{"id":4565,"date":"2025-12-06T07:07:20","date_gmt":"2025-12-06T07:07:20","guid":{"rendered":"https:\/\/academicsolidarity.com\/?p=4565"},"modified":"2025-12-06T07:07:23","modified_gmt":"2025-12-06T07:07:23","slug":"yapay-zeka-ve-saglik-konfor-alanindan-cikma-zamani","status":"publish","type":"post","link":"https:\/\/academicsolidarity.com\/?p=4565&lang=tr","title":{"rendered":"Yapay Zeka ve Sa\u011fl\u0131k: Konfor Alan\u0131ndan \u00c7\u0131kma Zaman\u0131"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">1 Aral\u0131k 2025 tarihinde Akademische Solidarit\u00e4t e. V. taraf\u0131ndan d\u00fczenlenen \u201cAI in Healthcare \/ Sa\u011fl\u0131kta Yapay Zeka\u201d ba\u015fl\u0131kl\u0131 \u00e7evrim i\u00e7i seminere, farkl\u0131 \u00fclkelerden ve sa\u011fl\u0131k disiplinlerinden yakla\u015f\u0131k 90 ki\u015fi kat\u0131ld\u0131. Seminerin konu\u015fmac\u0131s\u0131, Arkansas Tech University Bilgisayar Bilimleri B\u00f6l\u00fcm\u00fc \u00f6\u011fretim \u00fcyesi Dr. Tolga Ensari oldu.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Dr. Ensari, konu\u015fmas\u0131n\u0131n ba\u015flang\u0131c\u0131nda yapay zek\u00e2n\u0131n geli\u015fim s\u00fcrecini ve temel matematiksel-istatistiksel altyap\u0131s\u0131n\u0131 \u00f6zetleyerek, AI\u2019\u0131n yaln\u0131zca programlamadan ibaret olmad\u0131\u011f\u0131n\u0131; diferansiyel denklemlerden optimizasyona, grafik teorisinden olas\u0131l\u0131k modellerine kadar geni\u015f bir bilgi taban\u0131na sahip oldu\u011funu vurgulad\u0131.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Konu\u015fman\u0131n ana b\u00f6l\u00fcm\u00fcnde Dr. Ensari, yapay zek\u00e2n\u0131n sa\u011fl\u0131k alan\u0131ndaki g\u00fcncel uygulamalar\u0131n\u0131 ele ald\u0131:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>T\u0131bbi g\u00f6r\u00fcnt\u00fclemede (CT, MR, patoloji) yapay zek\u00e2 destekli tan\u0131 sistemleri, kanser tespitinden g\u00f6r\u00fcnt\u00fc yorumlamaya kadar yayg\u0131n \u015fekilde kullan\u0131lmaya ba\u015fland\u0131.<\/li>\n\n\n\n<li>Klinik karar destek yaz\u0131l\u0131mlar\u0131 (IBM Watson Health vb.) hekimlerin tan\u0131 ve tedavi s\u00fcre\u00e7lerini h\u0131zland\u0131r\u0131yor.<\/li>\n\n\n\n<li>Metin, genom verisi veya sens\u00f6r \u00e7\u0131kt\u0131lar\u0131n\u0131n AI algoritmalar\u0131na nas\u0131l d\u00f6n\u00fc\u015ft\u00fcr\u00fcld\u00fc\u011f\u00fc \u00f6rneklerle a\u00e7\u0131kland\u0131.<\/li>\n\n\n\n<li>Geli\u015fmekte olan alanlar aras\u0131nda dijital ruh sa\u011fl\u0131\u011f\u0131, biyolojik bilgisayarlar, sinir h\u00fccreleriyle \u00e7al\u0131\u015fan yeni nesil \u201cactual intelligence\u201d kavram\u0131 ve spiking neural networks gibi biyolojik esinli modeller yer ald\u0131.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Dr. Ensari, yapay zek\u00e2n\u0131n insan gibi \u201chata yapabilece\u011fini\u201d de somut \u00f6rneklerle anlatt\u0131. Avustralya\u2019da Tesla ara\u00e7lar\u0131n\u0131n kangurular\u0131 tan\u0131yamay\u0131p durmas\u0131 veya g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131r\u0131c\u0131lar\u0131n muffin\u2013k\u00f6pek yavrusu aras\u0131ndaki fark\u0131 kar\u0131\u015ft\u0131rmas\u0131, AI sistemlerinin mutlak do\u011fru kabul edilmemesi gerekti\u011fini g\u00f6steren \u00f6rnekler aras\u0131nda payla\u015f\u0131ld\u0131.