{"id":29693,"date":"2021-11-10T09:47:21","date_gmt":"2021-11-10T07:47:21","guid":{"rendered":"https:\/\/yas.life\/?p=29693"},"modified":"2025-09-19T12:27:14","modified_gmt":"2025-09-19T10:27:14","slug":"ai-in-healthcare","status":"publish","type":"post","link":"https:\/\/yas.life\/en\/ai-in-healthcare\/","title":{"rendered":"Artificial Intelligence in Healthcare"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"29693\" class=\"elementor elementor-29693 elementor-24485\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t\t\t<main class=\"elementor-section elementor-top-section elementor-element elementor-element-3eb3af01 elementor-section-height-min-height elementor-section-items-top elementor-section-boxed elementor-section-height-default\" data-id=\"3eb3af01\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-707d968\" data-id=\"707d968\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6b9348f6 elementor-widget elementor-widget-image\" data-id=\"6b9348f6\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.17.0 - 01-11-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1000\" height=\"563\" src=\"https:\/\/yas.life\/wp-content\/uploads\/2022\/03\/artificial-intelligence-1.png\" class=\"attachment-full size-full wp-image-29887\" alt=\"ai in healthcare\" srcset=\"https:\/\/yas.life\/wp-content\/uploads\/2022\/03\/artificial-intelligence-1.png 1000w, https:\/\/yas.life\/wp-content\/uploads\/2022\/03\/artificial-intelligence-1-300x169.png 300w, https:\/\/yas.life\/wp-content\/uploads\/2022\/03\/artificial-intelligence-1-1024x576.png 1024w, https:\/\/yas.life\/wp-content\/uploads\/2022\/03\/artificial-intelligence-1-768x432.png 768w, https:\/\/yas.life\/wp-content\/uploads\/2022\/03\/artificial-intelligence-1-1536x864.png 1536w, https:\/\/yas.life\/wp-content\/uploads\/2022\/03\/artificial-intelligence-1-2048x1152.png 2048w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-2953980e elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"2953980e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-44c35ce1\" data-id=\"44c35ce1\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1c2a041d elementor-widget elementor-widget-heading\" data-id=\"1c2a041d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.17.0 - 01-11-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h1 class=\"elementor-heading-title elementor-size-default\">Artificial intelligence (AI) in healthcare<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5775b22f elementor-toc--minimized-on-tablet elementor-widget elementor-widget-table-of-contents\" data-id=\"5775b22f\" data-element_type=\"widget\" data-settings=\"{&quot;exclude_headings_by_selector&quot;:[],&quot;headings_by_tags&quot;:[&quot;h2&quot;,&quot;h3&quot;,&quot;h4&quot;,&quot;h5&quot;,&quot;h6&quot;],&quot;marker_view&quot;:&quot;numbers&quot;,&quot;minimize_box&quot;:&quot;yes&quot;,&quot;minimized_on&quot;:&quot;tablet&quot;,&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor-pro - v3.17.0 - 01-11-2023 *\/\n.elementor-widget-table-of-contents .elementor-toc__header-title{color:var(--header-color)}.elementor-widget-table-of-contents.elementor-toc--collapsed .elementor-toc__toggle-button--collapse,.elementor-widget-table-of-contents:not(.elementor-toc--collapsed) .elementor-toc__toggle-button--expand{display:none}.elementor-widget-table-of-contents .elementor-widget-container{min-height:var(--box-min-height);border:var(--box-border-width,1px) solid var(--box-border-color,#9da5ae);border-radius:var(--box-border-radius,3px);background-color:var(--box-background-color);transition:min-height .4s;overflow:hidden}.elementor-toc__header{display:flex;align-items:center;justify-content:space-between;padding:var(--box-padding,20px);background-color:var(--header-background-color);border-bottom:var(--separator-width,1px) solid var(--box-border-color,#9da5ae)}.elementor-toc__header-title{font-size:18px;margin:0;color:var(--header-color)}.elementor-toc__toggle-button{cursor:pointer;display:inline-flex}.elementor-toc__toggle-button i{color:var(--toggle-button-color)}.elementor-toc__toggle-button svg{height:1em;width:1em;fill:var(--toggle-button-color)}.elementor-toc__spinner-container{text-align:center}.elementor-toc__spinner{font-size:2em}.elementor-toc__spinner.e-font-icon-svg{height:1em;width:1em}.elementor-toc__body{padding:var(--box-padding,20px);max-height:var(--toc-body-max-height);overflow-y:auto}.elementor-toc__body::-webkit-scrollbar{width:7px}.elementor-toc__body::-webkit-scrollbar-thumb{background-color:#babfc5;border-radius:10px}.elementor-toc__list-wrapper{list-style:none;padding:0}.elementor-toc__list-item{margin-bottom:.5em}.elementor-toc__list-item.elementor-item-active{font-weight:700}.elementor-toc__list-item 