{"id":1943,"date":"2024-02-19T17:54:25","date_gmt":"2024-02-19T17:54:25","guid":{"rendered":"https:\/\/dessevproject.eu\/?page_id=1943"},"modified":"2024-06-03T09:54:57","modified_gmt":"2024-06-03T09:54:57","slug":"knowledge-base","status":"publish","type":"page","link":"https:\/\/dessevproject.eu\/fi\/knowledge-base\/","title":{"rendered":"Tietokanta"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"1943\" class=\"elementor elementor-1943\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-957bf83 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"957bf83\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-828750f\" data-id=\"828750f\" 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-db418b9 elementor-widget elementor-widget-heading\" data-id=\"db418b9\" 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 - v3.10.1 - 17-01-2023 *\/\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\">Tietokanta<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2cd754e elementor-widget elementor-widget-text-editor\" data-id=\"2cd754e\" 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 - v3.10.1 - 17-01-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#818a91;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#818a91;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>Tietokanta on<br \/>\u201cIF \u2026 THEN \u2026\u201d rules base<br \/>soveltuu hyvin applikaation k\u00e4ytt\u00f6sovellukseen.<\/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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f3d3fb3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f3d3fb3\" 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-c7a8999\" data-id=\"c7a8999\" 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-f47a380 elementor-widget elementor-widget-spacer\" data-id=\"f47a380\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.10.1 - 17-01-2023 *\/\n.elementor-column .elementor-spacer-inner{height:var(--spacer-size)}.e-con{--container-widget-width:100%}.e-con-inner>.elementor-widget-spacer,.e-con>.elementor-widget-spacer{width:var(--container-widget-width,var(--spacer-size));--align-self:var(--container-widget-align-self,initial);--flex-shrink:0}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container,.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer,.e-con>.elementor-widget-spacer>.elementor-widget-container,.e-con>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer{height:100%}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer>.elementor-spacer-inner,.e-con>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer>.elementor-spacer-inner{height:var(--container-widget-height,var(--spacer-size))}<\/style>\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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-6d2729a elementor-widget elementor-widget-heading\" data-id=\"6d2729a\" 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\">Sairauksien valinta<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-85900ea elementor-widget elementor-widget-text-editor\" data-id=\"85900ea\" 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>Valintaprosessi perustuu ajantasaisiin tilastoihin ja tietoihin johtavilta terveysj\u00e4rjest\u00f6ilt\u00e4, \u200b\u200bkuten Maailman terveysj\u00e4rjest\u00f6lt\u00e4 (WHO, https:\/\/www.cdc.gov\/nndss\/index.html 23. helmikuuta 2024 menness\u00e4) Global Health Observatoryn (GHO) kautta, tautien valvonta- ja ehk\u00e4isykeskukset (CDC, https:\/\/www.cdc.gov\/nndss\/index.html, p\u00e4\u00e4sy 23. helmikuuta 2024 menness\u00e4) kansallisen ilmoitettavien tautien seurantaj\u00e4rjestelm\u00e4n (NNDSS) kautta ja Euroopan tautien keskus Ennaltaehk\u00e4isy ja valvonta (ECDC, https:\/\/atlas.ecdc.europa.eu\/public\/index.aspx, p\u00e4\u00e4sy 23. helmikuuta 2023 menness\u00e4) tartuntatautien valvontakartassansa kautta olemme tunnistaneet 22 tautia keskitetty\u00e4 analysointia ja seurantaa varten. t\u00e4m\u00e4n projektin laajuus. N\u00e4m\u00e4 taudit on valittu niiden merkitt\u00e4v\u00e4n vaikutuksen maailmanlaajuiseen terveyteen, esiintyvyyden ja viimeaikaisissa tiedoissa havaittujen trendien perusteella. N\u00e4in varmistetaan, ett\u00e4 j\u00e4rjestelm\u00e4mme on varustettu k\u00e4sittelem\u00e4\u00e4n merenkulkutoiminnalle uhkia aiheuttavia tartuntatauteja. <a href=\"\/fi\/-\/\">-<\/a> - <a href=\"\/fi\/-\/\">-<\/a>- <a href=\"\/fi\/-\/\">-<\/a> -<\/p>\n<table>\n<tbody>\n<tr>\n<td colspan=\"2\">\n<p style=\"text-align: center;\"><strong>Valittavana olevat sairaudet<\/strong><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Vesirokko<\/p>\n<\/td>\n<td>\n<p>Sikotauti<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Chikungunya<\/p>\n<\/td>\n<td>\n<p>Norovirus<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Kolera<\/p>\n<\/td>\n<td>\n<p>Hinkuysk\u00e4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>COVID-19<\/p>\n<\/td>\n<td>\n<p>Raivotauti<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Dengue-kuume<\/p>\n<\/td>\n<td>\n<p>Vihurirokko<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Kurkkum\u00e4t\u00e4<\/p>\n<\/td>\n<td>\n<p>J\u00e4ykk\u00e4kouristus<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Ebola<\/p>\n<\/td>\n<td>\n<p>Tuberkuloosi<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Tarttuva