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Bias and ethical considerations in machine learning and the automation of perioperative risk assessment

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References

2019Dissecting racial bias in an algorithm used to manage the health of populations7,086 cited
2021A Survey on Bias and Fairness in Machine Learning5,798 cited
2018Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification3,509 cited
2016Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings1,615 cited
2013Learning Fair Representations1,126 cited
2013Simpson's paradox in psychological science: a practical guide539 cited
2019Uncovering and Mitigating Algorithmic Bias through Learned Latent Structure205 cited
2019Identifying and Correcting Label Bias in Machine Learning152 cited
2019Reporting guidelines for clinical trials evaluating artificial intelligence interventions are needed142 cited
2016FairML : ToolBox for diagnosing bias in predictive modeling70 cited

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2022Racial underrepresentation in dermatological datasets leads to biased machine learning models and inequitable healthcare41 cited
2024Ethical Considerations in AI Development39 cited
2025Biases in Artificial Intelligence Application in Pain Medicine19 cited

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