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.elementor-toc__list-item-text{white-space:nowrap;overflow:hidden;text-overflow:ellipsis}.elementor-toc__list-items--collapsible>.elementor-toc__list-wrapper>.elementor-toc__list-item>.elementor-toc__list-wrapper{display:none}.elementor-toc__heading-anchor{position:absolute}.elementor-toc__body .elementor-toc__list-item-text{color:var(--item-text-color);-webkit-text-decoration:var(--item-text-decoration);text-decoration:var(--item-text-decoration)}.elementor-toc__body .elementor-toc__list-item-text:hover{color:var(--item-text-hover-color);-webkit-text-decoration:var(--item-text-hover-decoration);text-decoration:var(--item-text-hover-decoration)}.elementor-toc__body .elementor-toc__list-item-text.elementor-item-active{color:var(--item-text-active-color);-webkit-text-decoration:var(--item-text-active-decoration);text-decoration:var(--item-text-active-decoration)}ol.elementor-toc__list-wrapper{counter-reset:item}ol.elementor-toc__list-wrapper .elementor-toc__list-item{counter-increment:item}ol.elementor-toc__list-wrapper .elementor-toc__list-item-text-wrapper:before{content:counters(item,\".\") \". \"}<\/style>\t\t<div class=\"elementor-toc__header\">\n\t\t\t<div class=\"elementor-toc__header-title\">\n\t\t\t\tContent\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__5775b22f\" aria-expanded=\"true\" aria-label=\"Open table of contents\"><i aria-hidden=\"true\" class=\"fas fa-chevron-down\"><\/i><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__5775b22f\" aria-expanded=\"true\" aria-label=\"Close table of contents\"><i aria-hidden=\"true\" class=\"fas fa-chevron-up\"><\/i><\/div>\n\t\t\t\t\t<\/div>\n\t\t<div id=\"elementor-toc__5775b22f\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<i class=\"elementor-toc__spinner eicon-animation-spin eicon-loading\" aria-hidden=\"true\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c1c5ce3 elementor-widget elementor-widget-text-editor\" data-id=\"c1c5ce3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.17.0 - 01-11-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>In healthcare in particular, there is an enormous amount of relevant data that can contribute to better medical care for patients. However, an analysis of these health data is extensive and complex. Therefore, it becomes almost impossible to examine them exclusively by selected professionals (1). This is where artificial intelligence (AI) comes in. Deep, continuous analysis using AI and analytics tools can eliminate this existing discrepancy. Thus, there is an opportunity to sustainably improve services in healthcare and to advance research even further (1).<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-784720a1 elementor-widget elementor-widget-heading\" data-id=\"784720a1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Opportunities and threats of artificial intelligence<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-158a1d7e elementor-widget elementor-widget-text-editor\" data-id=\"158a1d7e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"vce-text-block\"><div id=\"el-3f60c994\" class=\"vce-text-block-wrapper vce\" data-vce-do-apply=\"all el-3f60c994\"><p>AI-based technologies have the potential to fundamentally change the healthcare system. Stakeholders such as physicians, patients and insurance companies can benefit from these forward-looking developments. However, for successful implementation, it must be ensured that the interests of all stakeholders are represented (2). It is therefore advisable to take a closer look at the opportunities and risks arising from the use of artificial intelligence (3; 4):<\/p><\/div><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-054c257 elementor-widget elementor-widget-heading\" data-id=\"054c257\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Opportunities from Artificial Intelligence<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b57069c elementor-widget elementor-widget-text-editor\" data-id=\"b57069c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul><li>Personalized medicine<\/li><li>Strengthening the rights of patients<\/li><li>Support in diagnosis<\/li><li>Cross-sector processes and networked treatment<\/li><li>Social participation and inclusion<\/li><li>Increased knowledge and access to knowledge<\/li><li>Process and workflow optimization<\/li><li>Support in everyday life<\/li><li>Counteracting underuse<\/li><li>Promoting communication between<br \/>patients<\/li><li>Reduction of side effects in treatment<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a27808 elementor-widget elementor-widget-heading\" data-id=\"9a27808\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Opportunities from Artificial Intelligence<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2bde816 elementor-widget elementor-widget-text-editor\" data-id=\"2bde816\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul><li>Erroneous and discriminatory decisions by AI systems.