\u00dcsk\u00fcdar \u00dcniversitesi Di\u015f Hekimli\u011fi Fak\u00fcltesi\u2019nce d\u00fczenlenen \u201cDi\u015f Hekimli\u011finde Yapay Zek\u00e2\u201d ba\u015fl\u0131kl\u0131 sempozyum \u00dcsk\u00fcdar \u00dcniversitesi NP Sa\u011fl\u0131k Yerle\u015fkesi \u0130bni Sina Oditoryumu\u2019nda ger\u00e7ekle\u015ftirildi. \u00a0<\/p>\n
Sa\u011fl\u0131k teknolojileri ve yapay zek\u00e2n\u0131n (YZ) dental te\u015fhis, tedavi ve planlama s\u00fcre\u00e7lerindeki d\u00f6n\u00fc\u015ft\u00fcr\u00fcc\u00fc rol\u00fcn\u00fc akademik bir zeminde ele almak amac\u0131yla d\u00fczenlenen sempozyumda, di\u015f hekimli\u011finde yapay zek\u00e2 algoritmalar\u0131n\u0131n te\u015fhis do\u011frulu\u011funu art\u0131rma, klinik karar destek sistemlerini g\u00fc\u00e7lendirme ve ki\u015fiselle\u015ftirilmi\u015f tedavi planlamalar\u0131 olu\u015fturma potansiyeli bilimsel y\u00f6nleriyle ele al\u0131nd\u0131.\u00a0<\/p>\n
Prof. Dr. Erg\u00fcn Y\u00fccel: \u201cYapay zek\u00e2 g\u00fcn\u00fcm\u00fczde bir klinik prati\u011fidir\u201d<\/strong><\/p>\n Program, \u00dcsk\u00fcdar \u00dcniversitesi Di\u015f Hekimli\u011fi Fak\u00fcltesi Dekan\u0131 Prof. Dr. Erg\u00fcn Y\u00fccel\u2019in a\u00e7\u0131l\u0131\u015f konu\u015fmas\u0131yla ba\u015flad\u0131. Prof. Dr. Erg\u00fcn Y\u00fccel, yapay zek\u00e2n\u0131n art\u0131k bir gelecek tasavvuru de\u011fil, sa\u011fl\u0131k alan\u0131nda g\u00fcnl\u00fck uygulaman\u0131n par\u00e7as\u0131 haline geldi\u011fini vurgulad\u0131.<\/p>\n Yapay zek\u00e2 konusunun teorik bir tart\u0131\u015fma ba\u015fl\u0131\u011f\u0131 olmaktan \u00e7\u0131kt\u0131\u011f\u0131n\u0131 ifade eden Prof. Dr. Y\u00fccel, \u201cYapay zek\u00e2 g\u00fcn\u00fcm\u00fczde bir gelecek senaryosu de\u011fil, art\u0131k g\u00fcn\u00fcm\u00fcz\u00fcn bizim a\u00e7\u0131m\u0131zdan bir klinik prati\u011fidir. Te\u015fhisten tedavi planlamas\u0131na kadar her a\u015famada mesle\u011fimizin b\u00fct\u00fcn ana bilim dallar\u0131nda oyunun kurallar\u0131 adeta yeniden yaz\u0131lmaktad\u0131r.\u201d diye konu\u015ftu.<\/p>\n Hata ihtimali s\u0131f\u0131ra inecek<\/strong><\/p>\n Prof. Dr. Y\u00fccel, \u201cY\u0131llarca di\u015f hekimli\u011finde \u2018\u00f6nce zarar verme\u2019 dedik. Ama art\u0131k g\u00fcn\u00fcm\u00fczde yapay zek\u00e2 teknolojileri ile bir ad\u0131m \u00f6teye ge\u00e7tik ve \u2018Hata yapma ihtimalini s\u0131f\u0131ra indir\u2019 diyoruz. Bu belki de yapay zekayla birlikte bir konsept olacak.\u201d ifadesinde bulundu.<\/p>\n Yapay zek\u00e2 hali haz\u0131rda kullan\u0131l\u0131yor<\/strong><\/p>\n Yapay zek\u00e2n\u0131n h\u00e2lihaz\u0131rda bir\u00e7ok alanda aktif olarak kullan\u0131ld\u0131\u011f\u0131n\u0131 dile getiren Prof. Dr. Y\u00fccel, \u201cRadyolojide insan g\u00f6z\u00fcnden ka\u00e7abilecek detaylar\u0131 yakalayabiliyoruz. Cerrahide milimetrik hassasiyetle rehberlik eden uygulamalar kullan\u0131yoruz. Ortodontiden endodontiye, pedodontiden di\u011fer alanlara kadar klinik destek mekanizmas\u0131 olarak bu teknolojilerden yararlan\u0131yoruz.\u201d dedi.