1. A method executed by a processor of an optical character recognition (OCR) accuracy testing apparatus for testing an OCR process on a healthcare document, the method comprising: receiving an original text file and a template for the healthcare document, the healthcare document being one of an electronic health record, a lab result, a patient visit record, a triage report, an emergency room report, or a surgery report, wherein the original text file comprises machine-readable text, wherein the template defines a font and a layout to be applied to the text in the original text file; automatically converting the original text file according to the font and the layout defined by the template to generate a plurality of images of different file formats, each image in the plurality of images having pixels indicative of the text, an associated resolution, and the font and the layout defined by the template; causing the OCR process to be executed for each image in the plurality of images to generate a converted text file for each image, the converted text file for each image comprising second machine-readable text, wherein the second machine-readable text is based upon the pixels; calculating, with the processor, an accuracy score of the OCR process for each image in the plurality of the images based on a comparison of the text in the original text file and the second text in the converted text file for each image; and flagging an image in the plurality of images when an accuracy score of the OCR process associated with the image is below a threshold score, wherein flagging the image indicates that a problem exists in the OCR process with respect to a file format of the image and the template.
1. A method executed by a processor of an optical character recognition (OCR) accuracy testing apparatus for testing an OCR process on a healthcare document, the method comprising: receiving an original text file and a template for the healthcare document, the healthcare document being one of an electronic health record, a lab result, a patient visit record, a triage report, an emergency room report, or a surgery report, wherein the original text file comprises machine-readable text, wherein the template defines a font and a layout to be applied to the text in the original text file; automatically converting the original text file according to the font and the layout defined by the template to generate a plurality of images of different file formats, each image in the plurality of images having pixels indicative of the text, an associated resolution, and the font and the layout defined by the template; causing the OCR process to be executed for each image in the plurality of images to generate a converted text file for each image, the converted text file for each image comprising second machine-readable text, wherein the second machine-readable text is based upon the pixels; calculating, with the processor, an accuracy score of the OCR process for each image in the plurality of the images based on a comparison of the text in the original text file and the second text in the converted text file for each image; and flagging an image in the plurality of images when an accuracy score of the OCR process associated with the image is below a threshold score, wherein flagging the image indicates that a problem exists in the OCR process with respect to a file format of the image and the template. 5. The method of claim 1 , wherein a name of the healthcare document is stored in association with an identifier of the original text file.