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Seminerde etik ilkeler ve yakla\u015fan yasal d\u00fczenlemeler geni\u015f yer tuttu. Bu \u00e7er\u00e7evede veri gizlili\u011fi, adalet ve \u015feffafl\u0131k, insan denetimi, y\u00f6netilebilirlik ve izlenebilirlik AI sistemlerinin temel ko\u015fullar\u0131 olarak tan\u0131mland\u0131.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Seminerde ABD ve AB\u2019de be\u015f y\u0131ld\u0131r s\u00fcren kapsaml\u0131 \u201cteknoloji anayasas\u0131\u201d \u00e7al\u0131\u015fmalar\u0131ndan \u00f6rnekler payla\u015f\u0131ld\u0131. Hekimlerin AI kullan\u0131rken hukuki sorumlulu\u011fu, olas\u0131 malpraktis davalar\u0131nda payla\u015f\u0131lm\u0131\u015f sorumluluk (\u201cshared responsibility\u201d) ve ileride ortaya \u00e7\u0131kabilecek regulasyonlar\u0131n y\u00f6n\u00fc tart\u0131\u015f\u0131ld\u0131.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Dr. Ensari, kat\u0131l\u0131mc\u0131lar\u0131n sorular\u0131n\u0131 da yan\u0131tlad\u0131:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Hastalar\u0131n hekime gelmeden \u00f6nce ChatGPT gibi ara\u00e7lara dan\u0131\u015fmas\u0131 art\u0131k yayg\u0131n; ancak hekimin AI ile konu\u015fmay\u0131 hastan\u0131n \u00f6n\u00fcnde ve \u015feffaf \u015fekilde y\u00fcr\u00fctmesi etik a\u00e7\u0131dan daha do\u011fru olabilir.<\/li>\n\n\n\n<li>AI\u2019\u0131n hatal\u0131 karar vermesi durumunda sorumlulu\u011fun tek ba\u015f\u0131na yaz\u0131l\u0131ma at\u0131lamayaca\u011f\u0131 vurguland\u0131.<\/li>\n\n\n\n<li>Birinci basamakta \u00e7al\u0131\u015fan hekimler i\u00e7in \u00f6zel klinik AI ara\u00e7lar\u0131n\u0131n yak\u0131n gelecekte meslek gruplar\u0131na g\u00f6re \u00f6zelle\u015ftirilece\u011fi \u00f6ng\u00f6r\u00fcld\u00fc.<\/li>\n\n\n\n<li>Meta-analiz yapabilen AI sistemlerinin giderek g\u00fc\u00e7lendi\u011fi ve yak\u0131n zamanda bilimsel ara\u015ft\u0131rma s\u00fcre\u00e7lerini tamamen d\u00f6n\u00fc\u015ft\u00fcrebilece\u011fi belirtildi.<\/li>\n\n\n\n<li>Ruh sa\u011fl\u0131\u011f\u0131 ile ilgili konularda geli\u015fi g\u00fczel sohbet ama\u00e7l\u0131 yapay zek\u00e2 kullan\u0131m\u0131n\u0131n sak\u0131ncal\u0131 oldu\u011fu, ancak lisansl\u0131 \u201cDijital Mental Health\u201d sistemlerinin yararl\u0131 olabilece\u011fi ifade edildi.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Seminerin sonunda s\u00f6z alan kat\u0131l\u0131mc\u0131lardan biri, \u0130sve\u00e7\u2019te birinci basamakta kullan\u0131lan Tandem Health benzeri AI destekli yaz\u0131l\u0131mlar\u0131n pratik faydalar\u0131n\u0131 aktard\u0131:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Hekim\u2013hasta g\u00f6r\u00fc\u015fmesini otomatik olarak transkribe edip t\u0131bbi notlara d\u00f6n\u00fc\u015ft\u00fcrme,<\/li>\n\n\n\n<li>Rapor, sevk, istirahat belgesi gibi yaz\u0131\u015fmalar\u0131 saniyeler i\u00e7inde olu\u015fturma,<\/li>\n\n\n\n<li>\u0130la\u00e7 etkile\u015fimleri ve guideline denetimlerini otomatik yapma.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Bir ba\u015fka kat\u0131l\u0131mc\u0131 Almanya\u2019da kullan\u0131lan Heidi Health adl\u0131 transkripsiyon ve karar destek arac\u0131ndan s\u00f6z ederek, bu yaz\u0131l\u0131mlar\u0131n \u00f6zellikle veri g\u00fcvenli\u011fi gereklilikleri nedeniyle yerel sistemlere entegre \u00e7al\u0131\u015fmas\u0131n\u0131n \u00f6nemini vurgulad\u0131.