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Diagnostic performance of machine learning-based magnetic resonance algorithm vs conventional magnetic resonance imaging for predicting the likelihood of brain tumours.

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A systematic review of PubMed, Google Scholar and Cochrane databases along with registries (World Health Organization International Clinical Trials Registry Platform and ClinicalTrials.gov) from 1980–2021 was done. Original articles in… Click to show full abstract

A systematic review of PubMed, Google Scholar and Cochrane databases along with registries (World Health Organization International Clinical Trials Registry Platform and ClinicalTrials.gov) from 1980–2021 was done. Original articles in English evaluating conventional MRI or ML algorithms with/without usage of a reference standard were included. Data were extracted by two independent reviewers and meta-analysis was performed using a bivariate regression model.

Keywords: magnetic resonance; performance machine; machine learning; resonance; learning based; diagnostic performance

Journal Title: Clinical medicine
Year Published: 2022

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