometry for the characterization of extracellular vesicles
Lannigan, J. A., & Erdbrüegger, U. (2016) · Methods · doi:10.1016/j.ymeth.2016.09.018 · Cited by 105
Baradie, K. B. Y. E., Nouh, M. A., O’Brien, F., Liu, Y., Fulzele, S., Eroğlu, A., & Hamrick, M. W. (2020) · Frontiers in Cell and Developmental Biology · doi:10.3389/fcell.2020.00181 · Cited by 98
Wu, A. Y., Sung, Y., Chen, Y., Chou, S. T.-Y., Guo, V., Chien, J. C.-Y., Ko, J. J.-S., Yang, A. L., Huang, H., Chuang, J.-C., et al. (2020) · Advanced Science · doi:10.1002/advs.202001467 · Cited by 84
Sequential Filtration: A Gentle Method for the Isolation of Functional Extracellular Vesicles
Heinemann, M. L., & Vykoukal, J. V. (2017) · Methods in molecular biology · doi:10.1007/978-1-4939-7253-1_4 · Cited by 79
Inhibition of Siah ubiquitin ligase function
Möller, A., House, C., Wong, C. S. F., Scanlon, D. B., Liu, M. C. P., Ronai, Z. A., & Bowtell, D. D. L. (2008) · Oncogene · doi:10.1038/onc.2008.382 · Cited by 78
Self-citationExtracellular microRNAs exhibit sequence-dependent stability and cellular release kinetics
Coenen-Stass, A. M. L., Pauwels, M. J., Hanson, B., et al. (2019) · RNA Biology · doi:10.1080/15476286.2019.1582956 · Cited by 76
The ubiquitin ligase Siah is a novel regulator of Zeb1 in breast cancer
Chen, A., Wong, C. S. F., Liu, M. C. P., House, C. M., Sceneay, J., Bowtell, D. D. L., Thompson, E. W., & Möller, A. (2014) · Oncotarget · doi:10.18632/oncotarget.2696 · Cited by 69
Self-citationLobb, R. J., Hastie, M. L., Norris, E. L., van Amerongen, R. A., Gorman, J. J., & Möller, A. (2017) · PROTEOMICS · doi:10.1002/pmic.201600432 · Cited by 67
Self-citationHarmonization of exosome isolation from culture supernatants for optimized proteomics analysis
Abramowicz, A., Marczak, Ł., Wojakowska, A., Zapotoczny, S., Whiteside, T. L., Widłak, P., & Pietrowska, M. (2018) · PLoS ONE · doi:10.1371/journal.pone.0205496 · Cited by 58
Analysis of individual extracellular vesicles by imaging flow cytometry
Tertel, T., Görgens, A., & Giebel, B. (2020) · Methods in enzymology on CD-ROM/Methods in enzymology · doi:10.1016/bs.mie.2020.05.013 · Cited by 54
Gomes, F. G., Andrade, A. C., Wolf, M., Hochmann, S., Krisch, L. M., Maeding, N., Regl, C., Poupardin, R., Peking, P., Huber, C. G., et al. (2022) · Biomedicines · doi:10.3390/biomedicines10020238 · Cited by 54
Andrade, A. C., Wolf, M., Binder, H., Gomes, F. G., Manstein, F., Peking, P., Poupardin, R., Zweigerdt, R., Schallmoser, K., & Strunk, D. (2021) · International Journal of Molecular Sciences · doi:10.3390/ijms22083890 · Cited by 40
Jones, P. S., Yekula, A., Lansbury, E., Small, J. L., Ayinon, C., Mordecai, S., Hochberg, F. H., Tigges, J., Delcuze, B., Charest, A., et al. (2019) · EBioMedicine · doi:10.1016/j.ebiom.2019.09.025 · Cited by 38
Cancer cell line-specific protein profiles in extracellular vesicles identified by proteomics
Guerreiro, E. M., Øvstebø, R., Thiede, B., Costea, D. E., Søland, T. M., & Galtung, H. K. (2020) · PLoS ONE · doi:10.1371/journal.pone.0238591 · Cited by 36
Dai, Y., Bai, S., Hu, C., Chu, K., Shen, B. Q., & Smith, Z. J. (2020) · Analytical Chemistry · doi:10.1021/acs.analchem.0c00607 · Cited by 34
Blood-Derived Extracellular Vesicle-Associated miR-3182 Detects Non-Small Cell Lung Cancer Patients
Visan, K. S., Lobb, R. J., Wen, S., Bedő, J., Lima, L. G., Krumeich, S., Palma, C., Ferguson, K., Green, B., Niland, C., et al. (2022) · Cancers · doi:10.3390/cancers14010257 · Cited by 21
Self-citationBinder, H., Maeding, N., Wolf, M., Andrade, A. C., Vári, B., Krisch, L. M., Gomes, F. G., Blöchl, C., Muigg, K., Poupardin, R., et al. (2021) · Cells · doi:10.3390/cells10123321 · Cited by 12
Cited by
Applications of Plant-Derived Extracellular Vesicles in Medicine
Zhu, Y., Zhao, J., Ding, H., Qiu, M., Xue, L., Ge, D., Wen, G., Ren, H., Li, P., & Wang, J. (2024) · MedComm · doi:10.1002/mco2.741 · Cited by 75
Extracellular vesicles: New horizons in neurodegeneration
Chen, J., Tian, C., Xiong, X., Yang, Y., & Zhang, J. (2025) · eBioMedicine · doi:10.1016/j.ebiom.2025.105605 · Cited by 53
Chatterjee, M., Özdemir, S., Kunadt, M., Koel‐Simmelink, M., Boiten, W., Piepkorn, L., Pham, T. V., Chiasserini, D., Piersma, S. R., Knol, J. C., et al. (2023) · Alzheimer's & Dementia · doi:10.1002/alz.13066 · Cited by 47
Zhu, D., Sun, Z., Wei, J., Zhang, Y., An, W., Lin, Y., & Li, X. (2024) · International Journal of Nanomedicine · doi:10.2147/ijn.s450284 · Cited by 17
Uti, D. E., Egbung, J. E., Anthony, B. O., Omari, O. R., Omang, W. A., Aggad, W. S., Almohaimeed, H. M., Bainsal, N., Shukla, S. K., Ealla, K. K. R., et al. (2026) · Discover Nano · doi:10.1186/s11671-026-04681-9 · Cited by 3
Metadata
- Authors
- Visan, K. S., Lobb, R. J., Ham, S., Lima, L. G., Palma, C., Edna, C. P. Z., Wu, L., Gowda, H., Datta, K. K., Hartel, G., Salomon, C., & Möller, A.
- Venue
- Journal of Extracellular Vesicles
- Publisher
- Wiley
- Published
- 2022-09
- Volume
- 11
- Issue
- 9
- Pages
- e12266-e12266
- ISSN
- 2001-3078 (ISSN-L)
- OpenAlex
- W4296805213
- Cited by
- 308
- References
- 74
- FWCI
- 14.29
- Type
- journal article
- Language
- en
- Open access
- gold
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
Data sources
Bibliographic data: Semantic Scholar, OpenAlex, Crossref.
Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.