{"id":727,"date":"2026-08-17T17:02:54","date_gmt":"2026-08-17T17:02:54","guid":{"rendered":"https:\/\/marmarayduraklari.net.tr\/news\/?p=727"},"modified":"2026-08-17T17:02:54","modified_gmt":"2026-08-17T17:02:54","slug":"yapay-zeka-ile-kisisellestirilmis-saglik-gelecegin-tibbi-bugun-basliyor","status":"publish","type":"post","link":"https:\/\/marmarayduraklari.net.tr\/news\/yapay-zeka-ile-kisisellestirilmis-saglik-gelecegin-tibbi-bugun-basliyor\/","title":{"rendered":"Yapay Zeka ile Ki\u015fiselle\u015ftirilmi\u015f Sa\u011fl\u0131k: Gelece\u011fin T\u0131bb\u0131 Bug\u00fcn Ba\u015fl\u0131yor"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Sa\u011fl\u0131k hizmetleri uzun s\u00fcre ortalama hasta \u00fczerinden tasarland\u0131. Ya\u015f, kilo, \u015fik\u00e2yet ve genel test sonu\u00e7lar\u0131yla karar verildi. \u015eimdi tablo de\u011fi\u015fiyor. Yapay zeka, ki\u015fisel sa\u011fl\u0131k verilerini daha h\u0131zl\u0131 analiz ederek daha erken uyar\u0131lar ve daha \u00f6zel \u00f6neriler sunma potansiyeli ta\u015f\u0131yor.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu de\u011fi\u015fim kula\u011fa \u00e7ok g\u00fc\u00e7l\u00fc geliyor. Yine de dikkatli olmak gerekiyor. Sa\u011fl\u0131kta teknoloji yaln\u0131zca h\u0131zl\u0131 olamaz; g\u00fcvenli, a\u00e7\u0131klanabilir ve sorumlu da olmak zorundad\u0131r. Yanl\u0131\u015f bir \u00f6neri, yanl\u0131\u015f bir reklam metninden \u00e7ok daha ciddi sonu\u00e7 do\u011furabilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">G\u00fcnl\u00fck dijital se\u00e7imlerde <\/span><a href=\"https:\/\/1king-giris.com\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">1 king<\/span><\/a><span style=\"font-weight: 400;\"> kullan\u0131c\u0131ya h\u0131zl\u0131 eri\u015fim ve g\u00fcvenilir bilgi ak\u0131\u015f\u0131 sa\u011flayan pratik bir ba\u015flang\u0131\u00e7 noktas\u0131d\u0131r. Kullan\u0131c\u0131lar\u0131n online hizmetleri kontrol etme al\u0131\u015fkanl\u0131\u011f\u0131, sa\u011fl\u0131k teknolojilerinde daha da \u00f6nem kazan\u0131r. \u0130nsanlar hangi verinin topland\u0131\u011f\u0131n\u0131 ve nas\u0131l kullan\u0131ld\u0131\u011f\u0131n\u0131 bilmek ister.<\/span><\/p>\n<h2><b>Ki\u015fiselle\u015ftirilmi\u015f sa\u011fl\u0131k neyi de\u011fi\u015ftiriyor?<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">AI destekli sa\u011fl\u0131k ara\u00e7lar\u0131; uyku, kalp ritmi, kan \u015fekeri, hareket, ila\u00e7 takibi ve laboratuvar sonu\u00e7lar\u0131 gibi verileri birlikte de\u011ferlendirebilir. B\u00f6ylece ki\u015fi yaln\u0131zca hastaland\u0131\u011f\u0131nda de\u011fil, risk artmaya ba\u015flad\u0131\u011f\u0131nda da uyar\u0131 alabilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">T\u00fcrkiye\u2019de \u00f6zel hastaneler, dijital randevu sistemleri ve sa\u011fl\u0131k uygulamalar\u0131 bu d\u00f6n\u00fc\u015f\u00fcm i\u00e7in uygun bir zemin yarat\u0131yor. Fakat eri\u015fim h\u00e2l\u00e2 e\u015fit de\u011fil. Herkesin ayn\u0131 cihazlara, ayn\u0131 doktorlara veya ayn\u0131 dijital okuryazarl\u0131\u011fa sahip olmad\u0131\u011f\u0131 unutulmamal\u0131.<\/span><\/p>\n<h2><b>Etik s\u0131n\u0131rlar neden \u00f6nemli?<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">D\u00fcnya Sa\u011fl\u0131k \u00d6rg\u00fct\u00fc, sa\u011fl\u0131kta yapay zeka i\u00e7in etik, y\u00f6neti\u015fim, g\u00fcvenlik ve hesap verebilirlik konular\u0131n\u0131n temel oldu\u011funu vurguluyor. <\/span><a href=\"https:\/\/www.who.int\/publications\/i\/item\/9789240029200\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">WHO<\/span><\/a><span style=\"font-weight: 400;\"> rehberi bu konuda iyi bir referans sunuyor.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu t\u00fcr ilkeler gerekli, \u00e7\u00fcnk\u00fc sa\u011fl\u0131k verisi en hassas ki\u015fisel bilgilerden biridir. Bir uygulama ad\u0131m say\u0131s\u0131n\u0131 bilmekle kalmaz; uyku d\u00fczenini, stres seviyesini veya kronik riskleri de g\u00f6rebilir.<\/span><\/p>\n<h3><b>Kullan\u0131c\u0131 neye dikkat etmeli?