Association of Racial/Ethnic and Gender Concordance Between Patients and Physicians With Patient Experience Ratings
Open accessAbstract
Importance: The Press Ganey Outpatient Medical Practice Survey is used to measure the patient experience. An understanding of the patient- and physician-related determinants of the patient experience may help identify opportunities to improve health care delivery and physician ratings. Objective: To evaluate the associations between the patient experience as measured by scores on the Press Ganey survey and patient-physician racial/ethnic and gender concordance. Design, Setting, and Participants: A cross-sectional analysis of Press Ganey surveys returned for outpatient visits within the University of Pennsylvania Health System between 2014 and 2017 was performed. Participants included adult patient and physician dyads for whom surveys were returned. Data analysis was performed from January to June 2019. Exposures: Patient-physician racial/ethnic and gender concordance. Main Outcomes and Measures: The primary outcome was receipt of the maximum score for the "likelihood of your recommending this care provider to others" question in the Care Provider domain of the Press Ganey survey. Secondary outcomes included each of the remaining 9 questions in the Care Provider domain. Generalized estimating equations clustering on physicians with exchangeable intracluster correlations and cluster-robust standard errors were used to investigate associations between the outcomes and patient-physician racial/ethnic and gender concordance. Results: In total, 117 589 surveys were evaluated, corresponding to 92 238 unique patients (mean [SD] age, 57.7 [15.6] years; 37 002 men [40.1%]; 75 307 White patients [81.6%]) and 747 unique physicians (mean [SD] age 45.5 [10.6] years; 472 men [63.2%]; 533 White physicians [71.4%]). Compared with racially/ethnically concordant patient-physician dyads, discordance was associated with a lower likelihood of physicians receiving the maximum score (adjusted odds ratio [OR], 0.88; 95% CI, 0.82-0.94; P < .001). Black (adjusted OR, 0.73; 95% CI, 0.68-0.78; P < .001) and Asian (adjusted OR, 0.55; 95% CI, 0.50-0.60; P < .001) patient race were both associated with lower patient experience ratings. Patient-physician gender concordance was not associated with Press Ganey scores (adjusted OR, 1.00; 95% CI, 0.96-1.04; P = .90). Conclusions and Relevance: In this study, higher Press Ganey survey scores were associated with racial/ethnic concordance between patients and their physicians. Efforts to improve physician workforce diversity are imperative. Delivery of health care in a culturally mindful manner between racially/ethnically discordant patient-physician dyads is also essential. Furthermore, Press Ganey scores may differ by a physician's patient demographic mix; thus, care must be taken when publicly reporting or using Press Ganey scores to evaluate physicians on an individual level.
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?
Previous studies on patient-clinician racial/ethnic or gender concordance have shown mixed or inconclusive results.
“Findings from these studies are varied: some suggest that patient-clinician racial/ethnic or gender concordance offers benefits [7-11], while others do not [12-14]. Moreover, a recent systematic review studying the association between racial, gender, and multifactorial concordance reported inconclusive results on patient outcomes, advocating for further research [15].”
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
(1990) · Choice Reviews Online · doi:10.5860/choice.27-3338 · Cited by 35,305 · see citing works
von Elm, E., Altman, D. G., Egger, M., Pocock, S. J., Gøtzsche, P. C., Vandenbroucke, J. P., & Initiative, F. T. S. (2007) · PLoS Medicine · doi:10.1371/journal.pmed.0040296 · Cited by 23,020 · see citing works
von Elm, E., Altman, D. G., Egger, M., Pocock, S. J., Gøtzsche, P. C., & Vandenbroucke, J. P. (2007) · The Lancet · doi:10.1016/s0140-6736(07)61602-x · Cited by 21,320 · see citing works
Hosmer, D. W., & Lemeshow, S. (2000) · doi:10.1002/0471722146 · Cited by 20,302 · see citing works
Race, gender, and partnership in the patient-physician relationship.
Cooper-Patrick, L., Gallo, J. J., Gonzales, J., Vu, H. T., Powe, N., Nelson, C., & Ford, D. (1999) · Journal of the American Medical Association (JAMA) · doi:10.1001/jama.282.6.583 · Cited by 2,130 · see citing works
Physician Gender Effects in Medical Communication
ROTER, D. L., Hall, J. A., & Aoki, Y. (2002) · JAMA · doi:10.1001/jama.288.6.756 · Cited by 1,434 · see citing works
Patient-Centered Communication, Ratings of Care, and Concordance of Patient and Physician Race
Cooper, L. A., Roter, D. L., Johnson, R. L., Ford, D. E., Steinwachs, D. M., & Powe, N. R. (2003) · Annals of Internal Medicine · doi:10.7326/0003-4819-139-11-200312020-00009 · Cited by 1,371 · see citing works
Patient-Physician Racial Concordance and the Perceived Quality and Use of Health Care
Saha, S., Komaromy, M., Koepsell, T. D., & Bindman, A. B. (1999) · Archives of Internal Medicine · doi:10.1001/archinte.159.9.997 · Cited by 1,125 · see citing works
Shen, M. J., Peterson, E. B., Costas-Muñíz, R., Hunter-Hernández, M., Jewell, S., Matsoukas, K., & Bylund, C. L. (2017) · Journal of Racial and Ethnic Health Disparities · doi:10.1007/s40615-017-0350-4 · Cited by 1,052 · see citing works
Cooper, L. A., Roter, D. L., Carson, K. A., Beach, M. C., Sabin, J. A., Greenwald, A. G., & Inui, T. S. (2012) · American Journal of Public Health · doi:10.2105/ajph.2011.300558 · Cited by 815 · see citing works
Is Doctor-Patient Race Concordance Associated with Greater Satisfaction with Care?
LaVeist, T. A., & Nuru‐Jeter, A. (2002) · Journal of Health and Social Behavior · doi:10.2307/3090205 · Cited by 800 · see citing works
Patient Preference and Adherence
(2020) · doi:10.2147/ppa · Cited by 731 · see citing works
Patient–physician gender concordance and increased mortality among female heart attack patients
Greenwood, B. N., Carnahan, S., & Huang, L. (2018) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1800097115 · Cited by 631 · see citing works
Development, Implementation, and Public Reporting of the HCAHPS Survey
Giordano, L. A., Elliott, M. N., Goldstein, E. H., Lehrman, W. G., & Spencer, P. A. (2009) · Medical Care Research and Review · doi:10.1177/1077558709341065 · Cited by 484 · see citing works
Patient–provider race-concordance: does it matter in improving minority patients’ health outcomes?