<\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><em>\u201cKonfor Alan\u0131ndan \u00c7\u0131kma Zaman\u0131\u201d<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Program\u0131n sonunda moderat\u00f6rlerden biri, seminerin kendisini \u201ckonfor alan\u0131ndan \u00e7\u0131kar\u0131p korku\u2013\u00f6\u011frenme\u2013geli\u015fim d\u00f6ng\u00fcs\u00fcne itti\u011fini\u201d s\u00f6yleyince, Dr. Ensari \u015fu s\u00f6zlerle yan\u0131t verdi:<\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><em>\u201cKorkmak iyidir. \u00c7\u00fcnk\u00fc \u00f6\u011frenmenin ve geli\u015fmenin ba\u015flang\u0131c\u0131d\u0131r.\u201d<\/em><em><\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Akademische Solidarit\u00e4t e. V. taraf\u0131ndan d\u00fczenlenen bu kapsaml\u0131 seminer, hem teknik hem etik hem de pratik y\u00f6nleriyle yapay zek\u00e2n\u0131n sa\u011fl\u0131kta nas\u0131l bir d\u00f6n\u00fc\u015f\u00fcm ba\u015flatt\u0131\u011f\u0131n\u0131 g\u00f6zler \u00f6n\u00fcne serdi. Kat\u0131l\u0131mc\u0131lar\u0131n yo\u011fun ilgisi ve aktif katk\u0131lar\u0131, sa\u011fl\u0131k alan\u0131ndaki profesyonellerin bu de\u011fi\u015fime haz\u0131r oldu\u011funu, fakat yolun hen\u00fcz ba\u015f\u0131nda olundu\u011funu bir kez daha g\u00f6sterdi.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>1 Aral\u0131k 2025 tarihinde Akademische Solidarit\u00e4t e. V. taraf\u0131ndan d\u00fczenlenen \u201cAI in Healthcare \/ Sa\u011fl\u0131kta Yapay Zeka\u201d ba\u015fl\u0131kl\u0131 \u00e7evrim i\u00e7i seminere, farkl\u0131 \u00fclkelerden ve sa\u011fl\u0131k disiplinlerinden yakla\u015f\u0131k 90 ki\u015fi kat\u0131ld\u0131. Seminerin konu\u015fmac\u0131s\u0131, Arkansas Tech University Bilgisayar Bilimleri B\u00f6l\u00fcm\u00fc \u00f6\u011fretim \u00fcyesi Dr. Tolga Ensari oldu. Dr. Ensari, konu\u015fmas\u0131n\u0131n ba\u015flang\u0131c\u0131nda yapay zek\u00e2n\u0131n geli\u015fim s\u00fcrecini ve temel matematiksel-istatistiksel [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":4561,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[114],"tags":[],"class_list":["post-4565","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-guncel"],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/academicsolidarity.com\/wp-content\/uploads\/2025\/12\/20251201Yapay-zekanin-saglikta-kullanimi-flyer.jpg?fit=1024%2C1536&ssl=1","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/academicsolidarity.com\/index.php?rest_route=\/wp\/v2\/posts\/4565","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/academicsolidarity.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/academicsolidarity.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/academicsolidarity.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/academicsolidarity.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4565"}],"version-history":[{"count":1,"href":"https:\/\/academicsolidarity.com\/index.php?rest_route=\/wp\/v2\/posts\/4565\/revisions"}],"predecessor-version":[{"id":4566,"href":"https:\/\/academicsolidarity.com\/index.php?rest_route=\/wp\/v2\/posts\/4565\/revisions\/4566"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/academicsolidarity.com\/index.php?rest_route=\/wp\/v2\/media\/4561"}],"wp:attachment":[{"href":"https:\/\/academicsolidarity.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4565"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/academicsolidarity.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4565"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/academicsolidarity.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4565"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}