Algorithm Bias In Health Care

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Algorithm Bias and Racial and Ethnic Disparities in Health …

(8 days ago) WebThe conceptual framework to mitigate and prevent bias in health care algorithms built on a National Academy of Medicine 13 algorithm life cycle framework adapted by Roski et al. 14 Within the context of structural racism and discrimination, 15 …

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

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Algorithmic Bias in Health Care Exacerbates Social

(1 days ago) WebWhat Can Data Science Teams Do to Prevent and Mitigate Algorithmic Bias in Health Care? According to Mattie, “Bias can creep into the process anywhere in …

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

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The role of health care algorithms in racial bias, inequity

(7 days ago) WebThe conversation about algorithms in healthcare—and their impact on racial and ethnic disparities—is just beginning. In response to the Penn-ECRI research, a …

https://www.pennmedicine.org/news/news-releases/2024/march/the-role-of-health-care-algorithms-in-racial-bias-inequity

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Artificial intelligence and algorithmic bias: implications for …

(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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Addressing bias in big data and AI for health care: A call …

(3 days ago) WebArtificial intelligence (AI) has an astonishing potential in revolutionizing health care. A major challenge is that of algorithmic bias. Most AI algorithms need big …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8515002/

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Millions of black people affected by racial bias in health …

(Just Now) WebAn algorithm widely used in US hospitals to allocate health care to patients has been systematically discriminating against black people, a sweeping analysis has found. Finding fixes for bias

https://www.nature.com/articles/d41586-019-03228-6

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Bias in artificial intelligence algorithms and …

(9 days ago) WebAuthor summary Though artificial intelligence (AI) algorithms were initially proposed as a means to improve healthcare and promote health equity, recent literature …

https://journals.plos.org/digitalhealth/article?id=10.1371/journal.pdig.0000278

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Algorithmic bias in health care: Opportunities for nurses …

(9 days ago) WebThe algorithm calculated health care needs based on total yearly health care costs drawn from electronic health records, using the assumption that this was a …

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

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Algorithmic bias in health care: Opportunities for …

(4 days ago) Webthe development and use of AI in health care. Algorithms deployed at scale with less oversight could have far reaching and possibly harmful effects. A systematic review by …

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

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Practical, epistemic and normative implications of …

(Just Now) WebBackground There is a growing concern about artificial intelligence (AI) applications in healthcare that can disadvantage already under-represented and marginalised groups (eg, based on gender or …

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

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Addressing algorithmic bias and the perpetuation of health …

(7 days ago) WebIn healthcare settings, evidence that algorithms may embed racial bias is beginning to emerge, although it is limited and nascent. Among these, Obermeyer et al. …

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

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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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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 patients …

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

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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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Dissecting racial bias in an algorithm used to manage the

(1 days ago) WebThe U.S. health care system uses commercial algorithms to guide health decisions. Obermeyer et al. find evidence of racial bias in one widely used algorithm, …

https://www.science.org/doi/10.1126/science.aax2342

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Shedding Light on Healthcare Algorithmic and Artificial …

(6 days ago) WebHealthcare algorithms and AI bias can contribute to existing health disparities for certain populations based on race, ethnicity, gender, age, or other …

https://minorityhealth.hhs.gov/news/shedding-light-healthcare-algorithmic-and-artificial-intelligence-bias

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Tackling Racially Biased Health Care Algorithms - Bill of Health

(9 days ago) WebBy Hannah Rahim. Algorithms used in health care have the potential to improve health outcomes but are susceptible to racial bias, which can have detrimental …

https://blog.petrieflom.law.harvard.edu/2023/10/05/tackling-racially-biased-health-care-algorithms/

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Algorithmic fairness in artificial intelligence for medicine and …

(Just Now) WebWith the proliferation of AI algorithms in healthcare, there are growing ethical concerns regarding the disparate impact that the models may have on under …

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

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Racial Bias Found in a Major Health Care Risk Algorithm

(9 days ago) WebA study published Thursday in Science has found that a health care risk-prediction algorithm, a major example of tools used on more than 200 million people in …

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

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The Potential For Bias In Machine Learning And Opportunities For …

(Just Now) WebThis attention to bias in health care algorithms has led to the development of and renewed attention to guidelines, best practices, and analytics tools related to the …

https://www.healthaffairs.org/doi/10.1377/hlthaff.2021.01287

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Racial and Ethnic Disparities in Access to Medical Advancements

(5 days ago) WebAs use of AI grows in health care, it will be important to ensure that algorithms do not perpetuate disparities and biases through the use of race or due to …

https://www.kff.org/racial-equity-and-health-policy/issue-brief/racial-and-ethnic-disparities-in-access-to-medical-advancements-and-technologies/

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The Sociodemographic Biases in Machine Learning Algorithms: A …

(9 days ago) WebArtificial intelligence models represented in machine learning algorithms are promising tools for risk assessment used to guide clinical and other health care …

https://www.mdpi.com/2075-1729/14/6/652

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Algorithmic Bias In Health Care: A Path Forward