mononukleoosi<\/p>\n<\/td>\n<td>\n<p>Lavantauti ja paratyfoidi<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Influenssa<\/p>\n<\/td>\n<td>\n<p>A-hepatiitti<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Malaria<\/p>\n<\/td>\n<td>\n<p>Keltakuume<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Meningokokkitauti<\/p>\n<\/td>\n<td>\n<p>Zika<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b6bc67c elementor-widget elementor-widget-heading\" data-id=\"b6bc67c\" 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\">L\u00e4\u00e4ketieteellisen tiedon hankkiminen<\/h3>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-541639ec elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"541639ec\" 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-65c6310f\" data-id=\"65c6310f\" 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-59c00d33 elementor-widget elementor-widget-text-editor\" data-id=\"59c00d33\" 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>Ensin tunnistettiin valikoituja sairauksia koskeva kirjallisuus, erilaisten infektioiden diagnostiset kriteerit ja ohjeet tartuntatautien diagnosointiin. Kirjallisuus sis\u00e4lt\u00e4\u00e4 kansainv\u00e4lisi\u00e4 vertaisarvioituja artikkeleita, verkkoraportteja, kommentteja, p\u00e4\u00e4kirjoituksia, s\u00e4hk\u00f6isi\u00e4 kirjoja sek\u00e4 yliopistojen ja tutkimuslaitosten lehdist\u00f6tiedotteita, jotka sis\u00e4lt\u00e4v\u00e4t asiantuntijalausuntoja. Mukana oli my\u00f6s WHO:n, Yhdysvaltain tautien valvonta- ja ehk\u00e4isykeskusten (CDC) ja muiden paikallishallinnon julkaisujen ja tiedotuspisteiden julkaisemaa harmaata kirjallisuutta. Tutkimustietokantoihin kuuluivat PubMed, Google Scholar, Embase, Medline ja Science Direct.<!-- \/wp:html --><\/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-fef1119 elementor-widget elementor-widget-accordion\" data-id=\"fef1119\" data-element_type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.10.1 - 17-01-2023 *\/\n.elementor-accordion{text-align:left}.elementor-accordion .elementor-accordion-item{border:1px solid #d4d4d4}.elementor-accordion .elementor-accordion-item+.elementor-accordion-item{border-top:none}.elementor-accordion .elementor-tab-title{margin:0;padding:15px 20px;font-weight:700;line-height:1;cursor:pointer;outline:none}.elementor-accordion .elementor-tab-title .elementor-accordion-icon{display:inline-block;width:1.5em}.elementor-accordion .elementor-tab-title .elementor-accordion-icon svg{width:1em;height:1em}.elementor-accordion .elementor-tab-title .elementor-accordion-icon.elementor-accordion-icon-right{float:right;text-align:right}.elementor-accordion .elementor-tab-title .elementor-accordion-icon.elementor-accordion-icon-left{float:left;text-align:left}.elementor-accordion .elementor-tab-title .elementor-accordion-icon .elementor-accordion-icon-closed{display:block}.elementor-accordion .elementor-tab-title .elementor-accordion-icon .elementor-accordion-icon-opened,.elementor-accordion .elementor-tab-title.elementor-active .elementor-accordion-icon-closed{display:none}.elementor-accordion .elementor-tab-title.elementor-active .elementor-accordion-icon-opened{display:block}.elementor-accordion .elementor-tab-content{display:none;padding:15px 20px;border-top:1px solid #d4d4d4}@media (max-width:767px){.elementor-accordion .elementor-tab-title{padding:12px 15px}.elementor-accordion .elementor-tab-title .elementor-accordion-icon{width:1.2em}.elementor-accordion .elementor-tab-content{padding:7px 15px}}.e-con-inner>.elementor-widget-accordion,.e-con>.elementor-widget-accordion{width:var(--container-widget-width);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-accordion\" role=\"tablist\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2671\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"tab\" aria-controls=\"elementor-tab-content-2671\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" href=\"\"><\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-2671\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-2671\"><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2672\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"tab\" aria-controls=\"elementor-tab-content-2672\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" href=\"\">Kirjallisuus (klikkaa avataksesi\/sulkeaksesi luettelon)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-2672\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-2672\"><p><a target=\"\">Chickenpox: presentation and complications in adults<\/a> Abro AH, Ustadi AM, Das K, Abdou AM, Hussaini HS, Chandra FS.