Meghani, S. H., Brooks, J. M., Gipson-Jones, T. L., Waite, R. L., Whitfield-Harris, L., & Deatrick, J. A. (2008) · Ethnicity and Health · doi:10.1080/13557850802227031 · Cited by 261 · see citing works
Murray-García, J., Selby, J., Schmittdiel, J., Grumbach, K., & Quesenberry, C. P. (2000) · Medical Care · doi:10.1097/00005650-200003000-00007 · Cited by 258 · see citing works
Dyer, N., Sorra, J., Smith, S. A., Cleary, P. D., & Hays, R. D. (2012) · Medical Care · doi:10.1097/mlr.0b013e31826cbc0d · Cited by 206 · see citing works
Schmittdiel, J., Grumbach, K., Selby, J., & Quesenberry, C. (2000) · Journal of general internal medicine · doi:10.1046/j.1525-1497.2000.91156.x · Cited by 203 · see citing works
Impact of patient satisfaction ratings on physicians and clinical care
Zgierska, A. E., Rabago, D., & Miller, M. J. (2014) · Patient Preference and Adherence · doi:10.2147/ppa.s59077 · Cited by 198 · see citing works
The impact of gender dyads on doctor–patient communication: A systematic review
Sandhu, H. K., Adams, A., Singleton, L., Clark-Carter, D. D., & Kidd, J. M. (2009) · Patient Education and Counseling · doi:10.1016/j.pec.2009.07.010 · Cited by 192 · see citing works
Evidence of non-response bias in the Press-Ganey patient satisfaction survey
Tyser, A. R., Abtahi, A. M., McFadden, M., & Presson, A. P. (2016) · BMC Health Services Research · doi:10.1186/s12913-016-1595-z · Cited by 160 · see citing works
Effects of physician gender on patient satisfaction.
Bertakis, K. D., Franks, P. J., & Azari, R. S. (2003) · PubMed · Cited by 147 · see citing works
THE ECONOMIC BURDEN OF HEALTH INEQUALITIES IN THE UNITED STATES
LaVeist, T. A., Gaskin, D. J., & Richard, P. (2009) · University Libraries (University of Maryland) · doi:10.13016/fbu1-orvk · Cited by 146 · see citing works
Blanchard, J., Nayar, S., & Lurie, N. (2007) · Journal of General Internal Medicine · doi:10.1007/s11606-007-0210-8 · Cited by 133 · see citing works
Psychometric properties of the Press Ganey® Outpatient Medical Practice Survey
Presson, A. P., Zhang, C., Abtahi, A. M., Kean, J. T., Hung, M., & Tyser, A. R. (2017) · Health and Quality of Life Outcomes · doi:10.1186/s12955-017-0610-3 · Cited by 116 · see citing works
Malhotra, J. D., Rotter, D., Tsui, J., Llanos, A. A. M., Balasubramanian, B. A., & Demissie, K. (2017) · Cancer Epidemiology Biomarkers & Prevention · doi:10.1158/1055-9965.epi-17-0660 · Cited by 114 · see citing works
Flocke, S. A., & Gilchrist, V. J. (2005) · Medical Care · doi:10.1097/01.mlr.0000160418.72625.1c · Cited by 93 · see citing works
Patient-provider Sex and Race/Ethnicity Concordance: A National Study of Healthcare and Outcomes
Jerant, A., Bertakis, K. D., Fenton, J. J., Tancredi, D. J., & Franks, P. (2011) · Medical Care · doi:10.1097/mlr.0b013e31823688ee · Cited by 93 · see citing works
Physician Gender Is Associated with Press Ganey Patient Satisfaction Scores in Outpatient Gynecology
Rogo-Gupta, L. J., Haunschild, C., Altamirano, J., Maldonado, Y. A., & Fassiotto, M. (2018) · Women's Health Issues · doi:10.1016/j.whi.2018.01.001 · Cited by 85 · see citing works
Siddiqui, Z. K., Zuccarelli, R., Durkin, N., Wu, A. W., & Brotman, D. J. (2015) · Journal of Hospital Medicine · doi:10.1002/jhm.2297 · Cited by 83 · see citing works
Relationship Between Patient Satisfaction And Physician Characteristics
Chen, J. G., Zou, B., & Shuster, J. J. (2017) · Journal of Patient Experience · doi:10.1177/2374373517714453 · Cited by 73 · see citing works
Do Health Care Ratings Differ by Race or Ethnicity?
Haviland, M. G., Morales, L. S., Reise, S. P., & Hays, R. D. (2003) · The Joint Commission Journal on Quality and Safety · doi:10.1016/s1549-3741(03)29016-x · Cited by 66 · see citing works
Traylor, A. H., Subramanian, U., Uratsu, C. S., Mangione, C. M., Selby, J. V., & Schmittdiel, J. A. (2009) · Diabetes Care · doi:10.2337/dc09-0760 · Cited by 56 · see citing works
Garcia, L. C., Chung, S., Liao, L., Altamirano, J., Fassiotto, M. A., Maldonado, B., Heidenreich, P. A., & Palaniappan, L. P. (2019) · JAMA Network Open · doi:10.1001/jamanetworkopen.2019.0027 · Cited by 48 · see citing works
Patient-physician race concordance and its relationship to perceived health outcomes.
