Differences between unselected patients and participants in multiple myeloma clinical trials in US: a threat to external validity
Abstract
External validity of clinical trials is affected by dissimilarities between study subjects and patient population. We identified 128 manuscripts (8,869 subjects) published between 2007 and 2014 reporting results of multiple myeloma (MM) trials performed entirely in the US. Characteristics of subjects were compared with unselected patients from SEER-18. Median of median age of subjects was 61 years vs. median age of unselected patients of 69 years. Trial subjects with untreated MM had less advanced stage than unselected patients. Racial-ethnic composition was informed in only 51 (39.8%) trials. Industry-sponsored trials were more likely to report accrual of minorities than National Cancer Institute (NCI) or investigator-sponsored trials. The observed/expected minority accrual was 0.52 (95% CI 0.49-0.55), being lower (0.43) in investigator-sponsored and higher (0.61) in industry-sponsored trials. We concluded that minorities, older individuals and persons with more advanced disease are underrepresented in MM trials, potentially compromising external validity of results.
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?
Language barriers, primarily where English was not the first spoken language, was a major barrier for Hispanic and Latin American trial participation.
“Studies also highlighted that language barriers, primarily where English was not the first spoken language, was a major barrier for Hispanic and Latin American trial participation [69].”
From Enablers and barriers of clinical trial participation in adult patients from minority ethnic groups: a systematic review (2025) · cites this paper as [69]
Cites
International Staging System for Multiple Myeloma
Greipp, P. R., Miguel, J. S., Durie, B. G. M., Crowley, J. J., Barlogie, B., Bladé, J., Boccadoro, M., Child, J. A., Avet-Loiseau, H., Kyle, R. A., et al. (2005) · Journal of Clinical Oncology · doi:10.1200/jco.2005.04.242 · Cited by 2,974 · see citing works
External validity of randomised controlled trials: “To whom do the results of this trial apply?”
Rothwell, P. M. (2005) · The Lancet · doi:10.1016/s0140-6736(04)17670-8 · Cited by 2,544 · see citing works
Participation in Cancer Clinical Trials: Race-, Sex-, and Age-Based Disparities
Murthy, V. H., Krumholz, H. M., & Gross, C. P. (2004) · JAMA · doi:10.1001/jama.291.22.2720 · Cited by 2,078 · see citing works
Kumar, S. K., Dispenzieri, A. A., Lacy, M. Q., Gertz, M. A., Buadi, F. K., Pandey, S., Kapoor, P., Dingli, D., Hayman, S. R., Leung, N., et al. (2013) · Leukemia · doi:10.1038/leu.2013.313 · Cited by 1,368 · see citing works
Self-citationRajkumar, S. V., Jacobus, S., Callander, N. S., Fonseca, R., Vesole, D. H., Williams, M. E., Abonour, R., Siegel, D. S., Katz, M., & Greipp, P. R. (2010) · The Lancet Oncology · doi:10.1016/s1470-2045(09)70284-0 · Cited by 933 · see citing works
Recent major improvement in long-term survival of younger patients with multiple myeloma
Brenner, H., Gondos, Á., & Pulte, D. D. (2007) · Blood · doi:10.1182/blood-2007-08-104984 · Cited by 533 · see citing works
Racial disparities in incidence and outcome in multiple myeloma: a population-based study
Waxman, A. J., Mink, P. J., Devesa, S. S., Anderson, W. F., Weiss, B. M., Kristinsson, S. Y., McGlynn, K. A., & Landgren, O. (2010) · Blood · doi:10.1182/blood-2010-07-298760 · Cited by 411 · see citing works
How to assess the external validity of therapeutic trials: a conceptual approach
Dekkers, O. M., Elm, E. V., Algra, A., Romijn, J. A., & Vandenbroucke, J. P. (2010) · International Journal of Epidemiology · doi:10.1093/ije/dyp174 · Cited by 219 · see citing works
Bringhen, S., Mateos, M., Zweegman, S., Larocca, A., Falcone, A. P., Oriol, A., Rossi, D., Cavalli, M. M., Wijermans, P., Ria, R., et al. (2013) · Haematologica · doi:10.3324/haematol.2012.075051 · Cited by 213 · see citing works
Durant, R. W., Wenzel, J. A., Scarinci, I. C., Paterniti, D. A., Fouad, M. N., Hurd, T. C., & Martin, M. Y. (2014) · Cancer · doi:10.1002/cncr.28574 · Cited by 192 · see citing works
Does Enrollment in Cancer Trials Improve Survival?