<br \/><a target=\"\">Clinical manifestations, complications and management of chickenpox infection in pediatric<\/a> Bereda G.\u00a0<br \/><a target=\"\">Chickenpox Clinical Presentation<\/a> Anthony J Papadopoulos, MD<br \/><a target=\"\">Interna Szczeklika 2022<\/a> Group work<br \/><a target=\"\">Chronic Joint Pain 3 Years after Chikungunya Virus Infection Largely Characterized by Relapsing-remitting Symptoms<\/a> Sarah R.\u00a0Tritsch,\u00a0Liliana\u00a0Encinales,\u00a0Nelly\u00a0Pacheco, et al.\u00a0<br \/><a target=\"\">Manifestations of Atypical Symptoms of Chikungunya during the Dhaka Outbreak (2017) in Bangladesh<\/a> Deeba IM, Hasan MM, Al Mosabbir A, Siam MHB, Islam MS, Raheem E, Hossain MS.<br \/><a target=\"\">Overview on Chikungunya Virus Infection: From Epidemiology to State-of-the-Art Experimental Models<\/a> Constant LEC, Rajsfus BF, Carneiro PH, Sisnande T, Mohana-Borges R and Allonso D<br \/><a target=\"\">Chikungunya virus: A general overview<\/a> K.A. Gal\u00e1n-Huerta, A.M. Rivas-Estilla, I. Fern\u00e1ndez-Salas, J.A. Farfan-Ale, J. Ramos-Jim\u00e9nez<br \/><a target=\"\">Chikungunya virus disease<\/a> European Centre for Disease Prevention and Control (ECDC) 2024<br \/><a target=\"\">Parazytologia medyczna kompendium<\/a> Morozinska- Gogol<br \/><a target=\"\">A prolonged, community-wide cholera outbreak associated with drinking water contaminated by sewage in Kasese District, western Uganda<\/a> Kwesiga, B., Pande, G., Ario, A.R.\u00a0et al.\u00a0<br \/><a target=\"\">Cholera \u2014 the new strike of an old foe<\/a> Anna Kuna, Micha\u0142 Gajewski<br \/><a target=\"\">Kolera<\/a> Matthew Fanous;\u00a0Kevin C. King<br \/><a target=\"\">Sensitivity, Specificity, and Public-Health Utility of Clinical Case Definitions Based on the Signs and Symptoms of Cholera in Africa<\/a> Nadri J, Sauvageot D, Njanpop-Lafourcade BM, Baltazar CS et al.\u00a0<br \/><a target=\"\">Factsheet on COVID-19<\/a> European Centre for Disease Prevention and Control (ECDC) 2024<br \/><a target=\"\">COVID-19 diagnosis and management: a comprehensive review<\/a> Pascarella\u00a0G,\u00a0Strumia\u00a0A,\u00a0Piliego\u00a0C,\u00a0Bruno\u00a0F et al.\u00a0<br \/><a target=\"\">COVID-19 patients&#8217; clinical characteristics, discharge rate, and fatality rate of meta-analysis<\/a> Li\u00a0L-q,\u00a0Huang\u00a0T,\u00a0Wang\u00a0Y-q, et al.\u00a0<br \/><a target=\"\">Clinical profile of Dengue fever in an urban tertiary care hospital in South India<\/a> Dhivya P., Monica A., Jayaramachandran S.<br \/><a target=\"\">Dengue\u2014How Best to Classify It<\/a> Anon Srikiatkhachorn, Alan L. Rothman, Robert V. Gibbons et al.\u00a0<br \/><a target=\"\">Dengue hemorrhagic fever \u2013 A systemic literature review of current perspectives on pathogenesis, prevention and control<\/a> Wen-Hung Wang, Aspiro Nayim Urbina, Max R. Chang et al.\u00a0<br \/><a target=\"\">Clinical Characteristics and Management of 676 Hospitalized Diphtheria Cases, Kyrgyz Republic, 1995<\/a> R. Kadirova, H. \u00dc. Kartoglu, P. M. Strebel<br \/><a target=\"\">Corynebacterium Diphtheriae<\/a> Anmol Chaudhary;\u00a0Shivlal Pandey<br \/><a target=\"\">Association of clinical signs and symptoms of Ebola viral disease with case fatality: a systematic review and meta-analysis<\/a> Harsha\u00a0Moole\u00a0,\u00a0Swetha\u00a0Chitta\u00a0,\u00a0Darlyn\u00a0Victor et al.\u00a0<br \/><a target=\"\">Clinical Manifestations and Laboratory Diagnosis of Ebola Virus Infection.<\/a> Qureshi AI.\u00a0<br \/><a target=\"\">The Reemergence of Ebola Hemorrhagic Fever, Democratic Republic of the Congo, 1995\u00a0<\/a> Ali S. Khan, F. Kweteminga Tshioko, David L. Heymann et al.\u00a0<br \/><a target=\"\">Acute and Chronic Symptoms of Mononucleosis<\/a> Sanjay Lambore, MB, MSc, James McSherry, MB ChB, and Arthur S. Kraus, ScD<br \/><a target=\"\">Infectious mononucleosis in children \u2013 one centre experience<\/a> Joanna Maria Wrembel, Tomasz Jarmoli\u0144ski<br \/><a target=\"\">Clinical Signs and Symptoms Predicting Influenza Infection<\/a> Monto AS,\u00a0Gravenstein S,\u00a0Elliott M,\u00a0Colopy M,\u00a0Schweinle J.\u00a0<br \/><a target=\"\">An Office-Based Approach to Influenza: Clinical Diagnosis and Laboratory Testing<\/a> NORMAN J. MONTALTO, D.O.<br \/><a target=\"\">Travelers Malaria<\/a> Patricia Schlagenhauf-Lawlor<br \/><a target=\"\">Sensitivity of fever for diagnosis of clinical malaria in a Kenyan area of unstable, low malaria transmission.<\/a> utanda, Albino &amp; Cheruiyot, Priscah &amp; Hodges, James &amp; Ayodo, George &amp; Odero, Wilson &amp; John, Chandy<br \/><a target=\"\">Plasmodium falciparum clinical malaria in Dielmo, a holoendemic area in Senegal: No influence of acquired immunity on initial symptomatology and severity of malaria attacks<\/a> Rogier, Christophe &amp; Ly, Alioune &amp; Adama, Tall &amp; Ciss\u00e9, Badara &amp; Trape, J.