Health professional’s implicit bias of adult patients with low socioeconomic status (SES) and its effects on clinical decision-making: a Scoping review protocol
Open accessAbstract
Introduction: Despite efforts to improve population health and reduce health inequalities, higher morbidity and mortality rates for people with lower socioeconomic status (SES) persist. People with lower SES are said to receive worse care and have worse outcomes compared with those with higher SES, in part due to bias and prejudice. Implicit biases adversely affect professional patient relationships and influence healthcare-related decision-making. A better understanding of the relationship between SES and healthcare-related decision-making is therefore essential to address socioeconomic inequalities in health. Aim: To scope the reported impact of health professionals bias about SES on clinical decision-making and its effect on the care of adults with lower SES in wider literature. Methods: This scoping review will use Joanna Briggs Institute methods and will report its findings in line with Preferred Items for Systematic Reviews and Meta-Analyses for Protocols and Scoping Reviews guidelines. Data analysis, interpretation and reporting will be underpinned by the PAGER ( P atterns, A dvances, G aps, E vidence for Practice and R esearch recommendations) framework and input from a patient and public interest representative. A systematic search for literature will be conducted on various, pertinent databases to identify relevant literature such as peer-reviewed articles, editorials, discussion papers and empirical research papers. Additionally, other sources of relevant literature such as policies, guidelines, reports and conference abstracts, identified through key website searches will be considered for inclusion. Ethics and dissemination: Ethical approval is not required for this scoping review. The results will be disseminated through an open access peer-reviewed international journal, conference presentations and a plain language summary that will be shared with the public and other relevant stakeholders.
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The scoping review was conducted using JBI methodology and reported in line with PRISMA-ScR guidelines.
“We conducted a scoping review using Joanna Briggs Institute (JBI) methodology39 40 as set out in our a priori published protocol13 and reported our results in line with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses for Protocols and Scoping Reviews (PRISMA-ScR) guidelines.41 42”
From Health professionals implicit bias of patients with low socioeconomic status (SES) and its effects on clinical decision-making: a scoping review (2024) · cites this paper as [13]
Only publications in English were included because the study was unfunded with no facility for translation.
“We only included publications in English as this was an unfunded study with no facility for translation.13”
From Health professionals implicit bias of patients with low socioeconomic status (SES) and its effects on clinical decision-making: a scoping review (2024) · cites this paper as [13]
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Cites
PRISMA Extension for Scoping Reviews (PRISMA-ScR): Checklist and Explanation
Tricco, A. C., Lillie, E., Zarin, W., O'Brien, K. K., Colquhoun, H., Levac, D., Moher, D., Peters, M. D. J., Horsley, T., Weeks, L., et al. (2018) · Annals of Internal Medicine · doi:10.7326/m18-0850 · Cited by 43,565 · see citing works
PRISMA-P Group, Moher, D., Shamseer, L., Clarke, M., Ghersi, D., Liberati, A., Petticrew, M., Shekelle, P., & Stewart, L. A. (2015) · Systematic Reviews · doi:10.1186/2046-4053-4-1 · Cited by 26,223 · see citing works
Munn, Z., Peters, M. D. J., Stern, C., Tufanaru, C., McArthur, A., & Aromataris, E. (2018) · BMC Medical Research Methodology · doi:10.1186/s12874-018-0611-x · Cited by 11,385 · see citing works
Updated methodological guidance for the conduct of scoping reviews
Peters, M. D. J., Marnie, C., Tricco, A. C., Pollock, D., Munn, Z., Alexander, L., McInerney, P., Godfrey, C. M., & Khalil, H. (2020) · JBI Evidence Synthesis · doi:10.11124/jbies-20-00167 · Cited by 7,751 · see citing works
Guidance for conducting systematic scoping reviews
