Understanding the performance and reliability of NLP tools: a comparison of four NLP tools predicting stroke phenotypes in radiology reports by Arlene Casey, Emma Davidson, Claire Grover, Richard Tobin, Andreas Grivas, Huayu Zhang, Patrick Schrempf, Patrick Schrempf, Alison Q. O'Neil, Alison Q. O'Neil, Liam Lee, Michael Walsh, Freya Pellie, Freya Pellie, Karen Ferguson, Vera Cvoro, Vera Cvoro, Honghan Wu, Honghan Wu, Heather Whalley, Heather Whalley, Grant Mair, Grant Mair, William Whiteley, William Whiteley, Beatrice Alex, Beatrice Alex

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