Black Box Issues In Healthcare

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Unpacking the black box of improvement - PMC - National Cente…

(3 days ago) People also askWhat is the 'black box problem'?The ‘black box problem’ is a long-standing talking point in debates about artificial intelligence (AI). This is a significant point of tension between ethicists, programmers, clinicians and anyone else working on developing AI for healthcare applications.Defining the undefinable: the black box problem in healthcare jme.bmj.comAre black-boxes affecting the quality of healthcare?Black-boxes that lack sufficient intelligibility do not readily allow for an iterative knowledge-discovery process (though work is underway to develop flexible and interpretable AI systems [ 43 ]). This becomes another way in which the quality of healthcare could be affected by black-boxes.The three ghosts of medical AI: Can the black-box present deliver?sciencedirect.comAre black boxes causing harm in medicine?Although this is a thought experiment and not a real-world occurrence, it illustrates the potential harm which may be caused by black boxes being applied in medicine before they are explainable enough. It is the opaque working process within the medical AI systems that contributes to the serious harm caused by misdiagnoses. 4.#N##N#Review#N##N#Medical artificial intellegence and the black bo…sciencedirect.comAre black box algorithms a problem in medicine?The use of black box algorithms in medicine has raised scholarly concerns due to their opaqueness and lack of trustworthiness. Concerns about potential bias, accountability and responsibility, patient autonomy and compromised trust transpire with black box algorithms. These worries connect epistemic concerns with normative issues.Who is afraid of black box algorithms? On the epistemological and jme.bmj.comFeedbackJournal of Medical Ethicshttps://jme.bmj.com/content/48/10/764Defining the undefinable: the black box problem in …WebThe ‘black box problem’ is a long-standing talking point in debates about artificial intelligence (AI). This is a significant point of tension between ethicists, programmers, clinicians and anyone else working on developing AI for healthcare applications. …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5909642/#:~:text=The%20%E2%80%98black%20box%E2%80%99%20refers%20to%20the%20fact%20that,process%20of%20by%20which%20the%20improvement%20took%20place.

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Navigating the black box AI debate in healthcare

(7 days ago) WebOne of the major appeals of healthcare AI is its potential to augment clinician performance and improve care, but the black box problem significantly inhibits how well these tools …

https://healthitanalytics.com/features/navigating-the-black-box-ai-debate-in-healthcare

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The three ghosts of medical AI: Can the black-box present deliver

(7 days ago) WebThis becomes another way in which the quality of healthcare could be affected by black-boxes. Further, there is some risk that dependency on black-boxes that do not or cannot …

https://www.sciencedirect.com/science/article/pii/S0933365721001512

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Who is afraid of black box algorithms? On the epistemological and

(1 days ago) WebThe use of black box algorithms in medicine has raised scholarly concerns due to their opaqueness and lack of trustworthiness. Concerns about potential bias, accountability …

https://pubmed.ncbi.nlm.nih.gov/33737318/

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Black-box assisted medical decisions: AI power vs. ethical physician

(Just Now) WebI raise an ethical problem with physicians using “black box” medical AI algorithms, arguing that its use would compromise proper patient care. Even if AI results are reliable, my …

https://link.springer.com/article/10.1007/s11019-023-10153-z

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Why black box machine learning should be avoided for high …

(Just Now) WebFor black box health-care models, the physician cannot easily determine whether predictions are actually valid for the current patient. The patient’s situation might be …

https://www.nature.com/articles/s43586-022-00172-0

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Defining the undefinable: The black box problem in healthcare

(5 days ago) WebWadden defines black box issues in healthcare AI as occurring "whenever the reasons why an AI decision-maker has In health care settings, the black box effect may lead …

https://www.researchgate.net/publication/353414034_Defining_the_undefinable_The_black_box_problem_in_healthcare_artificial_intelligence

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Responsibility Gaps and Black Box Healthcare AI: Shared

(Just Now) WebWe will here focus on responsibility gaps related to what we will call “black box healthcare AI” (henceforth BBHAI) in particular. While many existing discussions of responsibility …

https://link.springer.com/article/10.1007/s44206-023-00073-z

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Transparency and the Black Box Problem: Why We Do Not Trust AI …

(Just Now) WebXAI refers to that class of models developed to address the black box problem in AI by making DL more transparent, interpretable, and explainable. XAI provides a simplified …

https://link.springer.com/article/10.1007/s13347-021-00477-0

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Who is afraid of black box algorithms? On the epistemological and

(6 days ago) WebThe use of black box algorithms in medicine has raised scholarly concerns due to their opaqueness and lack of trustworthiness. Concerns about potential bias, accountability …

https://jme.bmj.com/content/47/5/329

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Black box problem and African views of trust - Nature

(Just Now) WebSpecifically, suppose health professionals and patients can overcome black-box clinical AI’s inherent epistemic and methodological limitations that generate black-box …

https://www.nature.com/articles/s41599-023-02213-9

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Stop explaining black box machine learning models for high stakes

(9 days ago) WebBlack box machine learning models are currently being used for high-stakes decision making throughout society, causing problems in healthcare, criminal justice and other …

https://www.nature.com/articles/s42256-019-0048-x

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Defining the undefinable: the black box problem in healthcare

(8 days ago) WebThis paper proposes a coherent and clear definition for the black box problem by synthesising various definitions in the literature and examining several criteria that can …

https://www.semanticscholar.org/paper/Defining-the-undefinable%3A-the-black-box-problem-in-Wadden/32762b39da410db78c1909316f6db35b953b9f75