Peters, M. D. J., Godfrey, C. M., Khalil, H., McInerney, P., Parker, D., & Soares, C. B. (2015) · International Journal of Evidence-Based Healthcare · doi:10.1097/xeb.0000000000000050 · Cited by 7,472 · see citing works
Lippa, N. C., & Sanderson, S. C. (2013) · Human Heredity · doi:10.1159/000353712 · Cited by 6,093 · see citing works
The spirit level : why equality is better for everyone
Wilkinson, R. G., & Pickett, K. E. (2010) · Penguin Books · Cited by 2,990 · see citing works
Stigma as a fundamental cause of population health inequalities
Hatzenbuehler, M. L., Phelan, J. C., & Link, B. G. (2013) · American Journal of Public Health · doi:10.2105/ajph.2012.301069 · Cited by 2,674 · see citing works
Phelan, J. C., Link, B. G., & Tehranifar, P. (2010) · Journal of Health and Social Behavior · doi:10.1177/0022146510383498 · Cited by 2,533 · see citing works
Hall, W. J., Chapman, M. V., Lee, K. M., Merino, Y. M., Thomas, T. W., Payne, B. K., Eng, E., Day, S. H., & Coyne-Beasley, T. (2015) · American Journal of Public Health · doi:10.2105/ajph.2015.302903 · Cited by 2,176 · see citing works
Recommendations for the Extraction, Analysis, and Presentation of Results in Scoping Reviews
Pollock, D., Peters, M. D. J., Khalil, H., McInerney, P., Alexander, L., Tricco, A. C., Evans, C., de Moraes, É. B., Godfrey, C. M., Pieper, D., et al. (2023) · JBI Evidence Synthesis · doi:10.11124/jbies-22-00123 · Cited by 1,975 · see citing works
Investigating Neighborhood and Area Effects on Health
Roux, A. V. D. (2001) · American Journal of Public Health · doi:10.2105/ajph.91.11.1783 · Cited by 1,841 · see citing works
The effect of patient race and socio-economic status on physicians' perceptions of patients
van Ryn, M., & Burke, J. (2000) · Social Science & Medicine · doi:10.1016/s0277-9536(99)00338-x · Cited by 1,509 · cited 3× · see citing works
“27 A specific focus on SES bias is necessary because people’s socioeconomic position pervades all aspects of bias, for example, poor people from an ethnic minority background are more likely to experience prejudice or bias resulting in poor quality care than rich people from an ethnic minority…”
BackgroundUpdated methodological guidance for the conduct of scoping reviews
Peters, M. D. J., Marnie, C., Tricco, A. C., Pollock, D., Munn, Z., Alexander, L., McInerney, P., Godfrey, C. M., & Khalil, H. (2021) · JBI Evidence Implementation · doi:10.1097/xeb.0000000000000277 · Cited by 1,461 · see citing works
Davis, R., Campbell, R., Hildon, Z., Hobbs, L., & Michie, S. (2015) · Health Psychology Review · doi:10.1080/17437199.2014.941722 · Cited by 1,411 · see citing works
'Scoping the scope' of a cochrane review
Armstrong, R., Hall, B. J., Doyle, J., & Waters, E. (2011) · Journal of Public Health · doi:10.1093/pubmed/fdr015 · Cited by 1,260 · see citing works
Munn, Z., Stern, C., Aromataris, E., Lockwood, C., & Jordan, Z. (2018) · BMC Medical Research Methodology · doi:10.1186/s12874-017-0468-4 · Cited by 1,164 · see citing works
How to properly use the PRISMA Statement
Sarkis-Onofre, R., Catalá-López, F., Aromataris, E., & Lockwood, C. (2021) · Systematic Reviews · doi:10.1186/s13643-021-01671-z · Cited by 1,104 · see citing works
Measurement of socioeconomic status in health disparities research.
Shavers, V. L. (2007) · PubMed Central · doi:10.13016/avw3-9cvx · Cited by 1,027 · see citing works
“Fundamental Causes” of Social Inequalities in Mortality: A Test of the Theory
Phelan, J. C., Link, B. G., Roux, A. V. D., Kawachi, I. I., & Levin, B. L. (2004) · Journal of Health and Social Behavior · doi:10.1177/002214650404500303 · Cited by 837 · see citing works
Multidimensional Deprivation: Contrasting Social Welfare and Counting Approaches
Atkinson, A. B. (2003) · The Journal of Economic Inequality · doi:10.1023/a:1023903525276 · Cited by 797 · see citing works
Kolenikov, S., & Ángeles, G. (2009) · Review of Income and Wealth · doi:10.1111/j.1475-4991.2008.00309.x · Cited by 775 · see citing works
Cognitive debiasing 1: origins of bias and theory of debiasing
Croskerry, P., Singhal, G., & Mamede, S. (2013) · BMJ Quality & Safety · doi:10.1136/bmjqs-2012-001712 · Cited by 605 · see citing works
Measures of Socioeconomic Status: Alternatives and Recommendations
Mueller, C. W., & Parcel, T. L. (1981) · Child Development · doi:10.2307/1129211 · Cited by 595 · see citing works
Socio-economic status of the patient and doctor–patient communication: does it make a difference?
