{"id":2999,"date":"2022-12-10T17:01:18","date_gmt":"2022-12-10T16:01:18","guid":{"rendered":"https:\/\/www.geodaisics.com\/2022\/12\/10\/ai-for-radiographic-covid-19-detection-selects-shortcuts-over-signal\/"},"modified":"2023-07-11T10:05:35","modified_gmt":"2023-07-11T08:05:35","slug":"ai-for-radiographic-covid-19-detection-selects-shortcuts-over-signal","status":"publish","type":"post","link":"https:\/\/www.geodaisics.com\/en\/ai-for-radiographic-covid-19-detection-selects-shortcuts-over-signal\/","title":{"rendered":"AI for radiographic COVID-19 detection selects shortcuts over signal"},"content":{"rendered":"<p>[et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.19.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row _builder_version=&#8221;4.19.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.19.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.19.4&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;||20px|||&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>This article published in <em>Nature Machine Intelligence<\/em> explains how deep-learning classification algorithms can learn non-medical and irrelevant information by making &#8220;shortcuts&#8221;, and then replicate them in an external validation base.<\/p>\n<p>This article highlights the importance of the quality of the data selected for AI learning to reduce &#8220;shortcuts&#8221;. Even so, the possibility of irrelevant learning is not entirely absent, so it seems necessary to focus on explainable AI approaches to overcome this bias.  <\/p>\n<p>[\/et_pb_text][et_pb_button button_url=&#8221;https:\/\/www.nature.com\/articles\/s42256-021-00338-7&#8243; url_new_window=&#8221;on&#8221; button_text=&#8221;View article&#8221; _builder_version=&#8221;4.19.4&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;8px||8px||true|false&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_button][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>This article explains how deep learning classification algorithms can learn non-medical, irrelevant information, then replicate it in an external validation base.<\/p>\n","protected":false},"author":1,"featured_media":2832,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[48],"tags":[],"class_list":["post-2999","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news-ai-in-healthcare"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - 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