Algorithm Bias In Healthcare

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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 creating algorithms: from the very beginning with study design and data collection, data entry …

https://www.hsph.harvard.edu/ecpe/how-to-prevent-algorithmic-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 …

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

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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 …

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

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Algorithms Are Making Decisions About Health Care, …

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

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

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Bias in AI-based models for medical applications: …

(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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Algorithmic bias in health care: Opportunities for nurses …

(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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Addressing algorithmic bias and the perpetuation of …

(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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Algorithmic fairness in artificial intelligence for medicine …

(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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Guiding Principles Help Healthcare Community Address …

(Just Now) WEBThe paper, Guiding Principles to Address the Impact of Algorithm Bias on Racial and Ethnic Disparities in Health and Health Care, may be found in JAMA …

https://www.hhs.gov/about/news/2023/12/15/guiding-principles-help-healthcare-community-address-potential-bias-resulting-from-algorithms.html

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

(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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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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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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Millions of black people affected by racial bias in health-care …

(Just Now) WEBAnd because the algorithm assigned people to high-risk categories on the basis of costs, those biases were passed on in its results: black people had to be sicker …

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

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Ethical limitations of algorithmic fairness solutions in health care

(3 days ago) WEBArtificial intelligence has exposed pernicious bias within health data that constitutes substantial ethical threat to the use of machine learning in medicine.1,2 Solutions of …

https://www.thelancet.com/journals/landig/article/PIIS2589-7500(20)30065-0/fulltext

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Exploring algorithmic bias and its impact on health research …

(3 days ago) WEBResources on Algorithmic Bias Medical Algorithms Are Failing Communities Of Color (2021) Health Affairs Forefront Vyas DA, Eisenstein LG, Jones DS. Hidden in Plain …

https://www.ohsu.edu/sites/default/files/2023-04/Algorithmic%20Bias%20Materials.pdf

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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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Algorithmic Bias In Health Care: A Path Forward

(9 days ago) WEBAlgorithmic Bias In Health Care: A Path Forward. Our recent paper in Science showed that an algorithm widely used for population health management has …

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

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Dissecting racial bias in an algorithm used to manage the health of

(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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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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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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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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People see more of their own biases in algorithms - Futurity

(9 days ago) WEBAlgorithms were supposed to make our lives easier and fairer: help us find the best job applicants, help judges impartially assess the risks of bail and bond …

https://www.futurity.org/bias-algorithms-3209622/

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Diagnosing bias in data-driven algorithms for healthcare

(9 days ago) WEBThis reformulation led to a reduction in bias by over 80%. When developing data-driven algorithms for healthcare, we should think carefully about the labels used …

https://www.nature.com/articles/s41591-019-0726-6

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Health Care Algorithms Can Improve or Worsen Disparities

(3 days ago) WEBIn recent years, artificial intelligence has reached many parts of health care, and other health care algorithms are now part of everyday practice in clinical care, …

https://ldi.upenn.edu/our-work/research-updates/health-care-algorithms-can-improve-or-worsen-racial-and-ethnic-disparities/

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Rising to the challenge of bias in health care AI - PMC

(4 days ago) WEBThis study therefore sheds light on an important but relatively understudied type of bias in health care, and raises bigger questions of how such bias arises and how it can be …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11017306/

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Why does implicit bias matter in health care? - The Conversation

(2 days ago) WEBTo understand what typical implicit bias training is like, our ongoing systematic review looks at 77 studies on implicit bias training programs in U.S. health care …

https://theconversation.com/do-implicit-bias-trainings-on-race-improve-health-care-not-yet-but-incorporating-the-latest-science-can-help-hospitals-treat-all-patients-equitably-226289

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Researchers reduce bias in pathology AI algorithms and enhance …

(1 days ago) WEBResearchers reduce bias in pathology AI algorithms and enhance accuracy using foundation models. Researchers explore causal machine learning, a new …

https://medicalxpress.com/news/2024-04-bias-pathology-ai-algorithms-accuracy.html

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Demographic bias in misdiagnosis by computational pathology …

(Just Now) WEBCurrent research indicates that medical outcomes can be influenced by social determinants of health 129,130,131 Vogeli, C. & Mullainathan, S. Dissecting …

https://www.nature.com/articles/s41591-024-02885-z

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