Artificial intelligence in pharmacovigilance: Do we need explainability?
Sign Up to like & getrecommendations! Published in 2022 at "Pharmacoepidemiology and Drug Safety"
DOI: 10.1002/pds.5501
Abstract: With increasing deployment of complex and opaque machine learning algorithms (black boxes) to make decisions in areas that profoundly affect individuals such as underwriting, judicial sentencing, and robotic driving, are increasing calls for explanations of… read more here.
Keywords: explainability; black boxes; intelligence pharmacovigilance; artificial intelligence ... See more keywords
Visualizing surrogate decision trees of convolutional neural networks
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DOI: 10.1007/s12650-019-00607-z
Abstract: Abstract Interpreting the decision-making of black boxes in machine learning becomes urgent nowadays due to their lack of transparency. One effective way to interpret these models is to transform them into interpretable surrogate models such… read more here.
Keywords: decision; neural networks; black boxes; surrogate decision ... See more keywords
Are we there yet? Every computational theory needs a few black boxes, including theories about groups
Sign Up to like & getrecommendations! Published in 2022 at "Behavioral and Brain Sciences"
DOI: 10.1017/s0140525x21001217
Abstract: Abstract Pietraszewski exemplifies the need for computational theory using group conflict; I complement this with an example of group cooperation. He criticizes past theories for having black boxes; I suggest his theory also has a… read more here.
Keywords: theory; black boxes; every computational; yet every ... See more keywords
Triage, consent and trusting black boxes
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DOI: 10.1136/medethics-2021-107453
Abstract: A similar concern to temper utilitarian considerations, in this case with an Aristotelian view of the common good as ‘the good life for each and every member of the community’ is expressed in ‘Public health… read more here.
Keywords: triage consent; consent trusting; black boxes; trusting black ... See more keywords
Ethical Issues in the Utilization of Black Boxes for Artificial Intelligence in Medicine
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DOI: 10.3233/shti220709
Abstract: Artificial Intelligence (AI) has made major progress in recent years in many fields. With regard of medicine however, the utilization of AI raises numerous ethical questions, especially since newer and much more accurate algorithms function… read more here.
Keywords: black boxes; artificial intelligence; ethical issues; issues utilization ... See more keywords