Kumar, D., Schlundt, D. G., & Wallston, K. A. (2009) · PubMed · Cited by 39 · see citing works
Mayer, L. A., Elliott, M. N., Haas, A. C., Hays, R. D., & Weinick, R. M. (2015) · Medical Care · doi:10.1097/mlr.0000000000000453 · Cited by 35 · see citing works
Patient-Experience Data and Bias — What Ratings Don’t Tell Us
Poole, K. G. (2019) · New England Journal of Medicine · doi:10.1056/nejmp1813418 · Cited by 34 · see citing works
Implicit Bias in Academic Medicine
Cooke, M. (2017) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2016.9643 · Cited by 22 · see citing works
Milano, A., Dalawari, P., McGregor, A. J., Meloy, P. G., Kalantari, A., Kirby, S. E., Stoltfus, J., & Stankewicz, H. (2018) · The American Journal of Emergency Medicine · doi:10.1016/j.ajem.2018.01.067 · Cited by 19 · see citing works
Malhotra, J. D., Rotter, D., Tsui, J., Llanos, A. A. M., Balasubramanian, B. A., & Demissie, K. (2017) · Journal of Clinical Oncology · doi:10.1200/jco.2017.35.15_suppl.1547 · Cited by 10 · see citing works
Flagged first, then by citations
1 of the 41 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- [29]Press Ganey Guide to interpreting: part 2—statistics. Published 2014 Accessed August 10, 2020. https://helpandtraining.pressganey.com/lib-docs/default-source/ip-training-resources/guide-to-interpreting---part-2.pdf?sfvrsn=2
Cited by
Sorted by citations
Javed, Z., Maqsood, M. H., Yahya, T., Amin, Z., Acquah, I., Valero-Elizondo, J., Andrieni, J. D., Dubey, P., Jackson, R., Daffin, M. A., et al. (2022) · Circulation. Cardiovascular Quality and Outcomes · doi:10.1161/circoutcomes.121.007917 · Cited by 460 · see citing works
Association of Surgeon-Patient Sex Concordance With Postoperative Outcomes
Wallis, C. J. D., Jerath, A., Coburn, N. G., Klaassen, Z. W. A., Luckenbaugh, A. N., Magee, D., Hird, A. E., Armstrong, K., Ravi, B., Esnaola, N. F., et al. (2021) · JAMA Surgery · doi:10.1001/jamasurg.2021.6339 · Cited by 385 · see citing works
American Cancer Society's report on the status of cancer disparities in the United States, 2021
Islami, F., Guerra, C. E., Minihan, A. K., Yabroff, K. R., Fedewa, S., Sloan, K., Wiedt, T. L., Thomson, B., Siegel, R., Nargis, N., et al. (2021) · Ca · doi:10.3322/caac.21703 · Cited by 247 · see citing works
Disparities in Vision Health and Eye Care
Elam, A. R., Tseng, V. L., Rodriguez, T. M., Mike, E. V., Warren, A., Coleman, A. L., Aguwa, U. T., Alabiad, C. R., Briceño, C. A., Capó, H., et al. (2022) · Ophthalmology · doi:10.1016/j.ophtha.2022.07.010 · Cited by 226 · see citing works
Lin, C., Mullen, J., Smith, D. A., Kotarba, M., Kaplan, S. J., & Tu, P. (2021) · Vaccines · doi:10.3390/vaccines9070713 · Cited by 213 · see citing works
Allison, M., Armstrong, D. G., Goodney, P. P., Hamburg, N. M., Kirksey, L., Lancaster, K. J., Mena‐Hurtado, C., Misra, S., Treat‐Jacobson, D., & Solaru, K. W. (2023) · Circulation · doi:10.1161/cir.0000000000001153 · Cited by 187 · see citing works
Increasing Participation of Women in Cardiovascular Trials
Cho, L., Vest, A. R., O’Donoghue, M. L., Ogunniyi, M. O., Sarma, A. A., Denby, K. J., Lau, E. S., Poole, J. E., Lindley, K. J., & Mehran, R. (2021) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2021.06.022 · Cited by 146 · see citing works
Zahnd, W. E., Murphy, C., Knoll, M., Benavidez, G. A., Day, K. R., Ranganathan, R., Luke, P., Zgodic, A., Shi, K. S., Merrell, M. A., et al. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18041384 · Cited by 127 · see citing works
“Acceptability may be facilitated by racial–ethnic concordance between patients and providers [67].”
BackgroundA Review of Disparities in Cardiac Rehabilitation
Mathews, L. M., & Brewer, L. C. (2021) · Journal of Cardiopulmonary Rehabilitation and Prevention · doi:10.1097/hcr.0000000000000659 · Cited by 121 · see citing works
Blease, C., Worthen, A., & Torous, J. (2024) · Psychiatry Research · doi:10.1016/j.psychres.2024.115724 · Cited by 113 · see citing works
“It is worth emphasizing that physicians also exhibit unwanted prejudicial biases in clinical practice, and whether algorithmic biases are worse than what already exists in human mediated care is unknown (FitzGerald and Hurst, 2017; Takeshita et al., 2020).”
Haffner, M. R., Van, B. W., Wick, J. B., & Le, H. V. (2021) · Clinical Orthopaedics and Related Research · doi:10.1097/corr.0000000000001881 · Cited by 85 · see citing works
“Having a diverse and balanced workforce in which populations of physicians generally represent the patients whom they serve in terms of gender, race, and ethnicity has been associated with improved clinical care and patient satisfaction [9, 27, 30].”
BackgroundGaudino, M. F. L., Franco, A. D., Cao, D., Giustino, G., Merz, C. N. B., Fremes, S. E., Kirtane, A. J., Kunadian, V., Lawton, J. S., Creber, R. M., et al. (2022) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2021.07.066 · Cited by 86 · see citing works
Kanbour, S., Jones, M., Abusamaan, M. S., NASS, C. M., Everett, E. M., Wolf, R. M., Sidhaye, A. R., & Mathioudakis, N. N. (2022) · Diabetes Care · doi:10.2337/dc22-1055 · Cited by 84 · see citing works
Improved Patient Experience and Outcomes: Is Patient–Provider Concordance the Key?
Otte, S. V. (2022) · Journal of Patient Experience · doi:10.1177/23743735221103033 · Cited by 80 · see citing works
“Studies featuring surveys also noted the positive effects of racial concordance through higher patient experience scores (9) (via the 117 589 Press Ganey Outpatient Medical Practice Surveys evaluated) and satisfaction (10).”
