\n
\n\tMassachusetts merkezli sa\u011fl\u0131k sistemi Mass General Brigham’daki uzmanlar taraf\u0131ndan geli\u015ftirilen sistem, farkl\u0131 ya\u015f ve etnik k\u00f6kenlere ait 40 milyondan fazla y\u00fcz foto\u011fraf\u0131 kullan\u0131larak e\u011fitildi.<\/p>\n
\n\tGeli\u015ftirilen model temel al\u0131narak olu\u015fturulan iki farkl\u0131 ara\u00e7, y\u00fcz hatlar\u0131ndaki detaylar\u0131 inceleyerek hem biyolojik ya\u015f\u0131 tahmin ediyor hem de do\u011frudan ya\u015fam s\u00fcresi ihtimalini hesapl\u0131yor.<\/p>\n
\n\tY\u00fcz\u00fcn farkl\u0131 b\u00f6lgeleri analiz ediliyor<\/h2>\n
\n\tAra\u015ft\u0131rma kapsam\u0131nda geli\u015ftirilen ara\u00e7lar\u0131n y\u00fcz\u00fcn farkl\u0131 b\u00f6lgelerine odakland\u0131\u011f\u0131 tespit edildi. Biyolojik ya\u015f tahmini yapan sistem al\u0131n, \u015fakaklar ve burun kenar\u0131ndan a\u011f\u0131z k\u00f6\u015felerine uzanan \u00e7izgileri incelerken, do\u011frudan ya\u015fam \u015fans\u0131n\u0131 tahmin eden di\u011fer ara\u00e7 g\u00f6z alt\u0131 ve burun k\u00f6pr\u00fcs\u00fc \u00e7evresindeki b\u00f6lgeleri de\u011ferlendiriyor.<\/p>\n
\n\tYap\u0131lan incelemelerde, biyolojik ya\u015f\u0131 kronolojik ya\u015f\u0131ndan be\u015f y\u0131l veya daha b\u00fcy\u00fck \u00e7\u0131kan kanser hastalar\u0131n\u0131n, ortalama d\u00f6rt y\u0131ll\u0131k takip s\u00fcresinde \u00f6l\u00fcm riskinin y\u00fczde 21 daha y\u00fcksek oldu\u011fu belirlendi.<\/p>\n
\n\tBuna kar\u015f\u0131l\u0131k, oldu\u011fundan be\u015f y\u0131l daha gen\u00e7 g\u00f6r\u00fcnen hastalarda bu riskin y\u00fczde 17 daha d\u00fc\u015f\u00fck oldu\u011fu saptand\u0131. Uzmanlar, a\u015f\u0131r\u0131 alkol t\u00fcketimi, sigara ve uyu\u015fturucu gibi ya\u015fam tarz\u0131 al\u0131\u015fkanl\u0131klar\u0131n\u0131n da y\u00fczdeki ya\u015flanma bulgular\u0131n\u0131 do\u011frudan etkiledi\u011fini vurguluyor.<\/p>\n
\n\tTedavi s\u00fcre\u00e7lerine rehberlik edebilir<\/h2>\n
\n\tYo\u011fun radyasyon, cerrahi veya sistemik tedaviler \u00f6ncesinde hastalar\u0131n fiziksel direncini ve k\u0131r\u0131lganl\u0131\u011f\u0131n\u0131 do\u011fru de\u011ferlendirmenin \u00f6nemine dikkat \u00e7eken hekimler, bu teknolojinin doktor kararlar\u0131n\u0131n yerine ge\u00e7meyece\u011fini ancak ki\u015fiselle\u015ftirilmi\u015f tedavi planlamas\u0131nda destekleyici bir rol \u00fcstlenebilece\u011fini belirtiyor.<\/p>\n
\n\tSistem, \u0131\u015f\u0131kland\u0131rma, makyaj ve farkl\u0131 y\u00fcz ifadeleri gibi d\u0131\u015f etkenlerden etkilenmezken, uygulaman\u0131n yayg\u0131n olarak kullan\u0131labilmesi i\u00e7in daha fazla ara\u015ft\u0131rmaya ihtiya\u00e7 duyuluyor.<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"
Massachusetts merkezli sa\u011fl\u0131k sistemi Mass General Brigham’daki uzmanlar taraf\u0131ndan geli\u015ftirilen sistem, farkl\u0131 ya\u015f ve etnik k\u00f6kenlere ait 40 milyondan fazla y\u00fcz foto\u011fraf\u0131 kullan\u0131larak e\u011fitildi.
Geli\u015ftirilen model temel al\u0131narak olu\u015fturulan iki farkl\u0131 ara\u00e7, y\u00fcz hatlar\u0131ndaki detaylar\u0131 inceleyerek hem biyolojik ya\u015f\u0131 tahmin ediyor hem de do\u011frudan ya\u015fam s\u00fcresi ihtimalini hesapl\u0131yor.