<br \/><a target=\"\">Invasive Meningococcal Infection: Analysis of 110 cases from a Tertiary Care Centre in North East India<\/a> Dass Hazarika, R., Deka, N.M., Khyriem, A.B.\u00a0et al.<br \/><a target=\"\">Which early \u2018red flag\u2019 symptoms identify children with meningococcal disease in primary care?<\/a> Tanya Ali Haj-Hassan,\u00a0Matthew J Thompson,\u00a0Richard T Mayon-White et al.\u00a0<br \/><a target=\"\">Mumps Virus: Modification of the Identify-Isolate-Inform Tool for Frontline Healthcare Providers<\/a> Koenig KL, Shastry S, Mzahim B, Almadhyan A, Burns MJ.\u00a0<br \/><a target=\"\">Characteristics of a large mumps outbreak: Clinical severity, complications and association with vaccination status of mumps outbreak cases<\/a> Stein\u00a0Zamir,\u00a0H\u00a0Schroeder,\u00a0H\u00a0Shoob,\u00a0N\u00a0Abramson\u00a0&amp;\u00a0G\u00a0Zentner\u00a0<br \/><a target=\"\">Mumps outbreak and laboratory diagnosis<\/a> Myl\u00e8ne Maillet, Eric Bouvat, Nicole Robert et al.\u00a0<br \/><a target=\"\">An outbreak of norovirus-related acute gastroenteritis associated with delivery food in Guangzhou, southern China\u00a0<\/a> Lu Y, Ma M, Wang H, Wang D, Chen C, Jing Q, Geng J, Li T, Zhang Z, Yang Z.\u00a0<br \/><a id=\"10.1371\/journal.pone.0143759''\" target=\"\"><\/a>Vomiting as a Symptom and Transmission Risk in Norovirus Illness: Evidence from Human Challenge Studies Amy E. Kirby, Ashleigh Streby, Christine L. Moe<br \/><a target=\"\">Clinical Manifestation of Norovirus Gastroenteritis in Health Care Settings<\/a> Ben A. Lopman, Mark H. Reacher, Ian B. Vipond, Joyshri Sarangi, David W. G. Brown<br \/><a target=\"\">Clinical manifestation of norovirus infection in children aged less than five years old admitted with acute diarrhea in Surabaya, Indonesia: a cross-sectional study<\/a> Fardah Athiyyah A, Shigemura K, Kitagawa K et al.\u00a0<br \/><a target=\"\">Diagnostic value of symptoms and laboratory data for pertussis in adolescent and adult patients<\/a> Miyashita N, Akaike H, Teranishi H, Kawai Y, Ouchi K, Kato T, Hayashi T, Okimoto N.<br \/><a target=\"\">Pertussis (Whooping Cough)<\/a> Centers for Disease Control and Prevention<br \/><a target=\"\">Pertussis prevalence among adult patients with acute cough<\/a> \u0130lbay A, Tanr\u0131\u00f6ver MD, Zarakol P, G\u00fczelce E\u00c7, B\u00f6lek H, \u00dcnal S.\u00a0<br \/><a target=\"\">Clinical aspects of human rabies in the state of Cear\u00e1, Brazil: an overview of 63 cases<\/a> Duarte NFH, Pires Neto RDJ, Viana VF, Feij\u00e3o LX, Alencar CH, Heukelbach J.\u00a0<br \/><a target=\"\">Epidemiological and clinical features of human rabies cases in Bali 2008-2010<\/a> Susilawathi NM, Darwinata AE, Dwija IB, Budayanti NS et al.\u00a0<br \/><a target=\"\">Rubella outbreak among workers in three small- and medium-size business establishments associated with imported genotype 1E rubella virus-Shizuoka, Japan, 2015<\/a> Kato H, Kamiya H, Mori Y, Yahata Y, Morino S, Griffith M et al.\u00a0<br \/><a target=\"\">Rubella (German Measles, Three-Day Measles)<\/a> Centers for Disease Control and Prevention<br \/><a target=\"\">Five years review of cases of adult tetanus managed at Gondar University Hospital, North West Ethiopia (Gondar, Sep. 2003-Aug. 2008)<\/a> Tadesse A, Gebre-Selassie S.\u00a0<br \/><a target=\"\">Clinical features and outcomes of tetanus: a retrospective study<\/a> Fan Z, Zhao Y, Wang S, Zhang F, Zhuang C.\u00a0<br \/><a target=\"\">J\u00e4ykk\u00e4kouristus<\/a> Louise Thwaites, MD<br \/><a target=\"\">Tetanus: Presentation and outcome in adults.\u00a0<\/a> Younas NJ, Abro AH, Das K, Abdou AMS, Ustadi AM, Afzal S.\u00a0<br \/><a target=\"\">Miliary tuberculosis: Clinical manifestations, diagnosis and outcome in 38 adults<\/a> Mert, A., Bilir, M., Tabak, F., Ozaras, R., Ozturk, R. et al.\u00a0<br \/><a target=\"\">A Population-Based Survey of Tuberculosis Symptoms: How Atypical Are Atypical Presentations?<\/a> Loren G. Miller, Steven M. Asch, Emily I. Yu, Laura Knowles, Lillian Gelberg, Paul Davidson<br \/><a target=\"\">Alert sign and symptoms for the early diagnosis of pulmonary tuberculosis: analysis of patients followed by a tertiary pediatric hospital<\/a> Farina, E., D\u2019Amore, C., Lancella, L.\u00a0et al.\u00a0<br \/><a target=\"\">Clinical and epidemiological characteristics of HIV\/AIDS patients diagnosed with tuberculosis in the Integral Care Service of the Dr. Robert Reid Cabral Children&#8217;s Hospital during the period 2010-2016<\/a> Ricardo El\u00edas-Melgen, Rosa Abreu, Milandres Garc\u00eda<br \/><a target=\"\">Typhoid FeverAn Epidemic With Remarkably Few Clinical Signs and Symptoms<\/a> Klotz SA,\u00a0Jorgensen JH,\u00a0Buckwold FJ,\u00a0Craven PC.<br \/><a target=\"\">Current trends in typhoid fever<\/a> Crum, N.F.\u00a0<br \/><a target=\"\">Characteristic features of culture positive enteric fever in pediatric teaching hospital in Sulaimani governorate<\/a> Tyib, Tara &amp; Fakhir, Haydar &amp; Mohammad, Hayder<br \/><a target=\"\">Enteric fever<\/a> Basnyat B, Qamar FN, Rupali P, Ahmed T, Parry CM.