BackgroundMoreno, R., Buckelew, S. M., Accurso, E. C., & Raymond‐Flesch, M. (2023) · Journal of Eating Disorders · doi:10.1186/s40337-022-00730-7 · Cited by 77 · see citing works
Reframing Our Health Care System for Patients With Hearing Loss
McKee, M. M., James, T. G., Helm, K. V. T., Marzolf, B. A., Chung, D. H., Williams, J. F., & Zazove, P. (2022) · Journal of Speech Language and Hearing Research · doi:10.1044/2022_jslhr-22-00052 · Cited by 74 · see citing works
“When the health care workforce mirrors the background of patients, it leads to positive effects on patient care and access for marginalized groups (Cooper-Patrick et al., 1999; McKee et al., 2013; Moreland et al., 2013; Takeshita et al., 2020).”
BackgroundDiversity Is Not Enough: Advancing a Framework for Antiracism in Medical Education
Solomon, S. R., Atalay, A. J., & Osman, N. Y. (2021) · Academic Medicine · doi:10.1097/acm.0000000000004251 · Cited by 69 · see citing works
Patients, Families, and Communities COVID-19 Impact Assessment: Lessons Learned and Compelling Needs
Families, U. S. A., Isasi, F., Naylor, M. D., Skorton, D. J., Grabowski, D. C., Hernandez, S., & Rice, V. M. (2021) · NAM Perspectives · doi:10.31478/202111c · Cited by 75 · see citing works
“Relatedly, there often are not enough providers from diverse backgrounds [245].”
BackgroundEnhancing Diversity in the Ophthalmology Workforce
Woreta, F. A., Gordon, L. K., Knight, O. J., Randolph, J. D., Zebardast, N., & Pérez-González, C. E. (2022) · Ophthalmology · doi:10.1016/j.ophtha.2022.06.033 · Cited by 56 · see citing works
Social Determinants of Health and Perceived Barriers to Care in Diabetic Retinopathy Screening
Ravindranath, R., Bernstein, I. A., Fernandez, K. S., Ludwig, C. A., & Wang, S. Y. (2023) · JAMA Ophthalmology · doi:10.1001/jamaophthalmol.2023.5287 · Cited by 53 · see citing works
Self-citationYetman, H. E., Cox, N., Adler, S. R., Hall, K. T., & Stone, V. E. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.788230 · Cited by 50 · see citing works
Shao, K., & Feng, H. (2022) · PubMed Central · Cited by 48 · see citing works
Racial and Ethnic Disparities in Adult Vaccination: A Review of the State of Evidence
Granade, C. J., Lindley, M. C., Jatlaoui, T. C., Asif, A. F., & Jones-Jack, N. (2022) · Health Equity · doi:10.1089/heq.2021.0177 · Cited by 45 · see citing works
Mason, H. R. C., Ata, A., Nguyen, M. T., Nakae, S., Chakraverty, D., Eggan, B. L., Martinez, S., & Jeffe, D. B. (2021) · Medical Education Online · doi:10.1080/10872981.2021.2010291 · Cited by 44 · see citing works
Ryus, C. R., Samuels, E. A., Wong, A. H.-W., Hill, K. A., Huot, S. J., & Boatright, D. B. (2022) · JAMA Network Open · doi:10.1001/jamanetworkopen.2022.9596 · Cited by 42 · see citing works
The Minnesota Conference proposed guidelines for education and training in clinical neuropsychology
Stringer, A. Y., Fuchs, K., Bordes Edgar, V., Bristow, T., Correia, S., Penna, S., Reyes, A., Whiteside, D. M., Block, C., Bodin, D., et al. (2026) · The Clinical Neuropsychologist · doi:10.1080/13854046.2025.2520957 · Cited by 41 · see citing works
“…improves patient satisfaction with services (Alsan et al., 2019; Cooper-Patrick et al., 1999; Rogo-Gupta et al., 2018; Saha et al., 1999; Takeshita et al., 2020) such that the American Medical Association, the Association of American Medical Colleges, the Institute of Medicine (IoM),…”
Hooper, J., Shao, K., & Feng, H. (2022) · Journal of the American Academy of Dermatology · doi:10.1016/j.jaad.2021.12.061 · Cited by 39 · see citing works
Nurse workforce diversity and reduced risk of severe adverse maternal outcomes
Guglielminotti, J. R., Samari, G., Friedman, A. M., Lee, A., Landau, R., & Li, G. (2022) · American Journal of Obstetrics & Gynecology MFM · doi:10.1016/j.ajogmf.2022.100689 · Cited by 38 · see citing works
Wendt, F. R., Pathak, G. A., Deak, J. D., Angelis, F. D., Koller, D., Cabrera‐Mendoza, B., Lebovitch, D. S., Levey, D. F., Stein, M. B., Kranzler, H. R., et al. (2022) · Molecular Psychiatry · doi:10.1038/s41380-022-01469-y · Cited by 35 · see citing works
Medical Mistrust in Perinatal Mental Health
Conteh, N., Gagliardi, J. P., McGahee, S. M., Molina, R. L., Clark, C. T., & Clare, C. A. (2022) · Harvard Review of Psychiatry · doi:10.1097/hrp.0000000000000345 · Cited by 37 · see citing works
“Numerous studies report the benefits of patient-provider concordance in ameliorating medical mistrust and improving patient engagement.(72,73)”
BackgroundEradicating Racism: An Endocrine Society Policy Perspective
Dhaliwal, R., Pereira, R. I., Diaz-Thomas, A., Powe, C. E., Cardozo, L. L. Y., & Joseph, J. J. (2022) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/clinem/dgab896 · Cited by 36 · see citing works
“For example, the widely used Press Ganey survey has come under scrutiny because non-White physicians score lower, on average, than their White counterparts (90, 91).”