<\/li><li>Risks to quality of care<\/li><li>Ethical issues: Danger due to dependencies and increasing cost pressure in healthcare<\/li><li>Data protection<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d12838 elementor-widget elementor-widget-text-editor\" data-id=\"4d12838\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>This list shows that, overall, there are more opportunities than threats arising from the use of artificial intelligence. However, the main concerns to be taken into account are those relating to data security. The use of AI-based technologies is also covered by the General Data Protection Regulation (GDPR). In the case of further processing of data, for example, Art. 6 (4) DSGVO applies, which only permits further processing if the new purpose is compatible with the original purpose of the data collection (6).<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-55f3549 elementor-widget elementor-widget-heading\" data-id=\"55f3549\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What areas of application already exist for AI?<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8901160 elementor-widget elementor-widget-text-editor\" data-id=\"8901160\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>AI has long since found its way into industry. The collection and analysis of data with the help of AI applications are used, for example, for the quality assurance of goods. This allows them to be examined quickly and efficiently for possible defects or damage. AI-based analyses in energy management help predict continuous energy consumption and distribution in production facilities. As a result, both production and energy costs can be optimized. With the help of scheduled data analyses, needs-based maintenance of machines and systems is made possible, which significantly reduces the number of downtimes.<\/p><p>Administrative processes in areas such as sales, customer service or marketing can also be improved by AI methods (7). For example, &#8220;chatbots&#8221; are used on websites to facilitate customer service. In this way, various inquiries are answered automatically and without direct human intervention. Artificial intelligence is also of great importance for strategic marketing. Advertising measures in online marketing can be controlled for specific target groups in order to avoid wastage. On the one hand, only the relevant target group is addressed, and on the other hand, costs can be saved.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d5900a elementor-widget elementor-widget-heading\" data-id=\"5d5900a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How is AI being used in medicine?<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d0b973 elementor-widget elementor-widget-text-editor\" data-id=\"4d0b973\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"vce-text-block\"><div id=\"el-78abce2b\" class=\"vce-text-block-wrapper vce\" data-vce-do-apply=\"all el-78abce2b\"><p>In medicine, too, AI methods are already being used in the field of health research and care. This includes diagnosis and therapy, monitoring and follow-up care of patients, and the control of medical processes. Intelligent computer programs can predict courses of disease and therapy on an individual basis. For example, genetic examinations and image data can be used to calculate the aggressiveness of tumors, which favors the planning of further treatment options. Furthermore, operations can be facilitated by AI-supported systems. For example, surgeons can obtain information during an operation using voice or gesture control. This information then appears in the eyepiece of the surgical microscope. This avoids interruptions during the procedure (8).