{"id":380,"date":"2019-10-27T17:27:40","date_gmt":"2019-10-27T16:27:40","guid":{"rendered":"https:\/\/www.sw-stein.de\/sw\/?page_id=380"},"modified":"2023-11-01T13:44:59","modified_gmt":"2023-11-01T12:44:59","slug":"application-of-big-data-analysis-and-data-mining-for-medical-risk-evaluation","status":"publish","type":"page","link":"https:\/\/www.sw-stein.de\/sw\/medizinische-informatik\/application-of-big-data-analysis-and-data-mining-for-medical-risk-evaluation\/","title":{"rendered":"Application of big data analysis and data mining for medical risk evaluation"},"content":{"rendered":"<div class=\"shariff shariff-align-left shariff-widget-align-left\" style=\"display:none\" data-services=\"facebook\" data-url=\"https:\/\/www.sw-stein.de\/sw\/medizinische-informatik\/application-of-big-data-analysis-and-data-mining-for-medical-risk-evaluation\/\" data-timestamp=\"1698846299\" data-hidezero=\"1\" data-backendurl=\"https:\/\/www.sw-stein.de\/sw\/wp-json\/shariff\/v1\/share_counts?\"><ul class=\"shariff-buttons theme-round orientation-horizontal buttonsize-large\"><li class=\"shariff-button mailto shariff-nocustomcolor\" style=\"background-color:#a8a8a8;border-radius:43%\"><a href=\"mailto:?body=https%3A%2F%2Fwww.sw-stein.de%2Fsw%2Fmedizinische-informatik%2Fapplication-of-big-data-analysis-and-data-mining-for-medical-risk-evaluation%2F&subject=Application%20of%20big%20data%20analysis%20and%20data%20mining%20for%20medical%20risk%20evaluation\" title=\"Per E-Mail versenden\" aria-label=\"Per E-Mail versenden\" role=\"button\" rel=\"noopener nofollow\" class=\"shariff-link\" style=\";border-radius:43%; 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background-color:#000; color:#fff\" target=\"_blank\"><span class=\"shariff-icon\" style=\"\"><svg width=\"32px\" height=\"20px\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 24 24\"><path fill=\"#000\" d=\"M14.258 10.152L23.176 0h-2.113l-7.747 8.813L7.133 0H0l9.352 13.328L0 23.973h2.113l8.176-9.309 6.531 9.309h7.133zm-2.895 3.293l-.949-1.328L2.875 1.56h3.246l6.086 8.523.945 1.328 7.91 11.078h-3.246zm0 0\"\/><\/svg><\/span><\/a><\/li><\/ul><\/div>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>Das <strong>Projekt &#8222;Elektronische perioperative Risikoevaluation&#8220; unter der Leitung von Dr. med. Stefan Wagner, MHBA<\/strong> ist der \u00fcbergeordnete Rahmen f\u00fcr dieses Teilprojekt. Als Resultat des Projektabschlusses wurde sowohl im Zeit- als auch im Kostenrahmen ein <strong>voll-funktionaler High Fidelity Prototyp<\/strong> entwickelt, welcher sich vollkommen an den Anforderungen der zuk\u00fcnftigen Endanwender (\u00c4rzte, Pflegende und Patienten) orientierte. <\/p>\n\n\n\n<p>Nachfolgend sind die <strong>Poster<\/strong> ver\u00f6ffentlicht, welche begleitend zu den Pr\u00e4sentationen des Midterm meetings sowie des Projektabschlusses vorgestellt wurden. <\/p>\n\n\n\n<p> <a href=\"https:\/\/www.sw-stein.de\/sw\/medizinische-informatik\/user-interface-design-und-user-experience-design\/\"><strong>Details zu verwendeten Techniken des User Experience und User Interface Designs<\/strong> <\/a><\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.sw-stein.de\/sw\/medizinische-informatik\/medical-dataset-improvement-for-premedication-visit\/\">Vor-Projekt 2016<\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.sw-stein.de\/sw\/medizinische-informatik\/elektronische-perioperative-risikoevaluation\/\"> Rahmenprojekt<\/a><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Midterm Meeting (2017)<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/poster_scientific_speed_dating_ss_2017_midterm_meeting_wagner.pdf\"><img loading=\"lazy\" decoding=\"async\" width=\"720\" height=\"1024\" src=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/poster_scientific_speed_dating_ss_2017_midterm_meeting_wagner-720x1024.png\" alt=\"Application of big data analysis and data mining for medical risk evaluation (midterm meeting, Poster)\" class=\"wp-image-396\" srcset=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/poster_scientific_speed_dating_ss_2017_midterm_meeting_wagner-720x1024.png 720w, https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/poster_scientific_speed_dating_ss_2017_midterm_meeting_wagner-211x300.png 211w, https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/poster_scientific_speed_dating_ss_2017_midterm_meeting_wagner-768x1092.png 768w, https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/poster_scientific_speed_dating_ss_2017_midterm_meeting_wagner-1568x2230.png 