BackgroundMethodSchoenthaler, A., & Ravenell, J. E. (2020) · JAMA Network Open · doi:10.1001/jamanetworkopen.2020.25349 · Cited by 34 · see citing works
Nock, M. R., Barbieri, J. S., Krueger, L. D., & Cohen, J. M. (2022) · Journal of the American Academy of Dermatology · doi:10.1016/j.jaad.2022.09.054 · Cited by 33 · see citing works
López, C. L., Wilson, M., Hou, M. Y., & Chen, M. J. (2021) · JAMA Network Open · doi:10.1001/jamanetworkopen.2021.9219 · Cited by 32 · see citing works
Bogdan‐Lovis, E., Zhuang, J., Goldbort, J. G., Shareef, S., Bresnahan, M., Kelly‐Blake, K., & Elam, K. (2022) · Birth · doi:10.1111/birt.12657 · Cited by 32 · see citing works
Welti, K., Manlove, J. S., Finocharo, J., Faccio, B., & Kim, L. (2022) · Contraception X · doi:10.1016/j.conx.2022.100081 · Cited by 32 · see citing works
Cardiovascular Impact of Race and Ethnicity in Patients With Diabetes and Obesity
Joseph, J. J., Ortiz, R., Acharya, T., Golden, S. H., López, L., & DEEDWANIA, P. C. (2021) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2021.06.020 · Cited by 34 · see citing works
Coisy, F., Olivier, G., Ageron, F., Guillermou, H., Roussel, M., Balen, F., Grau‐Mercier, L., & Bobbia, X. (2023) · European Journal of Emergency Medicine · doi:10.1097/mej.0000000000001113 · Cited by 31 · see citing works
“This must change, and more ethnic minority practitioners should be recruited in the ED [20].”
BackgroundAcademic Physician and Trainee Occupational Well-Being by Sexual and Gender Minority Status
Streed, C. G., Navarra, M., Halem, J., Stewart, M. T., & Rowe, S. G. (2024) · JAMA Network Open · doi:10.1001/jamanetworkopen.2024.43937 · Cited by 31 · see citing works
Sedaño, R., Hogan, M., McDonald, C. L., Aswani-Omprakash, T., Ma, C., & Jairath, V. (2021) · Gastroenterology · doi:10.1053/j.gastro.2021.09.054 · Cited by 31 · see citing works
Influence of faculty diversity on resident diversity across surgical subspecialties
Santosa, K. B., Priest, C. R., Oliver, J. D., Bellomo, T. R., Bonner, S. N., Matusko, N., Sandhu, G., & Waljee, J. F. (2022) · The American Journal of Surgery · doi:10.1016/j.amjsurg.2022.02.009 · Cited by 31 · see citing works
Race and Ethnicity, Gender, and Promotion of Physicians in Academic Medicine
Clark, L. A., Shergina, E., Machado, N. M., Scheuermann, T. S., Sultana, N., Polineni, D., Shih, G. H., Simari, R. D., Wick, J., & Richter, K. P. (2024) · JAMA Network Open · doi:10.1001/jamanetworkopen.2024.46018 · Cited by 30 · see citing works
Superhuman, but never enough: Black women in medicine
Bajaj, S. S., Tu, L., & Stanford, F. C. (2021) · The Lancet · doi:10.1016/s0140-6736(21)02217-0 · Cited by 30 · see citing works
Racial and Ethnic Bias in Medical School Clinical Grading: A Review
O’Sullivan, L. R., Kagabo, W., Prasad, N., LaPorte, D. M., & Aiyer, A. A. (2023) · Journal of surgical education · doi:10.1016/j.jsurg.2023.03.004 · Cited by 30 · see citing works
Racial Disparities in Barriers to Care for Patients With Diabetic Retinopathy in a Nationwide Cohort
Huang, B. B., Radha Saseendrakumar, B., Delavar, A., & Baxter, S. L. (2023) · Translational Vision Science & Technology · doi:10.1167/tvst.12.3.14 · Cited by 29 · see citing works
Warren, C. M., Brown, E., Wang, J., & Matsui, E. C. (2022) · The Journal of Allergy and Clinical Immunology In Practice · doi:10.1016/j.jaip.2022.01.014 · Cited by 29 · see citing works
Sharing online clinical notes with patients: implications for nocebo effects and health equity
Blease, C. R. (2022) · Journal of Medical Ethics · doi:10.1136/jme-2022-108413 · Cited by 29 · see citing works
Factors and barriers that influence the matriculation of underrepresented students in medicine
Tello, C., & Goode, C. A. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1141045 · Cited by 31 · see citing works
Paving the Way for Health Equity in Cardiology
Itchhaporia, D. (2021) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2021.04.025 · Cited by 29 · see citing works
“Researchers found that delivery of health care between racially/ethnically concordant patientphysician dyads was associated with greater patient satisfaction (11).”
BackgroundTorres Acosta, M. A., Chandra, S., Li, S., Yoon, E., Selgrade, D., Quinn, J., & Ardehali, H. (2023) · BMC Medical Education · doi:10.1186/s12909-023-04399-7 · Cited by 28 · see citing works
D’Amico, R. S., Immidisetti, A. V., Katz, J., White, T., Bedi, A. D., Baum, G. R., Ellis, J. A., Levine, M., Ortiz, R., Boockvar, J. A., et al. (2021) · World Neurosurgery · doi:10.1016/j.wneu.2021.03.034 · Cited by 28 · see citing works
Associations of Race, Ethnicity, and Social Determinants of Health With Colorectal Cancer Screening
Kane, W. J., Fleming, M. A., Lynch, K., Friel, C. M., Williams, M. D., Hedrick, T. L., Yan, G., & Hoang, S. C. (2022) · Diseases of the Colon & Rectum · doi:10.1097/dcr.0000000000002371 · Cited by 28 · see citing works
Raso, J., Kamalapathy, P. N., Sumpter, A. E., Ramamurti, P., & Werner, B. C. (2022) · Journal of Shoulder and Elbow Surgery · doi:10.1016/j.jse.2022.08.008 · Cited by 28 · see citing works
Surgical Care for Racial and Ethnic Minorities and Interventions to Address Inequities
Bonner, S. N., Powell, C. A., Stewart, J. W., & Dossett, L. A. (2023) · Annals of Surgery · doi:10.1097/sla.0000000000005858 · Cited by 28 · see citing works
Inequities in Therapy for Infantile Spasms: A Call to Action
Baumer, F. M., Mytinger, J. R., Neville, K. L., Abath, C. B., Gutierrez, C., Numis, A. L., Harini, C., He, Z., Hussain, S. A., Berg, A. T., et al. (2022) · Annals of Neurology · doi:10.1002/ana.26363 · Cited by 27 · see citing works
Liu, M., Patel, V. R., Sandhu, S., Reisner, S. L., & Keuroghlian, A. S. (2024) · The Annals of Family Medicine · doi:10.1370/afm.3130 · Cited by 27 · see citing works
“4,5 6-8 Some evidence also suggests that perceptions of discrimination compel racially minoritized patients to seek care from clinicians with concordant racial identities.”