<\/p><p><br \/>There are also already applications in the field of self-care that make use of AI-based technologies. The app &#8220;Lindera&#8221; uses a 3D image of gait movement to provide a mobility analysis of patients at risk of falling. Artificial intelligence is used here to digitally translate the diagnostic eye of doctors and nurses. Digitizing the analysis of risk factors and action planning is intended to prevent falls in old age, systematize care documentation, minimize costs, and ultimately relieve relatives and caregivers (9). The app &#8220;Kata&#8221; helps with the correct use of inhalation devices in order to avoid application errors and thus negative consequences for patients. Users are guided step by step through the inflation process. They also receive a reminder to inhale and an assessment of whether they have completed each step of the inhalation process correctly. Thus, AI methods help sufferers to improve the handling of all common inhalation devices (10). It can be seen that many application areas of AI already exist in medicine. In general, one can speak of a positive added value, since the healthcare system is relieved by the use of digital technologies.<\/p><\/div><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f9543bd elementor-widget elementor-widget-heading\" data-id=\"5f9543bd\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What does Big Data in AI mean for the healthcare sector?<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ef1eaac elementor-widget elementor-widget-text-editor\" data-id=\"ef1eaac\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>One major opportunity presented by new technologies is personalized medicine. This will enable better therapies and treatments for patients by individually tailoring certain clinical pictures to the persons to be treated. However, such a development will only be feasible with the involvement of Big Data and AI. The creation of intelligent diagnostics and treatment options requires the collection, processing as well as evaluation of existing data from as many people as possible. Particularly in the evaluation of drugs and therapies, the comparison of data from different patients plays a major role. This is because diseases often arise from a complex relationship between genetic aspects, environmental influences and lifestyle habits. Digital processes of Big Data and AI will provide deeper insights into the human blueprint through gene, protein and molecular analyses and will make it easier to understand the processes in our bodies. This will ultimately enable diseases to be detected more quickly, treated more effectively and monitored. In addition, optimized and also affordable care can be ensured at the same time (11).<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bf08380 elementor-widget elementor-widget-heading\" data-id=\"bf08380\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Fitness Tracker und Wearables \u2013 Welche Rolle spielen die Fitness-Devices f\u00fcr die Zukunft?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53a975a elementor-widget elementor-widget-heading\" data-id=\"53a975a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Ist KI bereits in Digital Health angekommen?<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0a2587e elementor-widget elementor-widget-text-editor\" data-id=\"0a2587e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Fitness devices such as pedometers, heart rate monitors and heart rate monitors accompany many people through their daily lives. The intelligent networking of such objects with the Internet has almost become the norm. A particularly large trend is emerging in the area of fitness &amp; health devices. Around one third of people living in Germany use wearables to track their athletic performance or medical values. Fitness devices have the potential to contribute to health prevention. This is also shown in a study by the German Association for Information Technology, Telecommunications and New Media e.V. (Bitkom), in which 75 % of respondents stated that they would forward their health data to their doctor in the event of illness. This allows conclusions to be drawn about the patient&#8217;s condition and enables better treatment. However, the protection of the transmitted data must also be guaranteed here by the GDPR (12).<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2d27e2 elementor-widget elementor-widget-text-editor\" data-id=\"2d27e2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Many applications from the digital health sector are already making use of AI-based technologies. The trend is particularly evident in health apps. This is also shown by the previously mentioned examples of &#8220;Lindera&#8221; and &#8220;Kata&#8221;. However, the list of healthcare apps is much longer. Some even bear the designation Digital Health Apps (DiGA) and are thus officially part of standard patient care. DiGAs must demonstrate a medical benefit. If no clear scientific evidence of efficacy and efficiency is demonstrated after one year since introduction, the status of digital health app is dropped (13). The DiGA &#8220;somnio&#8221; helps users to optimize their sleep behavior. Through information and answers provided by a sleep diary, the app creates personalized training that helps achieve set sleep goals. The connection of a sleep tracker and &#8220;somnio&#8221; also enables automated recording of central sleep data (14). Since October 2020, the app and also others from the DiGA directory can be prescribed by physicians. This shows that AI-based technologies have long since found their way into digital healthcare.