Chow, C. J., Habermann, E. B., Abraham, A. A., Zhu, Y., Vickers, S. M., Rothenberger, D. A., & Al‐Refaie, W. B. (2013) · Journal of the American College of Surgeons · doi:10.1016/j.jamcollsurg.2012.12.036 · Cited by 99 · see citing works
Pulte, D. D., Jansen, L., Castro, F. A., Emrich, K., Katalinic, A., Holleczek, B., Brenner, H., & the GEKID Cancer Survival Working Group (2015) · British Journal of Haematology · doi:10.1111/bjh.13537 · Cited by 92 · see citing works
Recent improvement in survival of patients with multiple myeloma: variation by ethnicity
Pulte, D. D., Redaniel, M. T., Brenner, H., Jansen, L., & Jeffreys, M. (2013) · Leukemia & lymphoma/Leukemia and lymphoma · doi:10.3109/10428194.2013.827188 · Cited by 89 · see citing works
Schaapveld, M., Visser, O. J., Siesling, S., Schaar, C. G., Zweegman, S., & Vellenga, E. (2009) · European Journal of Cancer · doi:10.1016/j.ejca.2009.07.006 · Cited by 83 · see citing works
Baker, A., Braggio, E., Jacobus, S., Jung, S., Larson, D., Therneau, T., Dispenzieri, A., Van Wier, S. A., Ahmann, G., Levy, J., et al. (2013) · Blood · doi:10.1182/blood-2012-07-443606 · Cited by 66 · see citing works
Vickers, S. M., & Fouad, M. N. (2014) · Cancer · doi:10.1002/cncr.28569 · Cited by 54 · see citing works
Bruner, D. W., Jones, M., Buchanan, D. R., & Russo, J. (2006) · Journal of Clinical Oncology · doi:10.1200/jco.2005.04.8116 · Cited by 50 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Multiple myeloma epidemiology and survival: A unique malignancy
Kazandjian, D. G. (2016) · Seminars in Oncology · doi:10.1053/j.seminoncol.2016.11.004 · Cited by 765 · see citing works
Costa, L. J., Brill, I. K., Omel, J. L., Godby, K. N., Kumar, S. K., & Brown, E. E. (2017) · Blood Advances · doi:10.1182/bloodadvances.2016002493 · Cited by 298 · see citing works
Self-citationWitham, M. D., Anderson, E., Carroll, C., Dark, P. M., Down, K., Hall, A. S., Knee, J., Maier, R. H., Mountain, G. A., Nestor, G., et al. (2020) · Trials · doi:10.1186/s13063-020-04613-7 · Cited by 259 · see citing works
Racial and ethnic disparities in hematologic malignancies
Kirtane, K., & Lee, S. J. (2017) · Blood · doi:10.1182/blood-2017-04-778225 · Cited by 168 · see citing works
Þorsteinsdóttir, S., Dickman, P. W., Landgren, O., Blimark, C. H., Hultcrantz, M. L., Turesson, I., Björkholm, M., & Kristinsson, S. Y. (2018) · Haematologica · doi:10.3324/haematol.2017.183475 · Cited by 132 · see citing works
Clinical Trial Generalizability Assessment in the Big Data Era: A Review
He, Z., Tang, X. D., Yang, X., Guo, Y. M., George, T. J., Charness, N. H., Bartley, K., Hogan, W. R., & Bian, J. (2020) · Clinical and Translational Science · doi:10.1111/cts.12764 · Cited by 132 · see citing works
Schriber, J. R., Hari, P., Ahn, K. W., Fei, M., Costa, L. J., Kharfan-Dabaja, M. A., Díaz, M. Á., Gale, R. P., Ganguly, S., Girnius, S. K., et al. (2017) · Cancer · doi:10.1002/cncr.30747 · Cited by 89 · see citing works
Self-citationMunshi, P. N., Vesole, D. H., Jurczyszyn, A. J., Zaucha, J. M., Martin, A. S., Dávila, O., Agrawal, V., Badawy, S. M., Battiwalla, M., Chhabra, S., et al. (2020) · Cancer · doi:10.1002/cncr.33171 · Cited by 76 · see citing works
Self-citationLangseth, Ø. O., Myklebust, T. Å., Johannesen, T. B., Hjertner, Ø., & Waage, A. (2020) · British Journal of Haematology · doi:10.1111/bjh.16674 · Cited by 59 · see citing works