Is patients' trust in clinicians related to patient-clinician racial/ethnic or gender concordance?
Greene, J., Silver, D., Verrier, E., & Long, S. K. (2023) · Patient Education and Counseling · doi:10.1016/j.pec.2023.107750 · Cited by 26 · see citing works
Racial disparities in opioid administration and prescribing in the emergency department for pain
Kang, H., Zhang, P., Lee, S., Shen, S., & Dunham, E. (2022) · The American Journal of Emergency Medicine · doi:10.1016/j.ajem.2022.02.043 · Cited by 26 · see citing works
Addressing Equity, Diversity, and Inclusion of Black Physicians in the Oncology Workforce
Winkfield, K. M., Levit, L. A., Tibbits, M., Melnick, E., Schenkel, C., Kirkwood, M. K., Green, S., & Pierce, L. J. (2021) · JCO Oncology Practice · doi:10.1200/op.21.00079 · Cited by 26 · see citing works
Glover, A., Holman, C., & Boise, P. (2024) · BMC Pregnancy and Childbirth · doi:10.1186/s12884-024-06491-2 · Cited by 25 · see citing works
“Racial con-cordance—having a shared racial identity between the patient and provider—has been associated with improved patient experiences [26, 27] and clinical care outcomes [28].”
BackgroundCultural Humility: Retraining and Retooling Nurses to Provide Equitable Cancer Care
Nolan, T. S., Alston, A. D., Choto, R., & Moss, K. O. (2021) · Clinical journal of oncology nursing · doi:10.1188/21.cjon.s1.3-9 · Cited by 28 · see citing works
Gott, M., Wiles, J. L., Mason, K. R., & Moeke‐Maxwell, T. (2022) · Palliative Medicine · doi:10.1177/02692163221138621 · Cited by 25 · see citing works
Lam, J. T. H., Coret, M., Khalil, C., Butler, K. J. D., Giroux, R., & Martimianakis, M. A. (2024) · Medical Education · doi:10.1111/medu.15425 · Cited by 26 · see citing works
Representation of American Indian and Alaska Native Individuals in Academic Medical Training
Forrest, L. L., Leitner, B. P., Guzmán, C. E. V., Brodt, E., & Odonkor, C. A. (2022) · JAMA Network Open · doi:10.1001/jamanetworkopen.2021.43398 · Cited by 24 · see citing works
Chan, A., McDermott, J. J., IV, Lee, T. C., Ye, G. Y., Shahrvini, B., Saseendrakumar, B. R., & Baxter, S. L. (2022) · PLoS ONE · doi:10.1371/journal.pone.0269231 · Cited by 24 · see citing works
“Race discordance between patients and physicians is associated with lower patient satisfaction rating and lower rates of adherence to prescribed medications and medical interventions [23].”
BackgroundPatient and Hospital Characteristics Associated With Delayed Diagnosis of Appendicitis
Reyes, A. M., Royan, R., Feinglass, J. M., Thomas, A., & Stey, A. M. (2023) · JAMA Surgery · doi:10.1001/jamasurg.2022.7055 · Cited by 23 · see citing works
Sex and Racial Disparities in Peripheral Artery Disease
Divakaran, S., Krawisz, A. K., Secemsky, E. A., & Kant, S. (2023) · Arteriosclerosis Thrombosis and Vascular Biology · doi:10.1161/atvbaha.123.319399 · Cited by 23 · see citing works
Development of a Tool to Measure Student Perceptions of Equity and Inclusion in Medical Schools
Boatright, D. B., Nguyen, M. T., Hill, K. A., Berg, D. N., Castillo-Page, L., Anderson, N., Agbelese, V., Venkataraman, S., Saha, S., Schoenbaum, S. C., et al. (2024) · JAMA Network Open · doi:10.1001/jamanetworkopen.2024.0001 · Cited by 21 · see citing works
Soklaridis, S., Lin, E. H. B., Black, G., Paton, M., LeBlanc, C. H., Besa, R., MacLeod, A., Silver, I., Whitehead, C. R., & Kuper, A. (2022) · BMJ Leader · doi:10.1136/leader-2021-000542 · Cited by 22 · see citing works
Hassan, A. M., Ketheeswaran, S., Adesoye, T., Shah, S. A., Cox, S. E., Kapur, S. K., Checka, C. M., & Offodile, A. C. (2023) · Breast Cancer Research and Treatment · doi:10.1007/s10549-022-06858-z · Cited by 22 · see citing works
Pineda, E., Benavente, R. V., Gimmen, M. Y., DeVille, N. V., & Taparra, K. (2023) · Cancers · doi:10.3390/cancers15051392 · Cited by 22 · see citing works
“for cultural connection and understanding between Micronesian patients and their physicians, which may strengthen the physician–patient relationship and improve healthcare delivery [124].”
BackgroundStructural Sexism and Cancer Care: The Effects on the Patient and Oncologist
Keenan, B. P., Barr, E., Gleeson, E., Greenberg, C. C., & Temkin, S. M. (2023) · American Society of Clinical Oncology Educational Book · doi:10.1200/edbk_391516 · Cited by 22 · see citing works
Chary, A. N., Hernandez, N., Rivera, A. P., Santangelo, I., Ritchie, C. S., Ouchi, K., Liu, S. W., Naik, A. D., & Kennedy, M. (2024) · Journal of the American Geriatrics Society · doi:10.1111/jgs.18897 · Cited by 22 · see citing works
“Although there is mixed evidence about impacts of racial/ethnic and gender concordance between patients and physicians on patient experience, outcomes, and communication, 37 – 39 language-concordant care consistently improves outcomes.”