(9 days ago) WebThe magnitude of bias is also large: removing bias from the algorithm would more than double the number of Black patients eligible for a program that gives extra …

https://www.healthaffairs.org/content/forefront/algorithmic-bias-health-care-path-forward

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Non-Discrimination in Healthcare Final Rule imposes diligence

(5 days ago) WebNotably, the Final Rule did not directly address concepts of implicit bias, which account for much of AI basis in healthcare, ie, where proxy variables lead to a …

https://cdnscprodisr.dlapiper.com/en-us/insights/publications/2024/04/non-discrimination-in-healthcare-final-rule-imposes-diligence-obligations-on-medicare

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Health Care Bias Is Dangerous. But So Are ‘Fairness’ Algorithms

(9 days ago) WebHealth Care Bias Is Dangerous. But So Are ‘Fairness’ Algorithms Medical systems disproportionately fail people of color, but a focus on fixing the numbers could …

https://www.wired.com/story/bias-statistics-artificial-intelligence-healthcare/

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AI in medicine need to counter bias, and not entrench it more - NPR

(1 days ago) WebThe data these algorithms are built on, however, often reflect inequities and bias that have long plagued U.S. health care. Research shows clinicians often provide …

https://www.npr.org/sections/health-shots/2023/06/06/1180314219/artificial-intelligence-racial-bias-health-care

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[2405.12312] A Principled Approach for a New Bias Measure

(2 days ago) WebA Principled Approach for a New Bias Measure. The widespread use of machine learning and data-driven algorithms for decision making has been steadily …

https://arxiv.org/abs/2405.12312

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Exploring generative artificial intelligence in healthcare

(7 days ago) WebIssues like bias and trust are at the forefront of conversations about how to safely implement AI in healthcare, and these issues are particularly relevant for tools as …

https://healthitanalytics.com/features/exploring-generative-artificial-intelligence-in-healthcare

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Quiet Neglect: Algorithmic Bias in Healthcare Is Hurting Older Adults

(4 days ago) WebFebruary 4, 2024. Quiet Neglect: Algorithmic Bias in Healthcare Is Hurting Older Adults. MEDCITY NEWS – Equitable AI isn’t an aspiration; it’s an absolute necessity, particularly …

https://www.thescanfoundation.org/blog/quiet-neglect-algorithmic-bias-is-hurting-older-adults/

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Analysis of Value-Based Payment and Acute Care Use Among …

(8 days ago) WebAvoidable hospitalizations and observation stays were determined based on standardized definitions available from the Agency for Healthcare Research and Quality …

https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2790209

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Revolutionizing Healthcare: The Transformative Power of AI

(Just Now) WebAI’s integration into healthcare is set to usher in transformative changes, including the development of personalized treatment plans tailored to individual genetic …

https://www.aapa.org/news-central/2024/05/revolutionizing-healthcare-the-transformative-power-of-ai/

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What is implicit bias, how does it affect healthcare?

(4 days ago) WebImplicit bias, a phrase that is not unique to healthcare, refers to the unconscious prejudice individuals might feel about another thing, group, or person. …

https://www.techtarget.com/patientengagement/feature/What-is-implicit-bias-how-does-it-affect-healthcare

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Exploring the Impact of Artificial Intelligence on Modern …

(2 days ago) WebIssues such as data privacy, security, algorithm bias, and transparency are critical concerns in the development and deployment of AI-driven healthcare solutions.

https://www.msn.com/en-us/news/technology/exploring-the-impact-of-artificial-intelligence-on-modern-healthcare/ss-BB1n1FUD

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Artificial intelligence in digital pathology: a systematic - Nature

(Just Now) WebRisk of bias and applicability. The risk of bias and applicability assessment using the tailored QUADAS-2 tool demonstrated that the majority of papers were either …

https://www.nature.com/articles/s41746-024-01106-8

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Building Responsible AI: How To Combat Bias And Promote Equity …

(4 days ago) WebGoogle’s algorithms have been accused of bias, too. And in healthcare, an algorithm used to predict the future healthcare needs of patients was found to …

https://www.forbes.com/sites/bernardmarr/2024/05/24/building-responsible-ai-how-to-combat-bias-and-promote-equity/

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Trust, human-centered AI and collaboration the focus of inaugural …

(5 days ago) WebThere was also a consensus among panelists that AI systems will provide new means of identifying and combating biased decision making, whether it’s made by …

https://med.stanford.edu/news/all-news/2024/05/raise-health-symposium0.html

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Bipartisan scrutiny of health care mergers - POLITICO

(4 days ago) WebWHAT’S IN THE NDAA FOR HEALTH CARE are made via AI relating to health care and add requirements for developers and deployers to address algorithmic …

https://www.politico.com/newsletters/politico-pulse/2024/05/21/bipartisan-scrutiny-of-health-care-mergers-00159057

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Gender equity in hiring: examining the effectiveness of a …

(4 days ago) WebAlgorithms as a solution against bias. 2001), or that it persists presumptions about the gender of people employed in healthcare, notably nurses …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10466048/

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