1568w\" sizes=\"auto, (max-width: 720px) 100vw, 720px\" \/><\/a><figcaption class=\"wp-element-caption\">Application of big data analysis and data mining for medical risk evaluation (midterm meeting, Poster)<\/figcaption><\/figure>\n<\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Midterm meeting &#8211; current project status<\/strong> <\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Project management<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Deployment and administration of internal StudOn- and WhatsApp-groups <\/li>\n\n\n\n<li>Planning, installation, setup and administration of virtualized shared development environment based on Windows Server 2012 R2 and Remote Desktop Services<\/li>\n\n\n\n<li>Training of new team members <\/li>\n\n\n\n<li>Migration from PHP 5 to PHP 7: Reduction of execution time up to 30 percent<\/li>\n\n\n\n<li>Upgrade of Apache and MySQL<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Project goals<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Expand medical data analysis to optimize questionnaire prefilling <br> (big data analysis, data mining)<\/li>\n\n\n\n<li>Storing of updated datasets in database after corrections and modifications by patient and doctor<\/li>\n\n\n\n<li>Basic implementation of first intelligent warnings\/recommendations, <br> e.g. PONV risk and development of chronic pain<\/li>\n\n\n\n<li>Optimization of performance of existing prototype application and \u201cbug fixing\u201d<\/li>\n\n\n\n<li>Improvement of design and user interface<\/li>\n<\/ul>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Abschlusspr\u00e4sentation 2017 (Projektende)<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/poster_scientific_speed_dating_ss_2017_final_meeting_wagner.pdf\"><img loading=\"lazy\" decoding=\"async\" width=\"720\" height=\"1024\" src=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/poster_scientific_speed_dating_ss_2017_final_meeting_wagner-720x1024.png\" alt=\"Application of big data analysis and data mining for medical risk evaluation (final meeting, Poster)\" class=\"wp-image-399\" srcset=\"https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/poster_scientific_speed_dating_ss_2017_final_meeting_wagner-720x1024.png 720w, https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/poster_scientific_speed_dating_ss_2017_final_meeting_wagner-211x300.png 211w, https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/poster_scientific_speed_dating_ss_2017_final_meeting_wagner-768x1092.png 768w, https:\/\/www.sw-stein.de\/sw\/wp-content\/uploads\/2019\/10\/poster_scientific_speed_dating_ss_2017_final_meeting_wagner-1568x2230.png 1568w\" sizes=\"auto, (max-width: 720px) 100vw, 720px\" \/><\/a><figcaption class=\"wp-element-caption\">Application of big data analysis and data mining for medical risk evaluation (final meeting, Poster)<\/figcaption><\/figure>\n<\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Project results &#8211; Scientific Speed Dating SS 2017<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>&nbsp;Gesteigerte Genauigkeit des \u201ePrefillingprozesses\u201c<\/li>\n\n\n\n<li>&nbsp;Erweiterte Datenanalyse (Data-Mining) \u00fcber DWH<\/li>\n\n\n\n<li>&nbsp;Strukturierte Daten und Freitextkommentare <\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Mapping<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>&nbsp;Alle Items aus NarkoData (NarkoWeb) und Items im Patientenfragebogen <\/li>\n\n\n\n<li>&nbsp;Vor-Operationen und Prozeduren (\u00a7 21-Daten)<\/li>\n\n\n\n<li>&nbsp;Diagnosen (\u00a7 21-Daten) und Items im Patientenfragebogen<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>&nbsp;Konzeption und Implementation einer Risikoberechnung von PONV (2 Scores), sichtbar nur f\u00fcr Arzt, nicht aber f\u00fcr Patient; Markierung der zutreffenden Risikofaktoren <\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>&nbsp;Vorbereitung einer Risikofaktoranzeige f\u00fcr die Entwicklung chronischer Schmerzen <br> und zur zuk\u00fcnftigen pr\u00e4operativen Identifikation von chronischen Schmerzpatienten; <br> im Follow-up: Entwicklung einer eigenen automatisierten Score-Berechnung<\/li>\n\n\n\n<li>&nbsp;Optimierung der Prototyp-Performance<\/li>\n\n\n\n<li>&nbsp;Reduktion der \u201eexecution time\u201c durch Release-Upgrade auf PHP 7<\/li>\n\n\n\n<li>&nbsp;Verringerung der Anzahl an Einzelabfragen durch Neustrukturierung der Datenbankabfragen <br> (u.a. Kombinationen)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Weitere