Algorithmic Bias Definition Healthcare

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Algorithmic Bias in Health Care Exacerbates Social Executive and

(1 days ago) WEBHowever, AI can suffer from bias, which has striking implications for health care. The term “algorithmic bias” speaks to this problem. It was first defined by the co-directors of the AI for Health Care: Concepts and Applications and Innovation with AI in …

https://www.hsph.harvard.edu/ecpe/how-to-prevent-algorithmic-bias-in-health-care/

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Artificial intelligence and algorithmic bias: implications for health

(3 days ago) WEBWe define, for the first time, algorithmic bias in the context of AI and health systems as: “the instances when the application of an algorithm compounds existing …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6875681/

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Algorithm Bias and Racial and Ethnic Disparities in Health and …

(8 days ago) WEBHowever, algorithmic bias has harmed minoritized communities in housing, banking, and education, and health care is no different. 1 Thus, addressing algorithmic …

https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2812958

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Algorithmic bias in health care: Opportunities for nurses to …

(9 days ago) WEBdefined algorithmic bias as: “the instances when the application of an algorithm compounds existing inequities in socioeconomic status, race, ethnic …

https://www.nursingoutlook.org/article/S0029-6554(22)00174-9/fulltext

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Algorithmic bias: Senses, sources, solutions - Fazelpour - 2021

(2 days ago) WEBMedical diagnoses incorporate predictive models built using large datasets; loan approvals are informed by algorithmic judgments of credit worthiness; decisions to …

https://compass.onlinelibrary.wiley.com/doi/10.1111/phc3.12760

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Predictably unequal: understanding and addressing concerns that

(9 days ago) WEBWe review these potential sources of bias, and also discuss ways to diagnose and remedy algorithmic bias. We note that remedies for algorithmic fairness …

https://www.nature.com/articles/s41746-020-0304-9

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Addressing algorithmic bias and the perpetuation of health …

(7 days ago) WEBIn other words, a holistic approach to scope definition is critical: one that captures the spectrum of stakeholders, conceptualizes the problem from the lens of the …

https://www.sciencedirect.com/science/article/pii/S2211883722001095

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Practical, epistemic and normative implications of algorithmic …

(9 days ago) WEBhealthcare professionals see algorithmic bias in healthcare as a problem; (2) understand the range of strategies stakeholders endorse to attempt to mitigate …

https://jme.bmj.com/content/medethics/early/2023/02/22/jme-2022-108850.full.pdf

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Algorithmic fairness in artificial intelligence for medicine and …

(Just Now) WEBIn this Perspective, we outline fairness in machine learning through the lens of healthcare, and discuss how algorithmic biases (in data acquisition, genetic …

https://www.nature.com/articles/s41551-023-01056-8

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Practical, epistemic and normative implications of algorithmic bias …

(Just Now) WEBBackground There is a growing concern about artificial intelligence (AI) applications in healthcare that can disadvantage already under-represented and …

https://jme.bmj.com/content/early/2023/02/22/jme-2022-108850

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Eliminating Algorithmic Racial Bias in Clinical Decision Support

(4 days ago) WEBAs the largest integrated health care system in the United States, the Veterans Health Administration (VA) serves over 9 million enrolled veterans and …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10698768/

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Assessing Algorithmic Bias and Fairness in Clinical Prediction …

(7 days ago) WEBbias from including social risk factors such as race or ethnicity. Risk of bias is a broader concept than algorithmic bias, which is specific to calibration and other performance …

https://www.uspreventiveservicestaskforce.org/uspstf/sites/default/files/inline-files/assessing-algorithmic-bias-fairness_0.pdf

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Bias in AI-based models for medical applications: challenges and

(Just Now) WEBThe issue of bias being exhibited, perpetuated, or even amplified by AI algorithms is an increasing concern within healthcare. Bias is usually defined as a …

https://www.nature.com/articles/s41746-023-00858-z

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Ideal algorithms in healthcare: Explainable, dynamic, precise

(3 days ago) WEBAlgorithm bias can be evaluated by assessing calibration across demographic and socioeconomic variables. If an observed outcome matches algorithm …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9754299/

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FSMB Recommendations for the Ethical Integration of AI in …

(7 days ago) WEBGiven the potential for biassed AI to impact patient care and perpetuate healthcare disparities, collective action is warranted to understand and mitigate …

https://healthmanagement.org/c/it/News/fsmb-recommendations-for-the-ethical-integration-of-ai-in-healthcare

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Algorithms Are Making Decisions About Health Care, Which May …

(6 days ago) WEBIn 2019, a bombshell study found that a clinical algorithm many hospitals were using to decide which patients need care was showing racial bias — Black …

https://www.aclu.org/news/privacy-technology/algorithms-in-health-care-may-worsen-medical-racism

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Eliminating Algorithmic Bias Is Just the Beginning of Equitable AI