Y\u00fcz\u00fcn farkl\u0131 b\u00f6lgeleri analiz […]<\/p>\n","protected":false},"author":1,"featured_media":33196,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jnews-multi-image_gallery":[],"jnews_single_post":[],"jnews_primary_category":[],"footnotes":""},"categories":[2],"tags":[],"class_list":["post-47925","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dunya"],"yoast_head":"\n
Tek foto\u011frafla kanser hastalar\u0131n\u0131n ya\u015fam s\u00fcresini tahmin eden yapay zeka geli\u015ftirildi - Haber Kuzey<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/haberkuzey.com\/index.php\/2026\/10\/20\/tek-fotografla-kanser-hastalarinin-yasam-suresini-tahmin-eden-yapay-zeka-gelistirildi\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Tek foto\u011frafla kanser hastalar\u0131n\u0131n ya\u015fam s\u00fcresini tahmin eden yapay zeka geli\u015ftirildi - Haber Kuzey\" \/>\n<meta property=\"og:description\" content=\"
Massachusetts merkezli sa\u011fl\u0131k sistemi Mass General Brigham’daki uzmanlar taraf\u0131ndan geli\u015ftirilen sistem, farkl\u0131 ya\u015f ve etnik k\u00f6kenlere ait 40 milyondan fazla y\u00fcz foto\u011fraf\u0131 kullan\u0131larak e\u011fitildi.
Geli\u015ftirilen model temel al\u0131narak olu\u015fturulan iki farkl\u0131 ara\u00e7, y\u00fcz hatlar\u0131ndaki detaylar\u0131 inceleyerek hem biyolojik ya\u015f\u0131 tahmin ediyor hem de do\u011frudan ya\u015fam s\u00fcresi ihtimalini hesapl\u0131yor.
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Haber Kuzey","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/haberkuzey.com\/index.php\/2026\/10\/20\/tek-fotografla-kanser-hastalarinin-yasam-suresini-tahmin-eden-yapay-zeka-gelistirildi\/","og_locale":"tr_TR","og_type":"article","og_title":"Tek foto\u011frafla kanser hastalar\u0131n\u0131n ya\u015fam s\u00fcresini tahmin eden yapay zeka geli\u015ftirildi - Haber Kuzey","og_description":"
Massachusetts merkezli sa\u011fl\u0131k sistemi Mass General Brigham’daki uzmanlar taraf\u0131ndan geli\u015ftirilen sistem, farkl\u0131 ya\u015f ve etnik k\u00f6kenlere ait 40 milyondan fazla y\u00fcz foto\u011fraf\u0131 kullan\u0131larak e\u011fitildi.
Geli\u015ftirilen model temel al\u0131narak olu\u015fturulan iki farkl\u0131 ara\u00e7, y\u00fcz hatlar\u0131ndaki detaylar\u0131 inceleyerek hem biyolojik ya\u015f\u0131 tahmin ediyor hem de do\u011frudan ya\u015fam s\u00fcresi ihtimalini hesapl\u0131yor.
Y\u00fcz\u00fcn farkl\u0131 b\u00f6lgeleri analiz […]","og_url":"https:\/\/haberkuzey.com\/index.php\/2026\/10\/20\/tek-fotografla-kanser-hastalarinin-yasam-suresini-tahmin-eden-yapay-zeka-gelistirildi\/","og_site_name":"Haber Kuzey","article_published_time":"2026-10-20T14:41:06+00:00","og_image":[{"url":"https:\/\/trthaberstatic.cdn.wp.trt.com.tr\/resimler\/1948000\/radyolojide-yapay-zeka-1949507.jpg","type":"","width":"","height":""}],"author":"haberkuzey","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"haberkuzey","Tahmini okuma s\u00fcresi":"2 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/haberkuzey.com\/index.php\/2026\/10\/20\/tek-fotografla-kanser-hastalarinin-yasam-suresini-tahmin-eden-yapay-zeka-gelistirildi\/#article","isPartOf":{"@id":"https:\/\/haberkuzey.com\/index.php\/2026\/10\/20\/tek-fotografla-kanser-hastalarinin-yasam-suresini-tahmin-eden-yapay-zeka-gelistirildi\/"},"author":{"name":"haberkuzey","@id":"https:\/\/haberkuzey.com\/#\/schema\/person\/3372109ec735f9333f4fa47ebb9605ca"},"headline":"Tek foto\u011frafla kanser hastalar\u0131n\u0131n ya\u015fam s\u00fcresini tahmin eden yapay zeka geli\u015ftirildi","datePublished":"2026-10-20T14:41:06+00:00","mainEntityOfPage":{"@id":"https:\/\/haberkuzey.com\/index.php\/2026\/10\/20\/tek-fotografla-kanser-hastalarinin-yasam-suresini-tahmin-eden-yapay-zeka-gelistirildi\/"},"wordCount":333,"commentCount":0,"image":{"@id":"https:\/\/haberkuzey.com\/index.php\/2026\/10\/20\/tek-fotografla-kanser-hastalarinin-yasam-suresini-tahmin-eden-yapay-zeka-gelistirildi\/#primaryimage"},"thumbnailUrl":"https:\/\/haberkuzey.com\/wp-content\/uploads\/2025\/12\/radyolojide-yapay-zeka-1949507.jpg","articleSection":["D\u00fcnya"],"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/haberkuzey.com\/index.php\/2026\/10\/20\/tek-fotografla-kanser-hastalarinin-yasam-suresini-tahmin-eden-yapay-zeka-gelistirildi\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/haberkuzey.com\/index.php\/2026\/10\/20\/tek-fotografla-kanser-hastalarinin-yasam-suresini-tahmin-eden-yapay-zeka-gelistirildi\/","url":"https:\/\/haberkuzey.com\/index.php\/2026\/10\/20\/tek-fotografla-kanser-hastalarinin-yasam-suresini-tahmin-eden-yapay-zeka-gelistirildi\/","name":"Tek foto\u011frafla kanser hastalar\u0131n\u0131n ya\u015fam s\u00fcresini tahmin eden yapay zeka geli\u015ftirildi - 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