Willems, S., De Maesschalck, S., Deveugele, M., Derese, A., & De Maeseneer, J. (2005) · Patient Education and Counseling · doi:10.1016/j.pec.2004.02.011 · Cited by 582 · see citing works
Systematic Reviews: Constructing a Search Strategy and Searching for Evidence
Aromataris, E., & Riitano, D. (2014) · AJN, American Journal of Nursing · doi:10.1097/01.naj.0000446779.99522.f6 · Cited by 523 · see citing works
Lutfey, K., & Freese, J. (2005) · American Journal of Sociology · doi:10.1086/428914 · Cited by 425 · see citing works
Cognitive debiasing 2: impediments to and strategies for change
Croskerry, P., Singhal, G., & Mamede, S. (2013) · BMJ Quality & Safety · doi:10.1136/bmjqs-2012-001713 · Cited by 419 · see citing works
How Socioeconomic Status Affects Patient Perceptions of Health Care: A Qualitative Study.
Arpey, N. C., Gaglioti, A. H., & Rosenbaum, M. E. (2017) · Journal of Primary Care & Community Health · doi:10.1177/2150131917697439 · Cited by 413 · see citing works
Scoping reviews: the PAGER framework for improving the quality of reporting
Bradbury-Jones, C., Aveyard, H., Herber, O. R., Isham, L., Taylor, J., & O’Malley, L. (2022) · International Journal of Social Research Methodology · doi:10.1080/13645579.2021.1899596 · Cited by 377 · see citing works
Conducting high quality scoping reviews-challenges and solutions
Khalil, H., Peters, M. D., Tricco, A. C., Pollock, D., Alexander, L., McInerney, P., Godfrey, C. M., & Munn, Z. (2021) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2020.10.009 · Cited by 305 · see citing works
Fundamental Causality: Challenges of an Animating Concept for Medical Sociology
Jeremy Freese, A., & Lutfey, K. (2010) · Handbooks of sociology and social research · doi:10.1007/978-1-4419-7261-3_4 · Cited by 262 · see citing works
The measure of socio-economic status in PISA: a review and some suggested improvements
Avvisati, F. (2020) · Large-scale Assessments in Education · doi:10.1186/s40536-020-00086-x · Cited by 251 · see citing works
Rethinking Kolb's Theory of Experiential Learning in Management Education
Holman, D. J., Pavlica, K., & Thorpe, R. (1997) · Management Learning · doi:10.1177/1350507697282003 · Cited by 239 · see citing works
Barriers to Care and Health Care Utilization Among the Publicly Insured
Allen, E. M., Call, K. T., Beebe, T. J., McAlpine, D. D., & Johnson, P. J. (2016) · Medical Care · doi:10.1097/mlr.0000000000000644 · Cited by 216 · see citing works
Re-visioning Academic Medicine Through a Constructionist Lens
Rees, C. E., Crampton, P. E. S., & Monrouxe, L. V. (2019) · Academic Medicine · doi:10.1097/acm.0000000000003109 · Cited by 193 · see citing works
The Role of Stigma in Access to Health Care for the Poor
ALLEN, H. L., Wright, B. J., HARDING, K., & Broffman, L. (2014) · Milbank Quarterly · doi:10.1111/1468-0009.12059 · Cited by 176 · see citing works
Clinical decision‐making by midwives: managing case Complexity
Cioffi, J., & Markham, R. (1997) · Journal of Advanced Nursing · doi:10.1046/j.1365-2648.1997.1997025265.x · Cited by 119 · see citing works
Health inequalities, fundamental causes and power: towards the practice of good theory
McCartney, G., Dickie, E., Escobar, O., & Collins, C. (2021) · Sociology of Health & Illness · doi:10.1111/1467-9566.13181 · Cited by 110 · see citing works
The role of intuition and deliberative thinking in experts’ superior tactical decision-making