<br \/><a target=\"\">Clinical Manifestations Of Hepatitis A: Recent Experience In A Community Teaching Hospital<\/a> Myron J. Tong, Neveen S. El-Farra, Marianne I. Grew,<br \/><a target=\"\">Natural History, Clinical Manifestations, and Pathogenesis of Hepatitis A<\/a> Shin EC, Jeong SH<br \/><a target=\"\">Clinical and Epidemiological Spectrum of Acute Viral Hepatitis Due to Hepatitis A and E in Children: A Descriptive, Cross-Sectional, Hospital-Based Study<\/a> Javaria Rasheed,\u00a0Muhammad Khalid, Sobia Rubab,\u00a0Bushra Iqbal, Iram Nawaz,\u00a0Asad Shahzad<br \/><a target=\"\">Assessing yellow Fever risk in the ecuadorian Amazon.\u00a0<\/a> Izurieta RO, Macaluso M, Watts DM, Tesh RB, Guerra B, Cruz LM, Galwankar S, Vermund SH<br \/><a target=\"\">Clinical features of yellow fever cases at Vom Christian Hospital during the 1969 epidemic on the Jos Plateau, Nigeria<\/a> Evan M Jones and D. C. Wilson<br \/><a target=\"\">Clinical and epidemiological characteristics of yellow fever in Brazil: analysis of reported cases 1998-2002<\/a> Tuboi, Suely &amp; Costa, Zouraide &amp; Vasconcelos, Pedro &amp; Hatch, Douglas. <br \/><a target=\"\">An Overview of Yellow Fever Virus Disease<\/a> McGuinness I, Beckham JD, Tyler KL, Pastula DM.<br \/><a target=\"\">Yellow fever outbreak in Kenya: A review<\/a> Olivier Uwishema, Stanley Chinedu Eneh, Anyike Goodness Chiburoma et al.\u00a0<br \/><a target=\"\">Yellow Fever<\/a> Leslie V. Simon;\u00a0Muhammad F. Hashmi;\u00a0Klaus D. Torp.<br \/><a target=\"\">Zika Virus<\/a> The Johns Hopkins University<br \/><a target=\"\">Clinical, laboratory and virological data from suspected ZIKV patients in an endemic arbovirus area<\/a> Tatiana Elias Colombo, C\u00e1ssia Fernanda Estofolete, Andr\u00e9ia Francesli Negri Reis et al.\u00a0<br \/><a target=\"\">Clinical relevance of Zika symptoms in the context of a Zika Dengue epidemic<\/a> Humberto Guanche Garcell, Francisco Guti\u00e9rrez Garc\u00eda, Manuel Ramirez Nodal et al.\u00a0<br \/><a target=\"\">The Clinical Spectrum of Zika Virus in Returning Travelers<\/a> Eyal Meltzer, Eyal Leshem, Yaniv Lustig, Giora Gottesman, Eli Schwartz<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\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-96a2c59 elementor-widget elementor-widget-text-editor\" data-id=\"96a2c59\" 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>Jokainen sairaus kuvattiin sitten useilla merkeill\u00e4, jotka oli ryhmitelty tiettyyn 8 luokkaan. Kohdennettuja haastatteluja suoritettiin l\u00e4\u00e4ketieteen asiantuntijoiden kanssa, jotta selvitettiin tartuntatautien diagnosoinnin keskeiset tekij\u00e4t ja niiden suhde kliinisiin p\u00e4\u00e4t\u00f6ksentekoparametreihin. Olemme kehitt\u00e4neet taulukon, joka edustaa eri sairauksien oireiden esiintymistiheytt\u00e4. Jokainen taulukon rivi vastaa tietty\u00e4 sairautta, ja jokainen sarake vastaa tietty\u00e4 oiretta. Rivin ja sarakkeen leikkauskohta sis\u00e4lt\u00e4\u00e4 tietyn sairauden tietyn oireen esiintymistiheyden tai esiintymisen<\/p><table><tbody><tr><td colspan=\"4\"><p style=\"text-align: center;\">Tartuntatautien oireiden ryhm\u00e4t<\/p><\/td><\/tr><tr><td><p>1. General\/systemic signs<\/p><\/td><td><ul><li>Jatkuva kuume tai kuume alle 1 p\u00e4iv\u00e4n v\u00e4lein.<\/li><li>Ajoittainen kuume 2-4 p\u00e4iv\u00e4n v\u00e4lein.<\/li><li>Letargia<\/li><li>Hikoilu ja vilunv\u00e4reet<\/li><li>P\u00e4\u00e4ns\u00e4rky<\/li><li>Ruokahaluttomuus ja painon putoaminen<\/li><\/ul><\/td><td><p>5. Hematological symptoms<\/p><\/td><td><ul><li>Verenvuoto-oireet<\/li><\/ul><\/td><\/tr><tr><td><p>2. Respiratory\u00a0signs\u00a0<\/p><\/td><td><ul><li>Rintakipu<\/li><li>Ysk\u00e4<\/li><li>Limaisuus<\/li><li>Hengenahdistus<\/li><li>Kurkkukipu<\/li><li>Vuotava nen\u00e4<\/li><\/ul><\/td><td><p>6.\u00a0Gastric symptoms:<\/p><\/td><td><ul><li>abdominal pain<\/li><li>Ripuli<\/li><li>Pahoinvointi<\/li><li>Oksentelu<\/li><\/ul><\/td><\/tr><tr><td><p>3. Musculoskeletal\u00a0signs<\/p><\/td><td><ul><li>Selk\u00e4kipu<\/li><li>Nivelkipu<\/li><li>Lihaskipu<\/li><li>Lukkoleuka<\/li><\/ul><\/td><td><p>7.\u00a0Dermatological or associated signs:<\/p><p>\u00a0<\/p><\/td><td><ul><li>Kaulan turvotus<\/li><li>Ihottuma<\/li><li>Ihon keltaisuus ja tumma virtsa<\/li><\/ul><\/td><\/tr><tr><td><p>4. Neurological\u00a0 signs<\/p><\/td><td><ul><li>N\u00e4\u00f6n h\u00e4m\u00e4rtyminen<\/li><li>Kognitiivinen vajaatoiminta<\/li><li>Nielemisvaikeus<\/li><li>Huimaus<\/li><li>\u00c4rtyneisyys<\/li><li>Aisti- ja liikeongelmat<\/li><li>\u00c4killiset kohtaukset<\/li><li>J\u00e4ykk\u00e4 niska ja valon arkuus<\/li><\/ul><\/td><td><p>8. Others signs:<\/p><p>\u00a0<\/p><\/td><td><ul><li>Vesikammo<\/li><li>Kiveskipu<\/li><li>Silmien punoitus<\/li><\/ul><\/td><\/tr><\/tbody><\/table><p>\u00a0<\/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-9ac0404 