Epidemiology of multiple myeloma in 17 Latin American countries: an update
Curado, M. P., de Oliveira, M. M., Silva, D. R. M. E., & de Souza, D. L. B. (2018) · Cancer Medicine · doi:10.1002/cam4.1347 · Cited by 58 · see citing works
Alarcón Garavito, G. A., Gilchrist, K., Ciurtin, C., Khanna, S., Chambers, P., McNally, N., Merivale, E., Carr, E., Yu, R., & Vindrola-Padros, C. (2025) · Trials · doi:10.1186/s13063-025-08769-y · Cited by 42 · see citing works
“The reasons driving people from minority ethnic groups who agreed to and continued to participate in clinical trials were discussed in 12 articles [10, 12, 33, 34, 43, 45, 48, 50, 56, 57, 63, 69].”
InfluentialLeBlanc, M. R., Hirschey, R., Bryant, A. L., LeBlanc, T. W., & Smith, S. K. (2019) · Quality of Life Research · doi:10.1007/s11136-019-02392-6 · Cited by 38 · see citing works
Many Shades of Disparities in Myeloma Care
Ganguly, S., Mailankody, S., & Ailawadhi, S. (2019) · American Society of Clinical Oncology Educational Book · doi:10.1200/edbk_238551 · Cited by 34 · see citing works
Minařík, J., Pika, T., Radocha, J., Jungová, A., Štraub, J., Jelı́nek, T., Pour, L., Pavlíček, P., Mistrík, M., Brožová, L., et al. (2021) · BMC Cancer · doi:10.1186/s12885-020-07732-1 · Cited by 33 · see citing works
Costello, C. L., Davies, F. E., Cook, G., Vela‐Ojeda, J., Omel, J., Rifkin, R. M., Berdeja, J. G., Puig, N., Usmani, S. Z., Weisel, K. C., et al. (2019) · Future Oncology · doi:10.2217/fon-2019-0013 · Cited by 32 · see citing works
Equal Treatment and Outcomes for Everyone with Multiple Myeloma: Are We There Yet?
Ailawadhi, S., Bhatia, K., Aulakh, S., Meghji, Z., & Chanan-Khan, A. A. (2017) · Current Hematologic Malignancy Reports · doi:10.1007/s11899-017-0393-y · Cited by 30 · see citing works
Moore, K. L. F., Turesson, I., Genell, A., Klausen, T. W., Knut‐Bojanowska, D., Redder, L., Sverrisdottir, I. S., Thorsen, J., Vangsted, A. J., & Blimark, C. H. (2022) · Haematologica · doi:10.3324/haematol.2021.280424 · Cited by 28 · see citing works
A Qualitative Study of the Experiences of Living With Multiple Myeloma
LeBlanc, M. R., LeBlanc, T. W., Bryant, A. L., Pollak, K. I., Bailey, D. E., & Smith, S. K. (2021) · Oncology nursing forum · doi:10.1188/21.onf.151-160 · Cited by 26 · see citing works
Survival of ethnic and racial minority patients with multiple myeloma treated with newer medications
Pulte, D. D., Nie, L., Gormley, N. J., Goldberg, K. B., McKee, A., Farrell, A. T., & Pazdur, R. (2018) · Blood Advances · doi:10.1182/bloodadvances.2017010512 · Cited by 27 · see citing works
The real-world outcomes of multiple myeloma patients treated with daratumumab
Szabo, A. G., Klausen, T. W., Levring, M. B., Preiss, B., Helleberg, C., Breinholt, M. F., Hermansen, E., Gjerdrum, L. M. R., Bønløkke, S. T., Nielsen, K., et al. (2021) · PLoS ONE · doi:10.1371/journal.pone.0258487 · Cited by 26 · see citing works
Rosenberg, A. S., Brunson, A. M., Jonas, B. A., Keegan, T. H. M., & Wun, T. (2018) · JNCI Journal of the National Cancer Institute · doi:10.1093/jnci/djy073 · Cited by 25 · see citing works
Rosenberg, A. S., Brunson, A. M., Tuscano, J. M., Jonas, B. A., Hoeg, R. T., Wun, T., & Keegan, T. H. M. (2021) · Blood Cancer Journal · doi:10.1038/s41408-020-00400-4 · Cited by 24 · see citing works