Moxley, J. H., Ericsson, K. A., Charness, N. H., & Krampe, R. T. (2012) · Cognition · doi:10.1016/j.cognition.2012.03.005 · Cited by 98 · see citing works
Hastert, T. A., Ruterbusch, J. J., Beresford, S. A. A., Sheppard, L. A., & White, E. (2015) · Social Science & Medicine · doi:10.1016/j.socscimed.2015.11.023 · Cited by 97 · see citing works
Biases and Heuristics in Decision Making and Their Impact on Autonomy
Blumenthal-Barby, J. S. S. (2016) · The American Journal of Bioethics · doi:10.1080/15265161.2016.1159750 · Cited by 89 · see citing works
Systematic biases in group decision-making: implications for patient safety
Mannion, R., & Thompson, C. (2014) · International Journal for Quality in Health Care · doi:10.1093/intqhc/mzu083 · Cited by 79 · see citing works
Heuristics, biases and strategic decision making
Maule, A. J., & Hodgkinson, G. P. (2026) · Research Explorer (The University of Manchester) · doi:10.82444/warw.33712303 · Cited by 60 · see citing works
Anastas, T. M., Miller, M. M., Hollingshead, N. A., Stewart, J. C., Rand, K. L., & Hirsh, A. T. (2020) · Annals of Behavioral Medicine · doi:10.1093/abm/kaaa016 · Cited by 56 · see citing works
Race, Racism, and Access to Renal Transplantation among African Americans
Arriola, K. J. (2017) · Journal of Health Care for the Poor and Underserved · doi:10.1353/hpu.2017.0005 · Cited by 51 · see citing works
Effect of patient socioeconomic status on perceptions of first- and second-year medical students
Woo, J. K. H. (2004) · Canadian Medical Association Journal · doi:10.1503/cmaj.1031474 · Cited by 44 · see citing works
Armfield, J. M. (2007) · Journal of Public Health Dentistry · doi:10.1111/j.1752-7325.2007.00026.x · Cited by 43 · see citing works
Monteiro, S., Norman, G. R., & Sherbino, J. (2018) · Journal of Evaluation in Clinical Practice · doi:10.1111/jep.12907 · Cited by 38 · see citing works
Indicators to measure prehospital care quality: a scoping review
Pap, R., Lockwood, C. S., Stephenson, M., & Simpson, P. (2018) · The JBI Database of Systematic Reviews and Implementation Reports · doi:10.11124/jbisrir-2017-003742 · Cited by 28 · see citing works
Mabhala, M. A. (2015) · International Journal for Equity in Health · doi:10.1186/s12939-015-0146-2 · Cited by 26 · see citing works
Medical students’ experiences of health inequalities and inclusion health education
Dixon, H., Povall, A., Ledger, A., & Ashwell, G. (2021) · The Clinical Teacher · doi:10.1111/tct.13388 · Cited by 23 · see citing works
Feldmann, J., Puhan, M. A., & Mütsch, M. (2019) · BMJ Open · doi:10.1136/bmjopen-2018-024587 · Cited by 22 · see citing works
Sociology, Social Class, Health Inequalities, and the Avoidance of “Classism”
Scambler, G. (2019) · Frontiers in Sociology · doi:10.3389/fsoc.2019.00056 · Cited by 14 · see citing works
Bailey, K., Ryan, A., Apostolidou, S., Fourkala, E.-O., Burnell, M., Gentry‐Maharaj, A., Kalsi, J., Parmar, M., Jacobs, I. J., Pikhart, H., et al. (2015) · BMC Public Health · doi:10.1186/s12889-015-1609-5 · Cited by 13 · see citing works
Watson, V., Dibben, C. J. L., Cox, M., Atherton, I., Sutton, M., & Ryan, M. (2019) · Social Indicators Research · doi:10.1007/s11205-018-02054-z · Cited by 13 · see citing works
Health inequalities among LGBTQ+ communities
WILLIAMS, A. (2021) · The British Student Doctor Journal · doi:10.18573/bsdj.267 · Cited by 8 · see citing works
Implicit Cognition: Implications for Global Health Disparities.