(Just Now) WEBWhen it comes to artificial intelligence and inequality, algorithmic bias rightly receives a lot of attention. But it’s just one way that AI can lead to inequitable …

https://hbr.org/2023/09/eliminating-algorithmic-bias-is-just-the-beginning-of-equitable-ai

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+ Algorithmic Discrimination Protections OSTP The White House

(1 days ago) WEBAlgorithmic discrimination occurs when automated systems contribute to unjustified different treatment or impacts disfavoring people based on their race, color, ethnicity, …

https://www.whitehouse.gov/ostp/ai-bill-of-rights/algorithmic-discrimination-protections-2/

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What is Algorithmic Bias? DataCamp

(4 days ago) WEBAlgorithmic bias results in unfair outcomes due to skewed or limited input data, unfair algorithms, or exclusionary practices during AI development. A notable real-world …

https://www.datacamp.com/blog/what-is-algorithmic-bias

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Algorithmic Bias: What It Is and Why It Matters Built In

(Just Now) WEBAlgorithmic bias is often the result of low-quality training data, such as skewed data or an inadequate sample size. Human bias can also cause algorithmic bias. For example, …

https://builtin.com/data-science/auditing-algorithms-data-science-bias

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Detecting algorithmic bias in medical-AI models - arXiv.org

(5 days ago) WEBThis paper presents a new approach to detect and analyze regions of algorithmic bias in medical-AI decision support systems. This framework, which uses …

https://arxiv.org/html/2312.02959v3

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Algorithmic bias - Wikipedia

(6 days ago) WEBAlgorithmic bias describes systematic and repeatable errors in a computer system that create "unfair" outcomes, such as "privileging" one category over another in ways …

https://en.wikipedia.org/wiki/Algorithmic_bias

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Racial Bias Found in a Major Health Care Risk Algorithm

(9 days ago) WEBThe paper examined the health care records of almost 50,000 patients—of whom 6,079 self-identified as black and 43,539 self-identified as white—and compared …

https://www.scientificamerican.com/article/racial-bias-found-in-a-major-health-care-risk-algorithm/

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A Penn study on racial bias in health care algorithms shows “race …

(9 days ago) WEBPublished May 9, 2024, 10:58 a.m. ET. University of Pennsylvania researchers undertook the most comprehensive review yet on the algorithms that doctors and health systems …

https://www.inquirer.com/health/racial-bias-algorithm-health-care-20240509.html

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Algorithms help people see and correct their biases, study shows

(8 days ago) WEBAt a societal level, algorithmic biases perpetuate and amplify structural racial bias in the judicial system, gender bias in the people companies hire, and wealth …

https://theconversation.com/algorithms-help-people-see-and-correct-their-biases-study-shows-228840

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HTI-1 Final Rule: Implications for Healthcare Providers – Focus on …

(2 days ago) WEBThe following is a guest article by Nitin Kunte, Sr. Director at NTT DATA On February 8, 2024, the Office of the National Coordinator for Health Information …

https://www.healthcareittoday.com/2024/05/13/hti-1-final-rule-implications-for-healthcare-providers-focus-on-dsi-and-algorithmic-transparency/

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Algorithms help people see and correct their biases, study shows

(9 days ago) WEBAlgorithmic bias can also be used to reduce human bias. Algorithms can reveal hidden structural biases in organizations. In a paper published in the Proceedings …

https://phys.org/news/2024-05-algorithms-people-biases.html

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Bolstering environmental data science with equity-centered …

(3 days ago) WEBThe field faces issues such as data integrity, algorithmic bias, and model overfitting, which necessitate a deeper understanding and more equitable approaches. …

https://phys.org/news/2024-05-bolstering-environmental-science-equity-centered.html

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Nondiscrimination in Health Programs and Activities

(5 days ago) WEBComment: Commenters expressed a variety of views regarding the application of the rule to health insurance issuers as health programs or activities and …

https://www.federalregister.gov/documents/2024/05/06/2024-08711/nondiscrimination-in-health-programs-and-activities

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Algorithms help people see and correct their biases, study shows

(6 days ago) WEBAt a societal level, algorithmic biases perpetuate and amplify structural racial bias in the judicial system, gender bias in the people companies hire, and wealth …

https://www.yahoo.com/tech/algorithms-help-people-see-correct-122714755.html

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SCIPAC: quantitative estimation of cell-phenotype associations

(5 days ago) WEBNumerous algorithms have been proposed to identify cell types in single-cell RNA sequencing data, yet a fundamental problem remains: determining associations …

https://genomebiology.biomedcentral.com/articles/10.1186/s13059-024-03263-1

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Gay Male Couple’s NYC Fertility Benefits Suit to Test Bias Law

(Just Now) WEBSimilar litigation often uses the the ACA’s Section 1557. A dispute over IVF coverage for a gay New York couple will serve as an early test case for the extent to …

https://news.bloomberglaw.com/daily-labor-report/gay-male-couples-nyc-fertility-benefits-suit-to-test-bias-law

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