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-34053c7 elementor-widget elementor-widget-heading\" data-id=\"34053c7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Which startups (in healthcare) are already using AI and how?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7c14caf elementor-widget elementor-widget-text-editor\" data-id=\"7c14caf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Many start-ups in the field of digital health already offer innovative solutions based on AI-based technologies. PeakProfiling GmbH has developed a voice and sound analysis tool to help with the early detection or recognition of depression and ADHD. The AI technology used can detect emotional and physical states and find a suitable therapy. The expert team around Ada Health uses Artificial Intelligence for a health app, which enables patients to better understand their health condition. If a treatment can be considered, the app gives users a hint about it. Here, too, the focus is on disease prevention. In addition, costs in the area of healthcare are to be saved and medical professionals are to be relieved. The start-up Audatic aims to sustainably improve the quality of life of the hard of hearing and deaf. Using AI-supported deep-learning technology, audio signals are modified in such a way that unpleasant background noise can be filtered out via smartphone in conjunction with standard hearing aids.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d5fc613 elementor-widget elementor-widget-heading\" data-id=\"d5fc613\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How can AI impact YAS.life and the products in the future?<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ee3858 elementor-widget elementor-widget-text-editor\" data-id=\"1ee3858\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>The use of artificial intelligence is also an enrichment for YAS.life &#8211; both on the part of the developers and from the perspective of the users. The use of AI-based technologies makes it possible to offer personalized recommendations within the app. However, this requires the evaluation of a large number of different data. The following list shows some examples:<\/p><ul><li>Amount of daily water intake<\/li><li>Number of daily steps<\/li><li>Visits to doctors<br \/>likes and dislikes based on past choices<br \/>individual challenges<\/li><li>Health goals<\/li><li>etc.<\/li><\/ul><p>On the part of the insurance companies, the health data obtained can be compared with the insurance premiums. This makes it possible to determine whether the number of medical consultations has decreased since the app was installed. It is also possible to draw conclusions about the motivation of the insured on the basis of app openings and activity. If the number of average steps increases, as well as the number of challenges completed, it can be concluded that there is still a willingness to use the app. Most crucially, however, if users keep themselves healthy by using the app, insurance companies and health insurers can save costs.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f146a8a elementor-widget elementor-widget-text-editor\" data-id=\"f146a8a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"color: #333333;\">Sources<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32cd3e5 elementor-widget elementor-widget-text-editor\" data-id=\"32cd3e5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><a href=\"https:\/\/www.ibm.com\/de-de\/watson-health\/learn\/artificial-intelligence-healthcare\" target=\"_blank\" rel=\"noopener\">(1) IBM. Watson Health. K\u00fcnstliche Intelligenz im Gesundheitswesen. Wie kann k\u00fcnstliche Intelligenz in der Gesundheitsversorgung eingesetzt werden?