BackgroundEstimating the Specialist Surgical Workforce Density in South Africa
Tiwari, R., Chikte, U. M. E., & Chu, K. (2021) · Annals of Global Health · doi:10.5334/aogh.3480 · Cited by 21 · see citing works
“Ethnic concordance between patients and their physicians has also been shown to improve patient satisfaction [25].”
BackgroundThree decades of demographic trends among academic emergency physicians
Manchanda, E. C. C., Ling, A. Y., Bottcher, J. L., Marsh, R. H., Brown, D., Bennett, C., & Yiadom, M. Y. A. B. (2022) · Journal of the American College of Emergency Physicians Open · doi:10.1002/emp2.12781 · Cited by 21 · see citing works
“The Forgotten Minority”: Perpetuation of Ableism in Medical Education
Haywood, C., Lagu, T. C., Salinger, M. R., López-Rosado, R., DeJong, C., & Iezzoni, L. I. (2025) · Journal of General Internal Medicine · doi:10.1007/s11606-024-09308-2 · Cited by 20 · see citing works
“43 There is a strong precedent for benefits of diversifying the workforce, 44,45 and yet, our findings added to growing recognition that PWD are discriminated against in the application and admissions process for medical school.”
Health Care Disparities and the Future of Pancreatic Cancer Care
Papageorge, M. V., Evans, D. B., & Tseng, J. F. (2021) · Surgical Oncology Clinics of North America · doi:10.1016/j.soc.2021.06.012 · Cited by 20 · see citing works
Crable, E. L., Drainoni, M., Jones, D. K., Walley, A. Y., & Milton, J. N. (2021) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2021.108632 · Cited by 20 · see citing works
Experiences of race- and gender-based discrimination among Black female physicians
Chilakala, A., Camacho‐Rivera, M., & Frye, V. A. (2022) · Journal of the National Medical Association · doi:10.1016/j.jnma.2021.12.008 · Cited by 20 · see citing works
Gutierrez-Wu, J. C., Lawrence, C., Jamison, S., Wright, S. T., Steiner, M. J., & Orr, C. J. (2022) · Journal of the National Medical Association · doi:10.1016/j.jnma.2022.01.012 · Cited by 20 · see citing works
Diversity, Equity, and Inclusion in Gastroenterology and Hepatology: A Survey of Where We Stand
Rahal, H. K., Tabibian, J. H., Issaka, R. B., Quezada, S. M., Gray, D. M., Balzora, S., Yang, L., Badiee, J., & May, F. P. (2022) · The American Journal of Gastroenterology · doi:10.14309/ajg.0000000000001984 · Cited by 20 · see citing works
Hynson, E., Bloomer, J., Samson, Z., Price, K., Tran, D., & Muench, U. (2022) · Policy Politics & Nursing Practice · doi:10.1177/15271544221118319 · Cited by 20 · see citing works
“Evidence suggests that race concordance between providers and patients can help increase access to care, improve patient outcomes, and increase patient satisfaction (Alsan et al., 2019; LaVeist & Nuru-Jeter, 2002; Takeshita et al., 2020).”
BackgroundCanavan, M., Wang, X., Ascha, M. S., Miksad, R. A., Showalter, T. N., Calip, G. S., Gross, C. P., & Adelson, K. B. (2023) · Journal of Clinical Oncology · doi:10.1200/jco.22.02180 · Cited by 20 · see citing works
Increasing URiM Family Medicine Residents at University of Utah Health
Stoesser, K. L., Frame, K. A., Sanyer, O. N., Leiser, J. P., Moreno, L. E., Bosch, C., Jones, J. L., Morales, J., Rodríguez, S. R., Wilson, J., et al. (2021) · PRiMER · doi:10.22454/primer.2021.279738 · Cited by 20 · see citing works
“Our leaders sought a way to increase URiM resident recruitment with (1) a more comprehensive review of applications, (2) deemphasis of traditional academic achievement markers, (3) inclusion of a resiliency scale, and (4) increasing the relative weight of this scale, summarized in Table 5.”
MethodHow to Create a Diversity, Equity, and Inclusion Curriculum: More Than Checking a Box
Henry, T. L., Rollin, F. G., & Olakunle, O. E. (2024) · The Annals of Family Medicine · doi:10.1370/afm.3078 · Cited by 21 · see citing works
“20-22 To most effectively promote an understanding of how racism affects the current health care system and patient outcomes, it is imperative to integrate a DEI and antiracism curriculum throughout the 4 years of medical education.”
BackgroundPatient-physician sex concordance and outcomes in cardiovascular disease: a systematic review.
Harik, L., Yamamoto, K., Kimura, T., Rong, L. Q., Vogel, B., Mehran, R., Bairey-Merz, C., & Gaudino, M. (2024) · European Heart Journal · doi:10.1093/eurheartj/ehae121 · Cited by 19 · see citing works
An Analysis of Underrepresented in Medicine Away Rotation Scholarships in Surgical Specialties
Bernstein, S. L., Wei, C., Gu, A., Campbell, J. C., & Fufa, D. T. (2022) · Journal of Graduate Medical Education · doi:10.4300/jgme-d-21-00952.1 · Cited by 19 · see citing works
Practical Strategies for Underrepresented Minority Recruitment in General Surgery Residency
Thompson, B. N., Colbert, K., Nussbaum, M. S., & Paget, C. J. (2022) · Journal of surgical education · doi:10.1016/j.jsurg.2022.09.006 · Cited by 19 · see citing works
Health and Well-Being of Intensive Care Unit Physicians
Klick, J. C., Syed, M., Leong, R. L., Miranda, H. G., & Cotter, E. K. H. (2023) · Anesthesiology Clinics · doi:10.1016/j.anclin.2022.10.009 · Cited by 19 · see citing works
“The lack of diversity can significantly impact culturally mindful delivery of health care.(44) The Association of American Medical Colleges collects data on diversity, and their report from 2019 shows that women comprise 35.”
Patient Preferences and Perceptions of Provider Diversity in Orthopaedic Surgery
Chen, M., Strony, J. T., Kroneberger, E. A., Karns, M. R., Salata, M. J., Voos, J. E., Gillespie, R. J., & Brown, M. C. (2023) · Journal of Bone and Joint Surgery · doi:10.2106/jbjs.23.00071 · Cited by 19 · see citing works
“Conversely, patients have tended to report higher satisfaction ratings in patient-physician dyads where there was racial and gender concordance 11,12 .”