elementor-widget elementor-widget-heading\" data-id=\"9ac0404\" 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\">Ennustusalgoritmi<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b868649 elementor-widget elementor-widget-text-editor\" data-id=\"b868649\" 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\tEnnustusalgoritmin tavoitteena on antaa oireidensa perusteella mahdollinen tartuntatauti\/tartuntataudit, jotka potilaalla voi olla. Ennustusalgoritmi on koulutettava, ja koulutimme sen oireiden ja tartuntatautien tietopohjalla. Oireiden ja tartuntatautien tietopohja ilmaistiin prosentteina eli kuinka moni potilas 100:sta ilmaisi tietyn oireen, kun he saisivat tietyn tartuntataudin. N\u00e4iden tietojen perusteella loimme satunnaisesti satoja keinotekoisia potilaita, joilla oli tietyt oireet, mutta saimme kaikista niist\u00e4 tarkat prosenttiosuudet tietokannasta. Esim. Jos tietyn sairauden kohdalla 25 %:lla potilaista on oire 1, 50 %:lla oire 2 ja 100 %:lla oire 3, voisimme muodostaa n\u00e4ist\u00e4 tiedoista seuraavat 5 potilasta ja kokonaisprosentit vastaisivat silti alkuper\u00e4isi\u00e4 tietoja. K\u00e4ytimme t\u00e4t\u00e4 l\u00e4hestymistapaa, jossa kehitettiin satunnaisesti keinotekoisia potilaita ottaaksemme huomioon, ett\u00e4 jokainen ihminen on ainutlaatuinen, joten tartunnan j\u00e4lkeen ilmenev\u00e4t oireet ovat hieman erilaisia \u200b\u200bjokaisella henkil\u00f6ll\u00e4.\n<table>\n<tbody>\n<tr>\n<td>Potilas<\/td>\n<td>Oire 1<\/td>\n<td>Oire 2<\/td>\n<td>Oire 3<\/td>\n<\/tr>\n<tr>\n<td>1<\/td>\n<td>1<\/td>\n<td>1<\/td>\n<td>1<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>1<\/td>\n<td><\/td>\n<td>1<\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td><\/td>\n<td>1<\/td>\n<td>1<\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td><\/td>\n<td><\/td>\n<td>1<\/td>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td><\/td>\n<td>1<\/td>\n<td>1<\/td>\n<\/tr>\n<tr>\n<td>6<\/td>\n<td><\/td>\n<td><\/td>\n<td>1<\/td>\n<\/tr>\n<tr>\n<td>7<\/td>\n<td><\/td>\n<td>1<\/td>\n<td>1<\/td>\n<\/tr>\n<tr>\n<td>8<\/td>\n<td><\/td>\n<td><\/td>\n<td>1<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>25%<\/td>\n<td>50%<\/td>\n<td>100%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\nK\u00e4ytimme n\u00e4it\u00e4 satunnaisesti luotuja tietoja ennustusalgoritmimme harjoittamiseen. Ennustealgoritmissamme testasimme kolmea teko\u00e4lymallia voidaksemme verrata niit\u00e4 ja valita tarkimman: Random Forest, Decision Tree ja Naive Bayes-mallinnus. N\u00e4it\u00e4 kaikkia malleja k\u00e4ytet\u00e4\u00e4n sairauden ennustamiseen suoraan annettujen oireiden perusteella. 1. Naive Bayes-malli on luokitin, joka olettaa, ett\u00e4 oireet ovat ehdollisesti riippumattomia kohdesairauden perusteella. T\u00e4m\u00e4n oletuksen vahvuus (naiivius) antaa luokittelijalle nimen. 2. Decision Tree on malli oireista ja niiden mahdollisista sairauksista, mukaan lukien sattumanvaraiset tapahtumat, resurssikustannukset ja hy\u00f6ty. Jokainen haara edustaa testin tulosta (jos oiretta esiintyy tai ei), ja jokainen lehtisolmu edustaa sairautta. Seuraavassa kuvassa on t\u00e4ydellinen Decision Tree.\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bf662c6 elementor-widget elementor-widget-image\" data-id=\"bf662c6\" 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 - v3.10.1 - 17-01-2023 *\/\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\t<a href=\"https:\/\/dessevproject.eu\/wp-content\/uploads\/2024\/04\/decision-tree.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"decision tree\" e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MjA3NywidXJsIjoiaHR0cHM6XC9cL2Rlc3NldnByb2plY3QuZXVcL3dwLWNvbnRlbnRcL3VwbG9hZHNcLzIwMjRcLzA0XC9kZWNpc2lvbi10cmVlLnBuZyJ9\">\n\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/dessevproject.eu\/wp-content\/uploads\/elementor\/thumbs\/decision-tree-qn7xzc84w17o7jdimskjs82u9b296ta9ydjpsruku8.png\" title=\"decision tree\" alt=\"decision tree\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t<\/a>\n\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 class=\"elementor-element elementor-element-f79f1fe elementor-widget elementor-widget-text-editor\" data-id=\"f79f1fe\" 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>3. Random Forest-malli perustuu Decision Tree-malliin, mutta Random Forest synnytt\u00e4\u00e4 mets\u00e4n (iso m\u00e4\u00e4r\u00e4) p\u00e4\u00e4t\u00f6spuita (Decision Tree) ottaen huomioon vain jotkin oireet jokaiselle p\u00e4\u00e4t\u00f6spuulle. Random Forest- mallin tuotos on useimpien p\u00e4\u00e4t\u00f6spuiden valitsema tauti.Random Forest-malli perustuu p\u00e4\u00e4t\u00f6spuumalliin, mutta Random Forest -malli synnytt\u00e4\u00e4 mets\u00e4n (iso m\u00e4\u00e4r\u00e4) p\u00e4\u00e4t\u00f6spuita ottaen huomioon vain jotkin oireet jokaiselle p\u00e4\u00e4t\u00f6spuulle. Random Forest-mallin tuotos on siis useimpien p\u00e4\u00e4t\u00f6spuiden (Decision Tree) valitsema tauti.