<\/a>\u00a0<\/p><p><a href=\"https:\/\/www.plattform-lernende-systeme.de\/files\/Downloads\/Publikationen\/AG6_Whitepaper_Medizin_Pflege_Tagungsbericht.pdf\" target=\"_blank\" rel=\"noopener\">(2) KI in der Medizin und Pflege aus der Perspektive Betroffener. Tagungsbericht zum Runden Tisch mit Patientenvertretungen. Seite 7<\/a>\u00a0<\/p><p><a href=\"https:\/\/www.plattform-lernende-systeme.de\/files\/Downloads\/Publikationen\/AG6_Whitepaper_Medizin_Pflege_Tagungsbericht.pdf\" target=\"_blank\" rel=\"noopener\">(3) KI in der Medizin und Pflege aus der Perspektive Betroffener. Tagungsbericht zum Runden Tisch mit Patientenvertretungen. Seite 22<\/a>\u00a0<\/p><p><a href=\"https:\/\/www.plattform-lernende-systeme.de\/files\/Downloads\/Publikationen\/AG6_Whitepaper_Medizin_Pflege_Tagungsbericht.pdf\" target=\"_blank\" rel=\"noopener\">(4) KI in der Medizin und Pflege aus der Perspektive Betroffener. Tagungsbericht zum Runden Tisch mit Patientenvertretungen. Seite 38<\/a>\u00a0<\/p><p><a href=\"https:\/\/www.plattform-lernende-systeme.de\/files\/Downloads\/Publikationen\/AG6_Whitepaper_Medizin_Pflege_Tagungsbericht.pdf\" target=\"_blank\" rel=\"noopener\">(5) KI in der Medizin und Pflege aus der Perspektive Betroffener. Tagungsbericht zum Runden Tisch mit Patientenvertretungen. Seite 42<\/a>\u00a0<\/p><p><a href=\"https:\/\/www.vdi.de\/news\/detail\/greift-da-eigentlich-die-datenschutz-grundverordnung-dsgvo\" target=\"_blank\" rel=\"noopener\">(6) VDI Verein Deutscher Ingenieure e.V. K\u00fcnstliche Intelligenz im Unternehmen. Greift da eigentlich die Datenschutz-Grundverordnung (DSGVO)?<\/a>\u00a0<\/p><p><a href=\"https:\/\/www.bvdw.org\/der-bvdw\/gremien\/ki\/aktuelle-labs\/#:~:text=Im%20industriellen%20Umfeld%20sind%20typische,die%20Fehler%2D%20oder%20Prozessanalysen%20erm%C3%B6glichen.\" target=\"_blank\" rel=\"noopener\">(7) BDVW. K\u00fcnstliche Intelligenz. Anwendungsgebiete<\/a>\u00a0<\/p><p><a href=\"https:\/\/www.gesundheitsforschung-bmbf.de\/de\/digitalisierung-und-kunstliche-intelligenz-9461.php\" target=\"_blank\" rel=\"noopener\">(8) Bundesministerium f\u00fcr Bildung und Forschung. Forschung gestalten. Digitalisierung und K\u00fcnstliche Intelligenz<\/a>\u00a0<\/p><p><a href=\"https:\/\/www.lindera.de\/technologie\/\" target=\"_blank\" rel=\"noopener\">(9) Lindera Technologie<\/a>\u00a0<\/p><p><a href=\"https:\/\/visionhealth.gmbh\/kata\/\" target=\"_blank\" rel=\"noopener\">(10) Vision Health. Digital gegen Asthma und COPD. Kata\u00ae macht Schluss mit Behandlungsfehlern<\/a>\u00a0<\/p><p><a href=\"https:\/\/www.bigdata-insider.de\/big-data-und-ki-eroeffnen-neue-moeglichkeiten-in-der-medizin-a-899914\/\" target=\"_blank\" rel=\"noopener\">(11) BIGDATA INSIDER. Digitalisierung im Gesundheitswesen. Big Data und KI er\u00f6ffnen neue M\u00f6glichkeiten in der Medizin.<\/a>\u00a0<\/p><p>(12) Bundesministerium f\u00fcr Energie und Wirtschaft. de-hub. Wearables und das Internet der Dinge &#8211; Die Zukunft der smarten Gadgets.\u00a0<\/p><p>(13) YAS.life. InsurTech Insights. Digitale Gesundheitsanwendungen\u00a0<\/p><p><a href=\"https:\/\/somn.io\/\" target=\"_blank\" rel=\"noopener\">(14) somnio. Das digitale Schlaftraining<\/a>\u00a0<\/p><p><a href=\"https:\/\/ki-berlin.de\/blog\/article\/die-gesundheit-der-zukunft-nimmt-formen-an-ki-health-aus-berlin\" target=\"_blank\" rel=\"noopener\">(15) #ki_berlin. KI-Systeme aus Berlin liefern vielf\u00e4ltige Gesundheits-L\u00f6sungen, von der Diagnostik bis zur Therapie, von der Datenanalyse bis zur Prozessoptimierung.<\/a><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a467208 elementor-widget elementor-widget-text-editor\" data-id=\"a467208\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"color: #333333;\">\u00dcber die Autorin<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-6cbdb59 elementor-author-box--layout-image-left elementor-author-box--align-left elementor-widget elementor-widget-author-box\" data-id=\"6cbdb59\" data-element_type=\"widget\" data-widget_type=\"author-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<link rel=\"stylesheet\" href=\"https:\/\/yas.life\/wp-content\/plugins\/elementor-pro\/assets\/css\/widget-theme-elements.min.css\">\t\t<div class=\"elementor-author-box\">\n\t\t\t\t\t\t\t<div  class=\"elementor-author-box__avatar\">\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/yas.life\/wp-content\/uploads\/2021\/10\/Freya-Burrichter.webp\" alt=\"Freya\" loading=\"lazy\">\n\t\t\t\t<\/div>\n\t\t\t\n\t\t\t<div class=\"elementor-author-box__text\">\n\t\t\t\t\t\t\t\t\t<div >\n\t\t\t\t\t\t<h4 class=\"elementor-author-box__name\">\n\t\t\t\t\t\t\tFreya\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-author-box__bio\">\n\t\t\t\t\t\t<p>Content & Communications Managerin<\/p>\n<p>Ich informiere \u00fcber die neuesten Entwicklungen bei YAS.life und gebe interessante Einsichten in die Digital Health Branche. Meine Themen: Digital Health, Produkte bei YAS.life, der gesunde Lebensstil.