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November 1, 2022BMC Medical Research Methodology96 citationsOpen Access

Machine learning in medicine: a practical introduction to techniques for data pre-processing, hyperparameter tuning, and model comparison

APAndré PfobSLSheng-Chieh LuCSChris Sidey‐Gibbons

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Abstract

Our paper allows clinicians and medical researchers who are interested in using ML algorithms to understand and recreate the elements of a comprehensive ML analysis. Following our instructions may help to improve model generalizability and reproducibility in medical ML studies.

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Pfob et al. (2022) studied this question.

synapsesocial.com/papers/69d93b9cc7f0c3ae80a3c67fhttps://doi.org/10.1186/s12874-022-01758-8
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