Algorithmic Fairness In Healthcare

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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 variation and intra-observer labelling

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

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Algorithmic Individual Fairness and Healthcare: A Scoping Review

(4 days ago) WEBIndividual fairness in algorithms constrains algorithms to the notion that “similar individuals should be treated similarly.”. We conducted a scoping review on …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10996729/

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Algorithm Fairness in AI for Medicine and Healthcare

(2 days ago) WEBIn the current development and deployment of many artificial intelligence (AI) systems in healthcare, algorithm fairness is a challenging problem in delivering …

https://arxiv.org/abs/2110.00603

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Algorithmic fairness in artificial intelligence for medicine and …

(1 days ago) WEBIn this Perspective, we outline fairness in machine learning through the lens of healthcare, and discuss how algorithmic biases (in data acquisition, genetic variation and intra …

https://pubmed.ncbi.nlm.nih.gov/37380750/

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Algorithmic Individual Fairness and Healthcare: A Scoping Review

(1 days ago) WEBObjective Statistical and artificial intelligence algorithms are increasingly being developed for use in healthcare. These algorithms may reflect biases that …

https://www.medrxiv.org/content/10.1101/2024.03.25.24304853v1

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Clinical algorithms, racism, and “fairness” in healthcare: A case of

(8 days ago) WEBAlgorithmic fairness in healthcare is a nascent field of study focused on the creation of nondiscriminatory algorithmic systems that are optimized to “ensure …

https://journals.sagepub.com/doi/10.1177/20539517231213820

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Can medical algorithms be fair? Three ethical …

(8 days ago) WEBObjective To demonstrate what it takes to reconcile the idea of fairness in medical algorithms and machine learning (ML) with the broader discourse of fairness and health equality in health research. Method The …

https://informatics.bmj.com/content/29/1/e100445

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Algorithmic Individual Fairness and Healthcare: A Scoping …

(8 days ago) WEBObjective. Statistical and artificial intelligence algorithms are increasingly being developed for use in health-care. These algorithms may reflect biases that …

https://www.medrxiv.org/content/10.1101/2024.03.25.24304853.full.pdf

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Algorithm Bias and Racial and Ethnic Disparities in Health and …

(8 days ago) WEBDifferent technical definitions of algorithmic fairness, such as sufficiency, separation, and independence, are mathematically mutually incompatible, trading off …

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

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On Algorithmic Fairness in Medical Practice Cambridge Quarterly …

(9 days ago) WEBThe application of machine-learning technologies to medical practice promises to enhance the capabilities of healthcare professionals in the assessment, …

https://www.cambridge.org/core/journals/cambridge-quarterly-of-healthcare-ethics/article/abs/on-algorithmic-fairness-in-medical-practice/C961BFF6311D83FBEF851240EA56E9F0

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Algorithmic Fairness and AI Justice in Addressing Health Equity

(2 days ago) WEBDemonstrated commitment to algorithmic fairness and/or algorithmic bias as a key area of focus or organizational theme. Ethical limitations of algorithmic …

https://link.springer.com/chapter/10.1007/978-3-031-07912-2_15

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Ideal algorithms in healthcare: Explainable, dynamic, precise

(3 days ago) WEBSeveral other methods for promoting algorithm fairness have been described . Models should be reevaluated over time to determine whether temporal …

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

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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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Enabling Fairness in Healthcare Through Machine Learning

(Just Now) WEBAgainst this backdrop, our main argument is that alternative forms of collaboration between ML algorithms and clinicians can promote fairness in …

https://link.springer.com/article/10.1007/s10676-022-09658-7

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On Algorithmic Fairness in Medical Practice - PubMed

(1 days ago) WEBOn Algorithmic Fairness in Medical Practice Camb Q Healthc Ethics. 2022 Jan;31(1):83-94. doi: 10.1017/S0963180121000839. make clear the normative relevance of these …

https://pubmed.ncbi.nlm.nih.gov/35049447/

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Algorithmic fairness in artificial intelligence for medicine and …

(Just Now) WEBFairness in machine learning is outlined through the lens of healthcare, and how algorithmic biases arising in clinical workflows can cause healthcare disparities …

https://www.semanticscholar.org/paper/Algorithmic-fairness-in-artificial-intelligence-for-Chen-Wang/d85d7a205dfdde6cc41f46141756d14348557218

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SPECIAL HEALTHCARE SERIES Promoting KEY TAKEAWAYS …

(4 days ago) WEBalgorithm development and algorithmic fairness in healthcare could help developers overcome the limitations of the current group fairness framework. As AI increasingly in …

https://hai.stanford.edu/sites/default/files/2022-09/HAI%20Policy%20Brief%20-%20Promoting%20Algorithmic%20Fairness%20in%20Clinical%20Risk%20Prediction.pdf

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Algorithm fairness in artificial intelligence for medicine and …

(4 days ago) WEBAlgorithm fairness: A concept for defining, quantifying and mitigating unfairness from machine-learning predictions that may cause disproportionate harm to individuals or …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10632090/

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Federation University Australia, Australia Griffith University

(2 days ago) WEBmisuse [51]. Algorithmic fairness issues have significant implications for our daily lives, spanning healthcare [104], Is a Racially-biased Algorithm Delaying …

https://arxiv.org/pdf/2405.09543

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Algorithmic fairness in artificial intelligence for medicine and …