John-Henderson, N. A. (2015) · Child and Adolescent Psychiatric Clinics of North America · doi:10.1016/j.chc.2015.06.005 · Cited by 7 · see citing works
Martino, S. C., Elliott, M. N., Mallett, J. S., Orr, N., Gaillot, S., & Haviland, A. M. (2018) · Medical Care · doi:10.1097/mlr.0000000000000936 · Cited by 7 · see citing works
Exploring the world “out there”: the use of scoping reviews in education research
Godfrey, C. M. (2020) · JBI Evidence Synthesis · doi:10.11124/jbies-20-00134 · Cited by 6 · see citing works
Influence of Socioeconomic Bias on Emergency Medicine Resident Decision Making and Patient Care
Fasano, H. T., McCarter, M. S. J., Simonis, J. M., Hoelscher, G. L., & Bullard, M. J. (2020) · Simulation in Healthcare The Journal of the Society for Simulation in Healthcare · doi:10.1097/sih.0000000000000471 · Cited by 5 · see citing works
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1 of the 62 references couldn’t be matched to a known paper.
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Sorted by citations
Job, C., Adenipekun, B., Cleves, A., Gill, P., & Samuriwo, R. (2024) · BMJ Open · doi:10.1136/bmjopen-2023-081723 · Cited by 44 · see citing works
“13 21 Explicit bias relates to 'ways of thinking' that people are aware of and so can be measured through self-report, but there is the risk of people providing socially desirable responses.”
BackgroundMethodInfluentialSelf-citationAfulani, P., Okiring, J., Aborigo, R., Nutor, J., Kuwolamo, I., Dorzie, J. B. K., Semko, S., Okonofua, J., & Mendes, W. (2023) · BMC Health Services Research · doi:10.1186/s12913-023-09261-6 · Cited by 8 · see citing works
Aty, M. A. A. E., Amin, M. T., Ahmed, S. M., Elsedfy, G. O., & El-Gazzar, A. F. (2024) · Antimicrobial Resistance and Infection Control · doi:10.1186/s13756-023-01357-2 · Cited by 9 · see citing works
Addressing Bias in Acute Postoperative Pain Management
Harbell, M. W., Maloney, J. A., Anderson, M. A., Attanti, S., Kraus, M. B., & Strand, N. H. (2023) · Current Pain and Headache Reports · doi:10.1007/s11916-023-01135-0 · Cited by 9 · see citing works
Sirotiak, Z., & Thomas, E. B. K. (2025) · Current Psychology · doi:10.1007/s12144-025-08248-2 · Cited by 6 · see citing works
Medical Discrimination: A Hidden and Non-Neglectable Issue
Mason, L. (2024) · Science Insights · doi:10.15354/si.24.re963 · Cited by 6 · see citing works
Psychologists’ Role in Promoting Brain Health Equity in an Aging and Increasingly Diverse Society
Dotson, V. M., & Levy, S.-A. T. (2024) · Journal of Health Service Psychology · doi:10.1007/s42843-024-00112-4 · Cited by 3 · see citing works
Srinivasan, S., & Vallipriya, R. (2025) · IGI Global eBooks · doi:10.4018/979-8-3693-3683-0.ch002 · Cited by 3 · see citing works
Opaque ontology: neuroimaging classification of ICD-10 diagnostic groups in the UK Biobank
Easley, T. O., Luo, X., Hannon, K., Lenzini, P. A., & Bijsterbosch, J. D. (2025) · GigaScience · doi:10.1093/gigascience/giae119 · Cited by 2 · see citing works
The impact of amplification on quality of life in women with Turner syndrome
Mann, L., & VanLooy, L. (2024) · Orphanet Journal of Rare Diseases · doi:10.1186/s13023-024-03122-z · Cited by 3 · see citing works
Lefort, M., Dejardin, O., Berger, É., Camdessanché, J., Ciron, J., Clavelou, P., Seze, J. D., Debouverie, M., Heinzlef, O., Labauge, P. M., et al. (2024) · Multiple Sclerosis Journal · doi:10.1177/13524585241289276 · Cited by 1 · see citing works
Psychiatric Advance Directives: An Analysis of Current Usage at a Large County Hospital