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Ki\u015fiselle\u015ftirilmi\u015f sa\u011fl\u0131k ara\u00e7lar\u0131n\u0131 se\u00e7erken sadece tasar\u0131ma bakmak yeterli de\u011fildir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Kontrol edilmesi gerekenler:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">verinin nerede sakland\u0131\u011f\u0131;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">doktor onay\u0131 olup olmad\u0131\u011f\u0131;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">acil durum y\u00f6nlendirmesi;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">gizlilik politikas\u0131;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00f6nerilerin nas\u0131l \u00fcretildi\u011fi;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">sonu\u00e7lar\u0131n kesin tan\u0131 gibi sunulup sunulmad\u0131\u011f\u0131.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Bu kontroller biraz s\u0131k\u0131c\u0131 g\u00f6r\u00fcnebilir. Ama sa\u011fl\u0131kta g\u00fcven, parlak bir uygulama ekran\u0131ndan daha de\u011ferlidir.<\/span><\/p>\n<h2><b>Gelecek ba\u015flad\u0131 m\u0131?<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Evet, ama tamamlanm\u0131\u015f de\u011fil. AI ki\u015fiselle\u015ftirilmi\u015f sa\u011fl\u0131kta g\u00fc\u00e7l\u00fc bir yard\u0131mc\u0131 olabilir. Doktorlar\u0131n i\u015fini h\u0131zland\u0131rabilir, hastalar\u0131n kendi verisini daha iyi anlamas\u0131n\u0131 sa\u011flayabilir ve erken fark\u0131ndal\u0131k yaratabilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Yine de bu teknoloji doktorun yerine ge\u00e7memeli. En iyi senaryo, insan uzmanl\u0131\u011f\u0131 ile ak\u0131ll\u0131 verinin birlikte \u00e7al\u0131\u015fmas\u0131d\u0131r. Gelece\u011fin t\u0131bb\u0131 tam olarak burada ba\u015fl\u0131yor.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Sa\u011fl\u0131k hizmetleri uzun s\u00fcre ortalama hasta \u00fczerinden tasarland\u0131. Ya\u015f, kilo, \u015fik\u00e2yet ve genel test sonu\u00e7lar\u0131yla karar verildi. \u015eimdi tablo de\u011fi\u015fiyor. Yapay zeka, ki\u015fisel sa\u011fl\u0131k verilerini daha h\u0131zl\u0131 analiz ederek daha erken uyar\u0131lar ve daha \u00f6zel \u00f6neriler sunma potansiyeli ta\u015f\u0131yor. Bu de\u011fi\u015fim kula\u011fa \u00e7ok g\u00fc\u00e7l\u00fc geliyor. Yine de dikkatli olmak gerekiyor. Sa\u011fl\u0131kta teknoloji yaln\u0131zca h\u0131zl\u0131 olamaz; &#8230; <a title=\"Yapay Zeka ile Ki\u015fiselle\u015ftirilmi\u015f Sa\u011fl\u0131k: Gelece\u011fin T\u0131bb\u0131 Bug\u00fcn Ba\u015fl\u0131yor\" class=\"read-more\" href=\"https:\/\/marmarayduraklari.net.tr\/news\/yapay-zeka-ile-kisisellestirilmis-saglik-gelecegin-tibbi-bugun-basliyor\/\" aria-label=\"Read more about Yapay Zeka ile Ki\u015fiselle\u015ftirilmi\u015f Sa\u011fl\u0131k: Gelece\u011fin T\u0131bb\u0131 Bug\u00fcn Ba\u015fl\u0131yor\">Read more<\/a><\/p>\n","protected":false},"author":12,"featured_media":728,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-727","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-business"],"_links":{"self":[{"href":"https:\/\/marmarayduraklari.net.tr\/news\/wp-json\/wp\/v2\/posts\/727","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/marmarayduraklari.net.tr\/news\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/marmarayduraklari.net.tr\/news\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/marmarayduraklari.net.tr\/news\/wp-json\/wp\/v2\/users\/12"}],"replies":[{"embeddable":true,"href":"https:\/\/marmarayduraklari.net.tr\/news\/wp-json\/wp\/v2\/comments?post=727"}],"version-history":[{"count":1,"href":"https:\/\/marmarayduraklari.net.tr\/news\/wp-json\/wp\/v2\/posts\/727\/revisions"}],"predecessor-version":[{"id":729,"href":"https:\/\/marmarayduraklari.net.tr\/news\/wp-json\/wp\/v2\/posts\/727\/revisions\/729"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/marmarayduraklari.net.tr\/news\/wp-json\/wp\/v2\/media\/728"}],"wp:attachment":[{"href":"https:\/\/marmarayduraklari.net.tr\/news\/wp-json\/wp\/v2\/media?parent=727"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/marmarayduraklari.net.tr\/news\/wp-json\/wp\/v2\/categories?post=727"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/marmarayduraklari.net.tr\/news\/wp-json\/wp\/v2\/tags?post=727"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}