Bergin, K., Wellard, C. J., Moore, E., McQuilten, Z., Blacklock, H. A., Harrison, S. J., Ho, P. J., King, T., Quach, H., Mollee, P. N., et al. (2021) · Clinical Lymphoma Myeloma & Leukemia · doi:10.1016/j.clml.2021.01.016 · Cited by 23 · see citing works
Hájek, R., Minařík, J., Štraub, J., Pour, L., Jungová, A., Berdeja, J. G., Boccadoro, M., Brožová, L., Spencer, A. G., van Rhee, F., et al. (2021) · Future Oncology · doi:10.2217/fon-2020-1225 · Cited by 21 · see citing works
Outcome data from >10 000 multiple myeloma patients in the Danish and Swedish national registries
Blimark, C. H., Vangsted, A. J., Klausen, T. W., Gregersen, H., Szabo, A. G., Hermansen, E., Wålinder, G., Knut‐Bojanowska, D., Zang, C., Turesson, I., et al. (2021) · European Journal Of Haematology · doi:10.1111/ejh.13707 · Cited by 19 · see citing works
Maignan, K., Fashoyin‐Aje, L. A., Torres, A. Z., Fernandes, L. L., Gwise, T. E., Baxi, S., Roose, J. P., Rivera, D. R. R., Shen, Y. L., Kluetz, P. G., et al. (2022) · Blood Cancer Journal · doi:10.1038/s41408-022-00665-x · Cited by 16 · see citing works
Characteristics of long‐term survivors with multiple myeloma: A National Cancer Data Base analysis
Hsieh, R. W., Go, R. S., Abeykoon, J. P., Kapoor, P., Kumar, S. K., Gertz, M. A., Buadi, F. K., Leung, N., Gonsalves, W. I., Kourelis, T., et al. (2019) · Cancer · doi:10.1002/cncr.32357 · Cited by 13 · see citing works
Self-citationMerz, M., Kellermann, L., Poenisch, W., Tischler, H., Kohnke, J., Knauf, W. U., & Goldschmidt, H. (2017) · Annals of Hematology · doi:10.1007/s00277-017-2991-0 · Cited by 12 · see citing works
Under-representation of ethnic minorities in early phase clinical trials for multiple myeloma
Asher, S., Kazantzi, A., Dekaj, F., Steventon, L., Khatun, A., Ainley, L., McMillan, A., Rabin, N. K., Wechalekar, A., Sive, J. I., et al. (2022) · Haematologica · doi:10.3324/haematol.2022.281322 · Cited by 11 · see citing works
Clark, C. A., Cornell, R. F., Scott, E. C., Chung, J., & Costa, L. J. (2016) · American Journal of Hematology · doi:10.1002/ajh.24478 · Cited by 10 · see citing works
Self-citationLeBlanc, M. R., Bryant, A. L., LeBlanc, T. W., Yang, Q., Sellars, E., Chase, C. C., & Smith, S. K. (2022) · Supportive Care in Cancer · doi:10.1007/s00520-022-06943-5 · Cited by 9 · see citing works
Minařík, J., Radocha, J., Jungová, A., Štraub, J., Jelı́nek, T., Pika, T., Pour, L., Pavlíček, P., Harvanová, Ľ., Pospíšilová, L., et al. (2022) · Cancers · doi:10.3390/cancers14205165 · Cited by 9 · see citing works
Steinmetz, T., Singh, M., Lebioda, A., Gonzalez‐McQuire, S., Rieth, A., Schoehl, M., & Poenisch, W. (2020) · Oncology Research and Treatment · doi:10.1159/000509018 · Cited by 8 · see citing works
Ibrahim, A. A., Hemida, M. F., Hussein, M., Saghir, M., Faisal, M. R., Kritika, F., Patel, K., Ali, A., Saghir, E., Tablawy, M., et al. (2025) · ASIDE Internal Medicine · doi:10.71079/aside.im.092725233 · Cited by 6 · see citing works
Aoki, N., Chen, P.-Y., Chen, W., Chng, W. J., Gan, G. G., Goh, Y. T., Hou, J., Huang, J., Kım, K., Lee, J. J., et al. (2024) · BMC Medical Research Methodology · doi:10.1186/s12874-024-02227-0 · Cited by 5 · see citing works