Ergebnisse<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>&nbsp;Automatisierte Durchf\u00fchrung des \u201ePrefillingprozesses\u201c vor Patientenkontakt <br> durch \u00dcbernahme der Patienten-IDs angemeldeter Termine f\u00fcr den Folgetag<br> &nbsp;[aus der Leistungsstelle des Klinischen Arbeitsplatzsystems]<\/li>\n\n\n\n<li>&nbsp;Speicherung der automatisiert vorausgef\u00fcllten Version und der durch Arzt <br> sowie Patienten aktualisierten Fassung in der Datenbank: Z\u00fcgigere sekund\u00e4re Datennutzung und optimale Applikationsperformance<\/li>\n\n\n\n<li>&nbsp;Verbesserungen im Bereich \u201eUsability\u201c, Design und Anwendungsoberfl\u00e4che:<\/li>\n\n\n\n<li>&nbsp;Responsive Webdesign f\u00fcr Tabletnutzung<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Optimierung der optischen Gestaltung, u.a. durch \u2026<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>&nbsp;Abgrenzung einzelner Fragen (farblich)<\/li>\n\n\n\n<li>&nbsp;Hervorhebung von Freitextfeldern <\/li>\n\n\n\n<li>&nbsp;Auswahloption: alle Fragen auf 1 Seite und Fragen in Gruppen (Vor\/Zur\u00fcck)<\/li>\n\n\n\n<li>&nbsp;Wechsel w\u00e4hrend des Ausf\u00fcllvorganges jederzeit m\u00f6glich<\/li>\n\n\n\n<li>&nbsp;Bereitstellung einer zum Druck geeigneten Variante f\u00fcr Patientenakte, <br> die alle Aktualisierungen enth\u00e4lt (w\u00e4hrend \u201e\u00dcbergangsphase\u201c) <\/li>\n\n\n\n<li>&nbsp;Beibehaltung der vorbestehenden M\u00f6glichkeit eines PDF-Exportes<\/li>\n\n\n\n<li>&nbsp;\u201eBugfixing\u201c hinsichtlich der PDF-Generierung und des Layouts <\/li>\n<\/ul>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Weiterf\u00fchrende Informationen<\/h2>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.sw-stein.de\/sw\/dr-stefan-wagner\/forschendes-lernen\/\">Forschendes Lernen<\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.sw-stein.de\/sw\/dr-stefan-wagner\/lehrportfolio\/scientific-speed-dating\/\">Scientific Speed Dating<\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.sw-stein.de\/sw\/dr-stefan-wagner\/lehrportfolio\/\">Lehrportfolio<\/a><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.sw-stein.de\/sw\/sws\/sws.php\" alt=\"\" width=\"0\" height=\"0\">\n","protected":false},"excerpt":{"rendered":"<p>Das Projekt &#8222;Elektronische perioperative Risikoevaluation&#8220; unter der Leitung von Dr. med. Stefan Wagner, MHBA ist der \u00fcbergeordnete Rahmen f\u00fcr dieses Teilprojekt. Als Resultat des Projektabschlusses wurde sowohl im Zeit- als auch im Kostenrahmen ein voll-funktionaler High Fidelity Prototyp entwickelt, welcher sich vollkommen an den Anforderungen der zuk\u00fcnftigen Endanwender (\u00c4rzte, Pflegende und Patienten) orientierte. Nachfolgend sind die Poster ver\u00f6ffentlicht, welche begleitend zu den Pr\u00e4sentationen des Midterm meetings sowie des Projektabschlusses vorgestellt wurden. Details zu verwendeten Techniken des User Experience und User Interface Designs Midterm Meeting (2017) Midterm meeting &#8211; current project status Project management Project goals Abschlusspr\u00e4sentation 2017 (Projektende) Project results &#8211; Scientific Speed Dating SS 2017 Mapping Weitere Ergebnisse Optimierung der optischen Gestaltung, u.a. durch \u2026 Weiterf\u00fchrende Informationen<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":144,"menu_order":4,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_metis_text_type":"standard","_metis_text_length":4087,"_post_count":0,"footnotes":""},"class_list":["post-380","page","type-page","status-publish","hentry"],"public_identification_id":"c9f6a97e344e4aa09ff3be2ef93f1949","private_identification_id":"842dedc31d724838b29740cc7cfd5b6d","_links":{"self":[{"href":"https:\/\/www.sw-stein.de\/sw\/wp-json\/wp\/v2\/pages\/380","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.sw-stein.de\/sw\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.sw-stein.de\/sw\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.sw-stein.de\/sw\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.sw-stein.de\/sw\/wp-json\/wp\/v2\/comments?post=380"}],"version-history":[{"count":12,"href":"https:\/\/www.sw-stein.de\/sw\/wp-json\/wp\/v2\/pages\/380\/revisions"}],"predecessor-version":[{"id":2311,"href":"https:\/\/www.sw-stein.de\/sw\/wp-json\/wp\/v2\/pages\/380\/revisions\/2311"}],"up":[{"embeddable":true,"href":"https:\/\/www.sw-stein.de\/sw\/wp-json\/wp\/v2\/pages\/144"}],"wp:attachment":[{"href":"https:\/\/www.sw-stein.de\/sw\/wp-json\/wp\/v2\/media?parent=380"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}