<\/p>\n<p>Kaikkien kolmen mallin rakentamiseen k\u00e4ytettiin oranssia tiedonlouhintaohjelmistoa (Orange data mining).\u00a0<span style=\"font-style: inherit; font-weight: inherit; background-color: var(--ast-global-color-4); color: var(--ast-global-color-3);\">Orange tiedonlouhintaohjelmisto on yksi koneoppimisen ja tiedonlouhinnan ohjelmistoista. K\u00e4ytimme sit\u00e4, koska se on ilmainen, laajalti k\u00e4ytetty ohjelmisto, josta luodut mallit voidaan vied\u00e4 ja sitten k\u00e4ytt\u00e4\u00e4 melkein miss\u00e4 tahansa Orange python -kirjaston avulla (Demsar J, Curk T, Erjavec A, Gorup C, Hocevar T, Milutinovic M, Mozina M, Polajnar M, Toplak M, Staric A, Stajdohar M, Umek L, Zagar L, Zbontar J, Zitnik M, Zupan B (2013) Orange: Data Mining Toolbox in Python, Journal of Machine Learning Research 14 (elokuu): 2349\u20132353. http:\/\/jmlr.org\/papers\/volume14\/demsar13a\/demsar13a.pdf). N\u00e4in voimme helposti integroida ennustusalgoritmin verkkosivustoon ja mobiilisovellukseen ja tehd\u00e4 sen julkisesti saataville.<\/span><\/p>\n<p><span style=\"font-style: inherit; font-weight: inherit; background-color: var(--ast-global-color-4); color: var(--ast-global-color-3);\">Seuraavassa kuvassa on projektin visualisointi Orange-tiedonlouhintaohjelmistossa.<\/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-b39cbfc elementor-widget elementor-widget-image\" data-id=\"b39cbfc\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/dessevproject.eu\/wp-content\/uploads\/2024\/04\/orange.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"orange\" e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MjA5OSwidXJsIjoiaHR0cHM6XC9cL2Rlc3NldnByb2plY3QuZXVcL3dwLWNvbnRlbnRcL3VwbG9hZHNcLzIwMjRcLzA0XC9vcmFuZ2UucG5nIn0%3D\">\n\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/dessevproject.eu\/wp-content\/uploads\/elementor\/thumbs\/orange-qn7yrjb5z3mgtt8txb1637r1a9dbccsxxyuv7lrgis.png\" title=\"orange\" alt=\"orange\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t<\/a>\n\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 class=\"elementor-element elementor-element-f3c4b2c elementor-widget elementor-widget-heading\" data-id=\"f3c4b2c\" 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\">Arvioinnin tulokset<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-43c6d06 elementor-widget elementor-widget-text-editor\" data-id=\"43c6d06\" 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 lang=\"EN-GB\">T\u00e4m\u00e4<\/span><span lang=\"EN-GB\"> osio esittelee kolmen eri koneoppimismallin arvioinnin: Random Forest, Naive Bayes ja Decision Tree. Mallit arvioitiin erilaisten suorituskykymittareiden avulla niiden soveltuvuuden m\u00e4\u00e4ritt\u00e4miseksi k\u00e4ytt\u00f6\u00f6n.<\/span><\/p>\n<p><span lang=\"EN-GB\"><br><span style=\"color: var(--ast-global-color-2); font-family: Poppins, sans-serif; font-size: 1rem; font-style: inherit; font-weight: 600; background-color: var(--ast-global-color-4);\">K\u00e4ytetty tietojoukko<\/span><br><\/span><\/p>\n<p><span lang=\"EN-GB\">Ker\u00e4simme testidataksi pienen m\u00e4\u00e4r\u00e4n todellisia potilaiden oireita ja sairausyhdistelmi\u00e4. On syyt\u00e4 korostaa, ett\u00e4 testitietoja ei k\u00e4ytetty koulutusprosessin aikana n\u00e4it\u00e4 malleja rakennettaessa.<\/span><\/p>\n<p><span lang=\"EN-GB\"><br><span style=\"color: var(--ast-global-color-2); font-family: Poppins, sans-serif; font-size: 1rem; font-style: inherit; font-weight: 600; background-color: var(--ast-global-color-4);\">Validointitekniikat<\/span><br><\/span><\/p>\n<p><span lang=\"EN-GB\">Projektissa sovellettiin Cross Validation- ja Random Sampling -tekniikoita mallien tarkkuuden testaamiseen. Ristivalidoinnin ja satunnaisn\u00e4ytteenoton yhdistelm\u00e4 mahdollistaa koneoppimismallien suorituskyvyn kattavan arvioinnin. T\u00e4m\u00e4 kaksoisvalidointimenetelm\u00e4 varmistaa perusteellisen ymm\u00e4rryksen siit\u00e4, kuinka malli toimii eri skenaarioissa.<\/span><\/p>\n<p><span lang=\"EN-GB\"><br><span style=\"color: var(--ast-global-color-2); font-family: Poppins, sans-serif; font-size: 1rem; font-style: inherit; font-weight: 600; background-color: var(--ast-global-color-4);\">Ristivalidointitekniikka ja n\u00e4ytteenottoasetukset<\/span><br><\/span><\/p>\n<p><strong>Ristiinvalidointi<\/strong><\/p>\n<ul type=\"disc\">\n<li><span lang=\"EN-GB\">Kerrosten lukum\u00e4\u00e4r\u00e4: 5<\/span><\/li>\n<li><span lang=\"EN-GB\">Stratifield-kerrostus: k\u00e4yt\u00f6ss\u00e4 (varmistaa, ett\u00e4 jokaisella taitolla on samanlainen luokkajakauma)<\/span><\/li>\n<\/ul>\n<p><strong>Satunnaisotos<\/strong><\/p>\n<ul type=\"disc\">\n<li><span lang=\"EN-GB\">Toista testi kymmenen kertaa<\/span><\/li>\n<li><span lang=\"EN-GB\">Harjoitussarjan koko: 66 %<\/span><\/li>\n<li><span lang=\"EN-GB\">Stratifiel-kerrostus: K\u00e4yt\u00f6ss\u00e4<\/span><\/li>\n<\/ul>\n<h5>Arviointimittarit<\/h5>\n<ol start=\"1\" type=\"1\">\n<li><strong>AUC (Area Under Curve)<\/strong><span lang=\"EN-GB\">Measures the model\u2019s ability to differentiate between classes.