Mohyuddin, G. R., Koehn, K., Costa, L. J., Kumar, S. K., & McClune, B. L. (2020) · The Lancet Haematology · doi:10.1016/s2352-3026(20)30281-7 · Cited by 5 · see citing works
Self-citationWhite, P., Cooley, A., Bal, S., Godby, K. N., Ravi, G., Clark, D., Ubersax, C., Williams, G. R., Costa, L. J., & Giri, S. (2022) · Journal of Geriatric Oncology · doi:10.1016/j.jgo.2022.07.001 · Cited by 4 · see citing works
Self-citationReporting of race and ethnicity at an international haematology conference
Mehta, A. K., Fillmore, N. R., Dahiya, S., D’Souza, A., Sweetenham, J. W., & Kansagra, A. J. (2020) · British Journal of Haematology · doi:10.1111/bjh.17065 · Cited by 4 · see citing works
Park, S., Goo, S.-Y., Jeon, Y., Yahng, S., Shin, S., & Min, C. (2023) · Journal of Cancer Research and Clinical Oncology · doi:10.1007/s00432-023-05385-8 · Cited by 3 · see citing works
Racial/ethnic disparities: need more work!
Landgren, O. (2017) · Blood · doi:10.1182/blood-2017-08-798546 · Cited by 2 · see citing works
Radocha, J., Hájek, R., Brožová, L., Pour, L., Špıčka, I., Minařík, J., Gregora, E., Jungová, A., Jelı́nek, T., Heindorfer, A., et al. (2018) · Annals of Hematology · doi:10.1007/s00277-018-3568-2 · Cited by 2 · see citing works
Højholt, K. L., Gregersen, H., Szabo, A. G., Klausen, T. W., Levring, M. B., Preiss, B., Helleberg, C., Breinholt, M. F., Hermansen, E., Gjerdrum, L. M. R., et al. (2021) · Hematological Oncology · doi:10.1002/hon.2906 · Cited by 2 · see citing works
Steinmetz, T., Ernst, A., Hellmich, M., Heinz, M., & Totzke, U. (2021) · Oncology Research and Treatment · doi:10.1159/000519419 · Cited by 2 · see citing works
Time to first treatment is an independent prognostic factor for Multiple Myeloma (MM)
Hatic, H., Inselman, S. A., Inselman, J., Kommalapati, A., Tella, S. H., Paludo, J., Durani, U., Go, R. S., & Goyal, G. (2022) · Leukemia Research · doi:10.1016/j.leukres.2022.106966 · Cited by 1 · see citing works
Jensen, C. E., Kuo, T., LeBlanc, M. R., Baggett, C. D., Duchesneau, E. D., Zhou, X., Reeder-Hayes, K. E., & Lund, J. L. (2024) · JCO Clinical Cancer Informatics · doi:10.1200/cci.23.00214 · Cited by 1 · see citing works
Second Line Therapy in Multiple Myeloma: A SEER Medicare Analysis
LeBlanc, M. R., Zhou, X., Baggett, C. D., Tuchman, S. A., Jensen, C. E., Lichtman, E. I., & Rubinstein, S. M. (2024) · Clinical Lymphoma Myeloma & Leukemia · doi:10.1016/j.clml.2024.04.005 · Cited by 1 · see citing works
Buck, C., Castillo, F. B., Bettio, E., Land, J., McCourt, O., Poole, H. M., Tarling, R., Yong, K., Popat, R., Lee, L. S. H., et al. (2024) · Supportive Care in Cancer · doi:10.1007/s00520-024-08663-4 · Cited by 1 · see citing works
Mair, M. J., Straka, C., Buratti, T., Tauber, M., Mitterer, M., & Fong, D. (2020) · Annals of Hematology · doi:10.1007/s00277-020-03969-9 · Cited by 1 · see citing works
Michiels, S., Tricas‐Sauras, S., Dauvrin, M., Bron, D., & Kirakoya‐Samadoulougou, F. (2021) · PLoS ONE · doi:10.1371/journal.pone.0253526 · Cited by 2 · see citing works
Treatment of Patients with Refractory/Recurrent Multiple Myeloma in Real Clinical Practice
Iskrov, I., Кошкевич, В. В., Lendina, I., Uss, E., Суворов, Д. И., & Uss, A. (2021) · Гематология Трансфузиология Восточная Европа · doi:10.34883/pi.2021.7.2.012 · Cited by 1 · see citing works
Study design for vulnerable older adults with multiple myeloma.