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Why Racial Inequities Still Persist in Health Care - The New York …

(7 days ago) WebBlack infant mortality rates are also higher, with death rates of 10.62 per 1,000 live births for Black newborns, compared with 4.68 per 1,000 live births for white babies.

https://www.nytimes.com/2021/08/17/health/racial-disparities-health-care.html

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Healthcare must overcome AI’s ‘Black Box’ problem

(9 days ago) WebBind, a health tech startup focused on on-demand health insurance, enlists machine learning to do a better job of underwriting. Bind’s founder, Tony Miller, previously led …

https://medcitynews.com/2019/01/healthcare-must-overcome-ais-black-box-problem/

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Decoding U.S. Tort Liability in Healthcare's Black-Box AI Era: …

(Just Now) WebFirst, a broad approach to AI liability fails to provide solutions to some challenges posed by black-box AI in healthcare. Second, traditional concepts of human fault pose significant …

https://law.stanford.edu/publications/decoding-u-s-tort-liability-in-healthcares-black-box-ai-era-lessons-from-the-european-union/

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Unpacking the black box of improvement - PMC - National Center …

(3 days ago) WebIn unpacking the black box, we present and demonstrate how Cynefin framework from complexity theory can be used to categorize and evaluate quality improvement …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5909642/

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Defining the undefinable: the black box problem in healthcare

(1 days ago) WebThe 'black box problem' is a long-standing talking point in debates about artificial intelligence (AI). This is a significant point of tension between ethicists, programmers, …

https://pubmed.ncbi.nlm.nih.gov/34290113/

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Implementation of the Operating Room Black Box Research …

(3 days ago) WebWith technology increasingly being used in health care settings, the health care community should aim to optimize implementation processes in the best interest of health care …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8074833/

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Opening the Black Box of Electronic Health: Collecting, Analyzing, …

(3 days ago) WebAbstract. In electronic health (eHealth) research, limited insight has been obtained on process outcomes or how the use of technology has contributed to the users’ ability to …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5565791/

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AI’s Trust Problem - Harvard Business Review

(1 days ago) WebAs AI becomes more powerful, it faces a major trust problem. Consider 12 leading concerns: disinformation, safety and security, the black box problem, ethical concerns, bias, …

https://hbr.org/2024/05/ais-trust-problem

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What is health equity? How the idea grew – and why it matters

(9 days ago) WebHealth equity seeks to address that. "Health equity means that we achieve health that is as equal as possible, within the constraints of things we can fix," said Dr. Sandro Galea, …

https://www.heart.org/en/news/2024/04/24/what-is-health-equity-how-the-idea-grew-and-why-it-matters

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Black Box Analysis Offers Transparency in Healthcare M&A …

(Just Now) WebBlack box analysis for healthcare is a process that can provide clarity into these insurance rates by projecting managed care revenue through a model that uses historical …

https://www.elitelearning.com/resource-center/health-systems-management/hsm-news/black-box-analysis-offers-transparency-in-healthcare-ma-transactions/

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National Minority Health Month: Understanding Culture - CDC …

(Just Now) WebFigure 1: The Vital Conditions for Health and Well-Being framework, indicating the seven necessary conditions for community resilience. See https://www.communitycommons.org …

https://blogs.cdc.gov/healthequity/2024/04/30/national-minority-health-month-understanding-culture-community-and-connections-to-advance-health-equity/

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Biden-Harris Administration Invests $105 Million in Community …

(Just Now) WebHRSA’s Enhancing Maternal Health Initiative is focused on accelerating HRSA’s maternal health work to address maternal mortality and maternal health disparities in partnership …

https://www.hhs.gov/about/news/2024/04/29/biden-harris-administration-invests-105-million-community-based-organizations-improve-maternal-infant-health-across-country.html

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Implementing Black Box Warnings (BBWs) in Health Information …

(3 days ago) Web2. Objectives. To develop a practical approach for implementing clinical decision support (CDS) for medication black box warnings (BBWs) into health information systems (HIS). …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3613013/

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Women live more years in ill-health than men, finds gender health …

(3 days ago) WebWomen live longer than men but experience more years in poor health, according to a global gender health gap analysis that experts say underlines an urgent need for action …

https://www.theguardian.com/society/2024/may/01/women-live-more-years-ill-health-than-men-gender-health-gap-study

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Beyond China's Black Box Center for a New American Security (en …

(5 days ago) WebExecutive Summary. China’s foreign and security policymaking apparatus is often described as a metaphorical black box about which analysts know little. That is true to an extent, …

https://www.cnas.org/publications/reports/beyond-chinas-black-box

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US maternal mortality rate declines, but disparities remain, new …

(8 days ago) WebHowever, Black women still had higher rates of maternal deaths than other women. The US maternal mortality rate fell from 32.9 maternal deaths per 100,000 live births in 2021 to …

https://www.cnn.com/2024/05/01/health/maternal-mortality-cdc-report/index.html

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Conference sheds light on healthcare disparities for Black women

(3 days ago) WebA little over a year ago, the Black Women’s Health Initiative was formed to address the underlying concern. Organizers for Saturday’s conference say one goal was to highlight …

https://www.wdtn.com/community/health/conference-sheds-light-on-healthcare-disparities-for-black-women/

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Black youth face multiple barriers accessing mental health care

(9 days ago) WebThe Black Physicians' Association of Ontario is holding a conference in Toronto on Saturday to address issues related to Black youth's access to mental health care.

https://globalnews.ca/news/10469585/black-youth-barriers-to-mental-health-care/

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