BackgroundGelhard, S., O’Brien, L., Vincenti, S., Smego, D. R., Hobbs, R. D., Varghese, T. K., Selzman, C. H., & Pereira, S. J. (2023) · Journal of Surgical Research · doi:10.1016/j.jss.2023.08.051 · Cited by 19 · see citing works
The Value of Diversity, Equity, and Inclusion in Otolaryngology
Francis, C. L., Cabrera‐Muffly, C., Shuman, A. G., & Brown, D. J. (2021) · Otolaryngologic Clinics of North America · doi:10.1016/j.otc.2021.07.017 · Cited by 19 · see citing works
Bialosky, J. E., Cleland, J. A., Mintken, P. E., Beneciuk, J. M., & Bishop, M. D. (2021) · Journal of Manual & Manipulative Therapy · doi:10.1080/10669817.2021.1989754 · Cited by 18 · see citing works
“for those individuals who have a preference for provider race or ethnicity increases the likelihood of satisfaction with care [28,47].”
BackgroundAssociation of applicant demographic factors with medical school acceptance
Perez, M. A., Williams, C., Henderson, K., McGregor, R., Vapiwala, N., Shea, J. A., & Dine, C. J. (2023) · BMC Medical Education · doi:10.1186/s12909-023-04897-8 · Cited by 17 · see citing works
“Moreover, research has demonstrated that medical student and physician diversity is associated with improved educational experiences as well as patient outcomes [11– 14].”
BackgroundGagnon, K. W., Quinn, K. G., Walsh, J. L., Amirkhanian, Y. A., & Kelly, J. A. (2025) · BMC Family Practice · doi:10.1186/s12875-025-02900-3 · Cited by 17 · see citing works
“Previous research has shown that representative healthcare providers improves patient care and health outcomes, in part because of shared lived experience described by participants in our study [38, 39].”
Racial Disparities in the Utilization of Shoulder Arthroplasty in the United States
Farley, K. X., Dawes, A. M., Wilson, J. M., Toston, R. J., Hurt, J. T., Gottschalk, M. B., Navarro, R. A., & Wagner, E. R. (2022) · JBJS Open Access · doi:10.2106/jbjs.oa.21.00144 · Cited by 17 · see citing works
Promoting diversity in neurosurgery through a virtual symposium
Charles, A. J., Seas, A., Corley, J. A., Duvall, J. B., Owolo, E. S., Abu-Bonsrah, N. A., Elsamadicy, A. A., Simpson, V. M., Sanusi, O. R., Holly, L. T., et al. (2023) · Journal of neurosurgery · doi:10.3171/2023.1.jns221743 · Cited by 18 · see citing works
Lack of Informed and Affirming Healthcare for Sexual Minority Men: A Call for Patient-Centered Care
Hascher, K., Jaiswal, J., LoSchiavo, C. E., Ezell, J. M., Duffalo, D., Greene, R. E., Cox, A. B., Burton, W. M., Griffin, M., John, T., et al. (2024) · Journal of General Internal Medicine · doi:10.1007/s11606-024-08635-8 · Cited by 19 · see citing works
“23,83 88 As there is limited knowledge specific to the role of sexual orientation concordance, future research should explore this with attention to the context of PCC. Providers must be competent in the knowledge and clinical skills required to care for SMM so that patients who identify as SMM can…”
BackgroundYouth preferences for healthcare providers and healthcare interactions: a qualitative study
Waselewski, M. E., Amaro, X., Huerto, R., Berger, J., da Silva, M. S., Siroky, K., Torres, A., & Chang, T. (2024) · BMC Family Practice · doi:10.1186/s12875-024-02300-z · Cited by 17 · see citing works
“Patients may experience improved adherence, more timely healthcare delivery, greater shared decision-making, better communication, and higher satisfaction when seen by racially concordant providers [5, 9–17].”
BackgroundExploring Biologic Treatment Hesitancy Among Black and Indigenous Populations in Canada: a Review
Akuffo‐Addo, E., Udounwa, T., Chan, J., & Cauchi, L. (2022) · Journal of Racial and Ethnic Health Disparities · doi:10.1007/s40615-022-01282-x · Cited by 17 · see citing works
- Authors
- Takeshita, J., Wang, S., Loren, A. W., Mitra, N., Shults, J., Shin, D. B., & Sawinski, D. L.
- Affiliations
- University of Pennsylvania (US)
- Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia
- Corresponding author
- Takeshita, Junko
- Venue
- JAMA Network Open
- Publisher
- American Medical Association (AMA)
- Published
- 2020-11-09
- Volume
- 3
- Issue
- 11
- Pages
- e2024583
- ISSN
- 2574-3805 (ISSN-L)
- PMC
- PMC7653497
- OpenAlex
- W3099608639
- Cited by
- 697
- References
- 41
- Citations by year
- 2026: 81 · 2025: 152 · 2024: 159 · 2023: 140 · 2022: 111 · 2021: 51 · 2020: 1
- FWCI
- 79.10
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- JAMA Network Open (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Funders
- Eli Lilly and Company
- Pfizer
- University of Pennsylvania
- National Institutes of Health
- National Institute of Arthritis and Musculoskeletal and Skin Diseases (K23AR068433)
- Topics
- Health Sciences › Health Professions › General Health Professions › Patient Satisfaction in Healthcare
- Social Sciences › Gender Studies › Diversity and Career in Medicine
- Health Sciences › Health Professions › General Health Professions › Patient-Provider Communication in Healthcare
- Keywords
- gender concordance, physician-patient relationship, patient experience, racial disparities, Black patients, Asian patients, physician gender, outpatient care, patient satisfaction, health care delivery improvement, Philadelphia
- MeSH terms
- Adult, Aged, Cross-Sectional Studies, Delivery of Health Care, Ethnicity, Female, Gender Identity, Humans, Male, Middle Aged, Pennsylvania, Physician-Patient Relations, Physicians, Quality of Health Care, Surveys and Questionnaires, Universities, Patient Satisfaction, Patient Outcome Assessment
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