Nathwani, N., & Wildes, T. (2017) · Journal of Geriatric Oncology · doi:10.1016/j.jgo.2017.02.007
数田, 稔. (1966) · Institutional Repositories DataBase (IRDB)
Treatment burden in multiple myeloma according to comorbidity in real life
Persona, E. P., Ormategui, I. O., Palomares, L. C., López, A. S., de Castro, D. R., Sánchez, C. D. M., Jalón, M. G., Herrero, C. P., Cilaurren, A. U., de Viñaspre, A. V. G., et al. (2021) · Annals of Hematology · doi:10.1007/s00277-021-04462-7
Persona, E. P., Ormategui, I. O., Herraez, S., Menchaca, C., Palomares, L. C., Santamaría‐López, A., Díez‐Angulo, R., de Castro, D. R., de Miguel-Sánchez, C., Jalón, M. G., et al. (2022) · European Journal Of Haematology · doi:10.1111/ejh.13760
Witham, M. D., Anderson, E. M., Carroll, C., Dark, P. M., Down, K., Hall, A. S., Knee, J., Maier, R. H., Mountain, G. A., Nestor, G., et al. (2020) · Figshare · doi:10.6084/m9.figshare.12751245
Witham, M. D., Anderson, E. M., Carroll, C., Dark, P. M., Down, K., Hall, A. S., Knee, J., Maier, R. H., Mountain, G. A., Nestor, G., et al. (2020) · Figshare · doi:10.6084/m9.figshare.12751242
Witham, M. D., Anderson, E. M., Carroll, C., Dark, P. M., Down, K., Hall, A. S., Knee, J., Maier, R. H., Mountain, G. A., Nestor, G., et al. (2020) · Figshare · doi:10.6084/m9.figshare.12751248
- Authors
- Costa, L. J., Hari, P. N., & Kumar, S. K.
- Affiliations
- University of Alabama at Birmingham (US)
- Medical College of Wisconsin (US)
- Mayo Clinic (US)
- Corresponding author
- Costa, Luciano J.
- Venue
- Leukemia & Lymphoma
- Publisher
- Informa UK Limited
- Published
- 2016-04-22
- Volume
- 57
- Issue
- 12
- Pages
- 2827-2832
- ISSN
- 1026-8022 (ISSN-L)
- 1042-8194
- 1029-2403
- OpenAlex
- W2341043824
- Cited by
- 57
- References
- 17
- Citations by year
- 2025: 2 · 2024: 4 · 2023: 1 · 2022: 8 · 2021: 12 · 2020: 11 · 2019: 4 · 2018: 5 · 2017: 7 · 2016: 2
- FWCI
- 5.70
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Leukemia & lymphoma/Leukemia and lymphoma (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Heart, Lung, and Blood Institute (UG1HL138641)
- Topics
- Health Sciences › Medicine › Hematology › Multiple Myeloma Research and Treatments
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Ethics in Clinical Research
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Clinical Trials
- Keywords
- multiple myeloma, underrepresentation of minorities, elderly patients, disease stage, industry-sponsored trials, SEER, patient accrual
- MeSH terms
- Adult, Age Factors, Aged, Aged, 80 and over, Clinical Trials as Topic, Ethnicity, Female, Humans, Male, Middle Aged, Multiple Myeloma, Sex Factors, United States, Reproducibility of Results, SEER Program, Patient Selection
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