<\/p>\n Ancak teknolojinin kutsalla\u015ft\u0131r\u0131lmamas\u0131 gerekti\u011fini de vurgulayan Prof. Dr. Y\u00fccel, yapay zek\u00e2n\u0131n hekimlik sanat\u0131n\u0131n yerini alamayaca\u011f\u0131n\u0131 s\u00f6yledi ve \u201cEn geli\u015fmi\u015f algoritma bile bir hekimin hastas\u0131yla kurdu\u011fu g\u00fcven ba\u011f\u0131n\u0131n ve insani dokunu\u015fun yerini tutamaz. Hi\u00e7bir algoritman\u0131n empati yetene\u011fi yoktur\u201d diye konu\u015ftu.<\/p>\n Prof. Dr. Y\u00fccel, yapay zek\u00e2n\u0131n mesle\u011fi tehdit etmedi\u011fini, aksine hata pay\u0131n\u0131 azaltt\u0131\u011f\u0131n\u0131 ve zaman y\u00f6netiminde avantaj sa\u011flad\u0131\u011f\u0131n\u0131 ifade ederek, \u201cBu toplant\u0131n\u0131n bir ilk olmas\u0131n\u0131 ve bilimsel altyap\u0131 a\u00e7\u0131s\u0131ndan daha farkl\u0131 uygulamalarla geli\u015ftirilmesini diliyorum.\u201d diyerek s\u00f6zlerini tamamlad\u0131.<\/p>\n Prof. Dr. T\u00fcrker Tekin Erg\u00fczel: \u201cGeli\u015ftirdi\u011fimiz sistemler hekimin yerine ge\u00e7mez\u201d<\/strong><\/p>\n A\u00e7\u0131l\u0131\u015f\u0131n ard\u0131ndan ger\u00e7ekle\u015ftirilen birinci oturumda yapay zek\u00e2n\u0131n sa\u011fl\u0131k alan\u0131ndaki genel \u00e7er\u00e7evesi ve etik boyutu ele al\u0131nd\u0131. Oturumda konu\u015fan \u00dcsk\u00fcdar \u00dcniversitesi Rekt\u00f6r Yard\u0131mc\u0131s\u0131 Prof. Dr. T\u00fcrker Tekin Erg\u00fczel, \u201cYapay Zek\u00e2 ve Sa\u011fl\u0131ktaki Uygulamalar\u0131\u201d ba\u015fl\u0131kl\u0131 sunumunda \u00f6zellikle klinik veriye dayal\u0131 ger\u00e7ek uygulamalar\u0131 payla\u015ft\u0131.<\/p>\n Yakla\u015f\u0131k 15 y\u0131ld\u0131r \u00fcniversite b\u00fcnyesinde faaliyet g\u00f6steren NP\u0130STANBUL Hastanesi\u2019nde \u00fcretilen klinik veriler \u00fczerinden \u00e7al\u0131\u015fmalar y\u00fcr\u00fctt\u00fcklerini belirten Prof. Dr. Erg\u00fczel, \u201cGeli\u015ftirdi\u011fimiz sistemlerin tamam\u0131 bir \u00f6n tan\u0131 sistemidir. Bunlar karar destek sistemleridir. Karar hekime aittir, bizim sistemlerimiz o karara destek olur.\u201d dedi.\u00a0<\/p>\n Yapay zek\u00e2n\u0131n en b\u00fcy\u00fck ihtiyac\u0131 veri\u00a0<\/strong><\/p>\n Yapay zek\u00e2 uygulamalar\u0131n\u0131n temelinde b\u00fcy\u00fck veri oldu\u011funu vurgulayan Prof. Dr. Erg\u00fczel, End\u00fcstri 4.0 s\u00fcreciyle birlikte seri \u00fcretim mant\u0131\u011f\u0131ndan \u201cb\u00fcy\u00fck veri odakl\u0131\u201d bir yap\u0131ya ge\u00e7ildi\u011fini ifade etti ve \u201cG\u00fcnl\u00fck hayatta hepiniz veri \u00fcretiyorsunuz. Telefonlar\u0131n\u0131z y\u00fcz\u00fcn\u00fcz\u00fc tan\u0131yor, sesinizi tan\u0131yor. Bunun arkas\u0131nda sinyal i\u015fleme ve g\u00f6r\u00fcnt\u00fc i\u015fleme algoritmalar\u0131 var.\u201d ifadesinde bulundu.<\/p>\n Makine \u00f6\u011frenmesinden derin \u00f6\u011frenmeye ge\u00e7i\u015fle birlikte veri hacminin katlanarak artt\u0131\u011f\u0131n\u0131, bu nedenle GPU\u2019lu ve n\u00f6romorfik bilgisayarlar\u0131n devreye girdi\u011fini ifade eden Prof. Dr. Erg\u00fczel, \u201cN\u00f6romorfik bilgisayar n\u00f6ronu taklit eder. Hem veri i\u015fler hem ge\u00e7ici hem kal\u0131c\u0131 haf\u0131za gibi \u00e7al\u0131\u015f\u0131r. M\u00fcthi\u015f h\u0131zl\u0131d\u0131r.