<\/span><\/li>\n<li><strong>CA (Classification Accuracy)<\/strong><span lang=\"EN-GB\">Oikein ennustettujen tapausten suhde esiintymien kokonaism\u00e4\u00e4r\u00e4\u00e4n.<\/span><\/li>\n<li><strong>F1 Score<\/strong><span lang=\"EN-GB\">Tarkkuuden ja muistamisen harmoninen keskiarvo.<\/span><\/li>\n<li><strong>Tarkkuus<\/strong><span lang=\"EN-GB\">Oikein ennustettujen positiivisten havaintojen suhde ennustettujen positiivisten havaintojen kokonaism\u00e4\u00e4r\u00e4\u00e4n.<\/span><\/li>\n<li><strong>Muisti<\/strong><span lang=\"EN-GB\">Oikein ennustettujen positiivisten havaintojen suhde kaikkiin todellisen luokan havaintoihin.<\/span><\/li>\n<li><strong>MCC (Matthews Correlation Coefficient)<\/strong><span lang=\"EN-GB\">Bin\u00e4\u00e4riluokitusten laadun mitta.<\/span><\/li>\n<\/ol>\n<h5>Mallin suorituskyky<\/h5>\n<p><span lang=\"EN-GB\">Alla on taulukko, jossa on yhteenveto kolmen koneoppimismallin arviointituloksista: Random Forest, Naive Bayes ja Decision Tree.<\/span><\/p>\n<table>\n<tbody>\n<tr>\n<td>Metric<\/td>\n<td>Random forest<\/td>\n<td>Naive bayes<\/td>\n<td>Decision tree<\/td>\n<\/tr>\n<tr>\n<td>AUC<\/td>\n<td>1.000<\/td>\n<td>0.998<\/td>\n<td>0.802<\/td>\n<\/tr>\n<tr>\n<td>CA<\/td>\n<td>0.952<\/td>\n<td>0.857<\/td>\n<td>0.571<\/td>\n<\/tr>\n<tr>\n<td>F1<\/td>\n<td>0.937<\/td>\n<td>0.825<\/td>\n<td>0.500<\/td>\n<\/tr>\n<tr>\n<td>Tarkkuus<\/td>\n<td>0.929<\/td>\n<td>0.810<\/td>\n<td>0.468<\/td>\n<\/tr>\n<tr>\n<td>Muisti<\/td>\n<td>0.952<\/td>\n<td>0.857<\/td>\n<td>0.571<\/td>\n<\/tr>\n<tr>\n<td>MCC<\/td>\n<td>0.952<\/td>\n<td>0.854<\/td>\n<td>0.559<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span lang=\"EN-GB\">T\u00e4m\u00e4 taulukko kaappaa kunkin mallin suorituskyvyn DESSEV-projektissa k\u00e4ytettyjen keskeisten arviointimittojen v\u00e4lill\u00e4. Mallien vertailu alueittain ROC-k\u00e4yr\u00e4n alla osoittaa, ett\u00e4 Random Forest -malli on ylivoimainen, jota seuraa Naive Bayes, ja p\u00e4\u00e4t\u00f6spuu on v\u00e4hiten tehokas.<\/span><\/p><p><span lang=\"EN-GB\"><br><span style=\"font-style: inherit; font-weight: inherit; background-color: var(--ast-global-color-4); color: var(--ast-global-color-3);\">Koska Random Forest -malli toimii parhaiten, sit\u00e4 k\u00e4ytet\u00e4\u00e4n sairauden ennustamiseen verkkosivuillamme ja mobiilisovelluksessamme.<\/span><br><\/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\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Knowledge base Knowledge base in the form of\u201cIF \u2026 THEN \u2026\u201d rules basewhich can be easily implemented into decision support system. Selection of diseases Drawing upon current statistics and data from leading health organisations such as the World Health Organization (WHO, https:\/\/www.cdc.gov\/nndss\/index.html access by day 23 Feb 2024) through its Global Health Observatory (GHO), the &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/dessevproject.eu\/fi\/knowledge-base\/\"> <span class=\"screen-reader-text\">Tietokanta<\/span> Lue lis\u00e4\u00e4 &raquo;<\/a><\/p>","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"page-builder","ast-global-header-display":"","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":"enabled","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","footnotes":""},"class_list":["post-1943","page","type-page","status-publish","hentry"],"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false,"trp-custom-language-flag":false},"uagb_author_info":{"display_name":"admin","author_link":"https:\/\/dessevproject.eu\/fi\/author\/admin\/"},"uagb_comment_info":0,"uagb_excerpt":"Knowledge base Knowledge base in the form of\u201cIF \u2026 THEN \u2026\u201d rules basewhich can be easily implemented into decision support system. Selection of diseases Drawing upon current statistics and data from leading health organisations such as the World Health Organization (WHO, https:\/\/www.cdc.gov\/nndss\/index.html access by day 23 Feb 2024) through its Global Health Observatory (GHO), the&hellip;","_links":{"self":[{"href":"https:\/\/dessevproject.eu\/fi\/wp-json\/wp\/v2\/pages\/1943","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dessevproject.eu\/fi\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/dessevproject.eu\/fi\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/dessevproject.eu\/fi\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/dessevproject.eu\/fi\/wp-json\/wp\/v2\/comments?post=1943"}],"version-history":[{"count":152,"href":"https:\/\/dessevproject.eu\/fi\/wp-json\/wp\/v2\/pages\/1943\/revisions"}],"predecessor-version":[{"id":2185,"href":"https:\/\/dessevproject.eu\/fi\/wp-json\/wp\/v2\/pages\/1943\/revisions\/2185"}],"wp:attachment":[{"href":"https:\/\/dessevproject.eu\/fi\/wp-json\/wp\/v2\/media?parent=1943"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}