Mathesh, V., Murphy, K. S., Ali, M., Provenzale, N., Clark, C., REISCH, J. S., Khandai, A. C., Narvaez, M., & Husain, M. M. (2025) · Psychiatric Research and Clinical Practice · doi:10.1176/appi.prcp.20250025 · Cited by 1 · see citing works
Examining Injustices: Transfusion Medicine and Race
Arya, S., Mahar, A. L., Callum, J., & Haspel, R. L. (2024) · Transfusion Medicine Reviews · doi:10.1016/j.tmrv.2024.150822 · Cited by 1 · see citing works
Siriwardhana, C., Carrazana, E. J., & Liow, K. K. (2025) · Journal of Alzheimer s Disease · doi:10.1177/13872877251351216 · Cited by 1 · see citing works
Nurses’ attitudes and perceptions towards homelessness
Burton, R., & Shepherd, A. (2025) · Journal of Nursing Education and Practice · doi:10.63564/jnep.v15n6p17
Incident dementia across neighbourhood material deprivation: Implications for underdiagnosis
Navani, S., Vedel, I., Arsenault‐Lapierre, G., Sourial, N., Quesnel‐Vallée, A., Rochette, L., Massamba, V. K., & Godard‐Sebillotte, C. (2025) · Archives of Gerontology and Geriatrics · doi:10.1016/j.archger.2025.105905
Kaur, G., Yu, A., Pan, A., Jouve, I., Yu, Y., & Carpino, T. (2025) · Boston Congress of Public Health Review (BCPHR Formerly HPHR) · doi:10.54111/001c.137985
Afulani, P. A., Okiring, J., Aborigo, R., Nutor, J. J., Kuwolamo, I., Dorzie, J. B. K., Semko, S., Okonofua, J. A., & Mendes, W. B. (2024) · Figshare · doi:10.6084/m9.figshare.26575277
Afulani, P. A., Okiring, J., Aborigo, R., Nutor, J. J., Kuwolamo, I., Dorzie, J. B. K., Semko, S., Okonofua, J. A., & Mendes, W. B. (2024) · Figshare · doi:10.6084/m9.figshare.26575280
Costa, D. D. S., Aguiar, M. Á. D. F., Martins, P., & Moura, A. S. (2026) · Patient Education and Counseling · doi:10.1016/j.pec.2026.109767
Challenging gender‐based & obstetric violence: Medical students' evolving perspectives in OBGYN care
Romero‐Padron, M. A., Padilla, L. F. H., Cepeda, X. C., Velasco, P. S., & González-Amarante, P. (2026) · International Journal of Gynecology & Obstetrics · doi:10.1002/ijgo.71425
- Authors
- Job, C., Adenipekun, B., Cleves, A., & Samuriwo, R.
- Affiliations
- Cardiff University (GB)
- Velindre NHS Trust (GB)
- University of Bradford (GB)
- Corresponding author
- Job, Claire
- Venue
- BMJ Open
- Publisher
- BMJ
- Published
- 2022-12
- Volume
- 12
- Issue
- 12
- Pages
- e059837
- ISSN
- 2044-6055 (ISSN-L)
- PMC
- PMC9748961
- OpenAlex
- W4311410373
- Cited by
- 20
- References
- 62
- Citations by year
- 2026: 2 · 2025: 8 · 2024: 8 · 2023: 2
- FWCI
- 3.65
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- BMJ Open (publishedVersion, cc-by-nc)
- PubMed Central (publishedVersion, cc-by-nc)
- PubMed (publishedVersion)
- ORCA Online Research @Cardiff (Cardiff University) (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Research Capacity Building Collaboration Wales
- Topics
- Social Sciences › Health › Health disparities and outcomes
- Social Sciences › Health › Public Health and Social Inequalities
- Social Sciences › Sociology and Political Science › Cultural Competency in Health Care
- Keywords
- implicit bias, healthcare workers, socioeconomic status, low socioeconomic status, clinical decision-making, health disparities, socioeconomic inequalities in health, patient care
- MeSH terms
- Clinical Decision-Making, Systematic Reviews as Topic, Bias, Implicit, Low Socioeconomic Status, Scoping Reviews as Topic, Scoping Reviews As Topic, Adult, Health Personnel, Humans, Research Design, Review Literature as Topic
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