<\/p>\n<p>Bei Fragen und Anregungen freue ich mich \u00fcber eine Nachricht an news@yas.life<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/main>\n\t\t<div class=\"elementor-element elementor-element-1402b86 e-flex e-con-boxed e-con e-parent\" data-id=\"1402b86\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c8d793b elementor-widget elementor-widget-heading\" data-id=\"c8d793b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Follow us for more news on bKV, employer branding and 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https:\/\/yas.life\/wp-content\/uploads\/2023\/07\/mockup-phone-dashboard-EN-diagonal.png 830w\" sizes=\"(max-width: 850px) 100vw, 850px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4c73317 e-con-full e-flex e-con e-child\" data-id=\"4c73317\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a116851 elementor-headline--style-rotate elementor-widget elementor-widget-animated-headline\" data-id=\"a116851\" data-element_type=\"widget\" data-settings=\"{&quot;headline_style&quot;:&quot;rotate&quot;,&quot;animation_type&quot;:&quot;flip&quot;,&quot;rotating_text&quot;:&quot;YAS.beneFit&quot;,&quot;loop&quot;:&quot;yes&quot;,&quot;rotate_iteration_delay&quot;:2500}\" data-widget_type=\"animated-headline.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<link rel=\"stylesheet\" href=\"https:\/\/yas.life\/wp-content\/plugins\/elementor-pro\/assets\/css\/widget-animated-headline.min.css\">\t\t<h3 class=\"elementor-headline elementor-headline-animation-type-flip\">\n\t\t\t\t<span class=\"elementor-headline-dynamic-wrapper elementor-headline-text-wrapper\">\n\t\t\t\t\t<span class=\"elementor-headline-dynamic-text elementor-headline-text-active\">\n\t\t\t\tYAS.beneFit\t\t\t<\/span>\n\t\t\t\t\t\t<\/span>\n\t\t\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c68b78 elementor-widget elementor-widget-heading\" data-id=\"2c68b78\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The healthy & digital <br>benefit solution<br>for your company<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-486afd8 elementor-widget__width-auto elementor-mobile-align-center elementor-widget-mobile__width-inherit elementor-tablet-align-left elementor-align-left elementor-widget elementor-widget-button\" data-id=\"486afd8\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/yas.life\/en\/yas-benefit\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">More about YAS.beneFit<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Artificial intelligence (AI) in healthcare Content In healthcare in particular, there is an enormous amount of relevant data that can contribute to better medical care for patients. However, an analysis of these health data is extensive and complex. Therefore, it becomes almost impossible to examine them exclusively by selected professionals (1). This is where artificial &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/yas.life\/en\/ai-in-healthcare\/\"> <span class=\"screen-reader-text\">Artificial Intelligence in Healthcare<\/span> Read More &raquo;<\/a><\/p>\n","protected":false},"author":13,"featured_media":29887,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"content-type":"","site-sidebar-layout":"default","site-content-layout":"default","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"footnotes":""},"categories":[1],"tags":[50,121,166,93,167],"class_list":["post-29693","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-unkategorisiert","tag-healthtech","tag-healthtech-en","tag-healthtech-en-2","tag-inoovation","tag-innovation-en"],"_links":{"self":[{"href":"https:\/\/yas.life\/en\/wp-json\/wp\/v2\/posts\/29693","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/yas.life\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/yas.life\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/yas.life\/en\/wp-json\/wp\/v2\/users\/13"}],"replies":[{"embeddable":true,"href":"https:\/\/yas.life\/en\/wp-json\/wp\/v2\/comments?post=29693"}],"version-history":[{"count":10,"href":"https:\/\/yas.life\/en\/wp-json\/wp\/v2\/posts\/29693\/revisions"}],"predecessor-version":[{"id":50528,"href":"https:\/\/yas.life\/en\/wp-json\/wp\/v2\/posts\/29693\/revisions\/50528"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/yas.life\/en\/wp-json\/wp\/v2\/media\/29887"}],"wp:attachment":[{"href":"https:\/\/yas.life\/en\/wp-json\/wp\/v2\/media?parent=29693"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/yas.life\/en\/wp-json\/wp\/v2\/categories?post=29693"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/yas.life\/en\/wp-json\/wp\/v2\/tags?post=29693"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}