{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/using-apple-machine-learning-algorithms-to","title":"Using Apple Machine Learning Algorithms to Detect and Subclassify Non-Small Cell Lung Cancer","arxiv_id":"1808.08230","date":"2018-08-24","proceeding":null,"authors":["Andrew A. Borkowski","Catherine P. Wilson","Steven A. Borkowski","Lauren A. Deland","Stephen M. Mastorides"],"abstract":"Lung cancer continues to be a major healthcare challenge with high morbidity\nand mortality rates among both men and women worldwide. The majority of lung\ncancer cases are of non-small cell lung cancer type. With the advent of\ntargeted cancer therapy, it is imperative not only to properly diagnose but\nalso sub-classify non-small cell lung cancer. In our study, we evaluated the\nutility of using Apple Create ML module to detect and sub-classify non-small\ncell carcinomas based on histopathological images. After module optimization,\nthe program detected 100% of non-small cell lung cancer images and successfully\nsubclassified the majority of the images. Trained modules, such as ours, can be\nutilized in diagnostic smartphone-based applications, augmenting diagnostic\nservices in understaffed areas of the world.","url_abs":"http://arxiv.org/abs/1808.08230v2","url_pdf":"http://arxiv.org/pdf/1808.08230v2.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"using-apple-machine-learning-algorithms-to","repo_url":"https://github.com/stevedepp/CoreMLiPhoneApp","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"machine-learning","task_name":"BIG-bench Machine Learning"},{"task_slug":"diagnostic","task_name":"Diagnostic"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}