(4 days ago) WEBAlgorithm fairness. A concept for defining, quantifying and mitigating unfairness from machine-learning predictions that may cause disproportionate harm to individuals or …

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

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Using AI for public impact: Insights from Dr. Soroush Saghafian

(8 days ago) WEBUnderstand and mitigate algorithm aversion in healthcare. While some argue that excluding race from algorithms promotes fairness, others believe its inclusion …

https://www.fastcompany.com/91125138/using-ai-for-public-impact-insights-from-dr-soroush-saghafian

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From Bias To Fairness: Trustworthy AI Through Responsible

(7 days ago) WEBBiased training data is akin to this shaky foundation, leading to unfair outcomes and perpetuating harmful stereotypes. Take the example of a recruiting …

https://www.forbes.com/sites/forbestechcouncil/2024/05/15/from-bias-to-fairness-trustworthy-ai-through-responsible-development/

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Guarding human health: AI empowers innovative applications in

(Just Now) WEB“If life is a marathon, then health is the key to its duration.” Health is not only the foundation of happiness and societal progress but also a pivotal aspect of the …

https://www.microsoft.com/en-us/research/lab/microsoft-research-asia/articles/guarding-human-health-ai-empowers-innovative-applications-in-healthcare/

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Fair Federated Learning with Opposite GAN Knowledge-Based …

(1 days ago) WEBThe results demonstrate that our method successfully enhances algorithmic fairness and performance consistency. It achieves superior results compared to baseline methods. In …

https://dl.acm.org/doi/10.1016/j.knosys.2024.111420

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Dirty Data: An Opportunity for Cleaning up Bias in AI

(3 days ago) WEBThat realization provided the framework for Jeong’s novel approach to identifying and mitigating the ever-evolving ethical challenges presented by AI-powered …

https://engineering.ucsb.edu/news/dirty-data-opportunity-cleaning-bias-ai

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Health care algorithms can make racial inequities worse while …

(9 days ago) WEBThe researchers reviewed 63 studies on algorithms in health care to assess how their treatment of race affected a patient’s outcomes. Results varied. One study, for …

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

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Electronic Health Record System Adopts STEADI Algorithm to …

(2 days ago) WEBImpact. Implementation of the STEADI workflow and EHR tools at the OHSU clinic had a national impact. In December 2015, Epic—a healthcare software …

https://www.cdc.gov/steadi/success-stories/ehrs.html

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[2405.09543] Algorithmic Fairness: A Tolerance Perspective

(2 days ago) WEBRecent advancements in machine learning and deep learning have brought algorithmic fairness into sharp focus, illuminating concerns over discriminatory …

https://arxiv.org/abs/2405.09543

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I unintentionally created a biased AI algorithm 25 years ago – tech

(4 days ago) WEBThe author’s 1998 head-tracking algorithm used skin color to distinguish a face from the background of an image. Source: John MacCormick, CC BY-ND. I used a …

https://theconversation.com/i-unintentionally-created-a-biased-ai-algorithm-25-years-ago-tech-companies-are-still-making-the-same-mistake-203734

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Electronic Health Record–Based Algorithm for Monitoring …

(4 days ago) WEBWe used the Electronic Medical Record Support for Public Health (ESP, https://www.esphealth.org) public health surveillance platform to develop the RAVIOLI …

https://wwwnc.cdc.gov/eid/article/30/6/23-0473_article

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A revision to the United States national ALS registry's algorithm to

(Just Now) WEBCarolinas Medical Center, Atrium Health, University of North Carolina School of Medicine – Charlotte Campus, Charlotte, NC, USA; the effort by the National ALS …

https://www.cdc.gov/als/php/publications/a-revision-to-the-united-states-national-als-registrys-algorithm-to-improve-case-ascertainment.html

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Methodist ranked in nation's top 10 for inclusion and fairness

(1 days ago) WEBDALLAS — Methodist Health System has been named among the top 10 hospitals and health systems in the country for excellence in workplace fairness and …

https://www.methodisthealthsystem.org/press-releases/2024/may/methodist-ranked-in-nations-top-10-for-inclusion/

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Diabetes Algorithm (My Family Health Portrait Web-Based Tool)

(6 days ago) WEBAlgorithm basis. This algorithm is based on a version of the Diabetes Risk Test as developed by the American Diabetes Association. Additional information about …

https://www.cdc.gov/family-health-history/php/mfhp-algorithms/diabetes-my-family-health-portrait-web-based-tool.html

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[2405.04816] Testing the Fairness-Improvability of Algorithms

(2 days ago) WEBView a PDF of the paper titled Testing the Fairness-Improvability of Algorithms, by Eric Auerbach and 3 other authors. We establish the large-sample …

https://arxiv.org/abs/2405.04816

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Hereditary Breast and Ovarian Cancer Algorithm (MFHP: Cancer)

(3 days ago) WEBThis page provides the algorithm for hereditary breast and ovarian cancer for the MFHP: Cancer app, available for iOS and Android. This algorithm assesses risk …

https://www.cdc.gov/family-health-history/php/mfhp-algorithms/hereditary-breast-and-ovarian-cancer.html

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