\u201d \u015feklinde konu\u015ftu.<\/p>\n Kar\u0131nca, s\u00fcr\u00fc ve ar\u0131 algoritmalar\u0131<\/strong><\/p>\n Sunumunda biyomimetik (do\u011fadan esinlenen) optimizasyon algoritmalar\u0131na da yer veren Prof. Dr. Erg\u00fczel, kar\u0131nca kolonisi, s\u00fcr\u00fc zek\u00e2s\u0131 ve ar\u0131 algoritmalar\u0131n\u0131n sa\u011fl\u0131k verisi analizinde kullan\u0131ld\u0131\u011f\u0131n\u0131 anlatt\u0131. Kar\u0131ncalar\u0131n feromon yoluyla en k\u0131sa yolu bulma mekanizmas\u0131n\u0131 \u00f6rnek g\u00f6steren Prof. Dr. Erg\u00fczel, bu mant\u0131\u011f\u0131n veri i\u00e7erisinden en anlaml\u0131 \u00f6znitelikleri se\u00e7mekte kullan\u0131ld\u0131\u011f\u0131n\u0131 s\u00f6yledi ve \u201c48 \u00f6znitelikle %60 do\u011fruluk elde ediyorduk. Kar\u0131nca koloni optimizasyonu kulland\u0131\u011f\u0131m\u0131zda 22 \u00f6znitelik se\u00e7ildi ve do\u011fruluk %80\u2019e \u00e7\u0131kt\u0131.\u201d dedi.<\/p>\n S\u00fcr\u00fc zek\u00e2s\u0131 ile s\u00fcr\u00fc psikolojisinin kar\u0131\u015ft\u0131r\u0131lmamas\u0131 gerekti\u011fini vurgulayan Prof. Dr. Erg\u00fczel, \u201cS\u00fcr\u00fc psikolojisinde sorgusuz taklit vard\u0131r. S\u00fcr\u00fc zek\u00e2s\u0131nda ise ba\u015fkalar\u0131n\u0131n tecr\u00fcbelerinden istifade ederek rasyonel karar verme vard\u0131r.\u201d ifadesinde bulundu.<\/p>\n Ar\u0131 algoritmas\u0131n\u0131 ise \u201cwaggle dance\u201d (ar\u0131 dans\u0131) \u00fczerinden \u00f6rnekleyen Prof. Dr. Erg\u00fczel, ar\u0131lar\u0131n 6 kilometreye kadar noktasal do\u011frulukta nektar kayna\u011f\u0131 adresi verebildi\u011fini belirtti.<\/p>\n 40 bin veriyle duygu tan\u0131ma modeli<\/strong><\/p>\n Psikiyatrik hastal\u0131klar\u0131n yan\u0131 s\u0131ra y\u00fcz \u00fczerinden duygu tan\u0131ma \u00e7al\u0131\u015fmalar\u0131 da y\u00fcr\u00fctt\u00fcklerini belirten Prof. Dr. Erg\u00fczel, 40 binin \u00fczerinde veri kullanarak 7 temel duyguyu s\u0131n\u0131fland\u0131rd\u0131klar\u0131n\u0131 a\u00e7\u0131klad\u0131.<\/p>\n Konu\u015fmas\u0131n\u0131n sonunda yapay zek\u00e2n\u0131n sundu\u011fu f\u0131rsatlar\u0131n yan\u0131nda e\u011fitim sistemine d\u00fc\u015fen sorumlulu\u011fa dikkat \u00e7eken Prof. Dr. Erg\u00fczel, gen\u00e7lerin makinelerin kolayca yapamayaca\u011f\u0131 alanlarda yeti\u015ftirilmesi gerekti\u011fini ifade etti.<\/p>\n Prof. Dr. Bellaz: \u201cYapay zek\u00e2 di\u015f hekimli\u011finde yeni bir cihaz de\u011fil, paradigmay\u0131 de\u011fi\u015ftirecek\u201d<\/strong><\/p>\n \u00dcsk\u00fcdar \u00dcniversitesi Di\u015f Hekimli\u011fi Fak\u00fcltesi Protetik Di\u015f Tedavisi Anabilim Dal\u0131ndan \u00f6\u011fretim \u00fcyesi ve \u00dcsk\u00fcdar \u00dcniversitesi Di\u015f Hastanesi Protetik Di\u015f Tedavisi Uzman\u0131 Prof. Dr. \u0130brahim Berk Bellaz, \u201cBilimsel Bilgi, Etik Sorunlar\u0131 ve Toplumsal \u00d6n Yarg\u0131lar\u201d ba\u015fl\u0131kl\u0131 konu\u015fmas\u0131nda yapay zek\u00e2 \u00e7al\u0131\u015fmalar\u0131n\u0131n etik s\u0131n\u0131rlar\u0131n\u0131 ve toplumsal yans\u0131malar\u0131n\u0131 de\u011ferlendirerek, yapay zek\u00e2n\u0131n yaln\u0131zca teknolojik bir yenilik de\u011fil, bilimsel d\u00fc\u015f\u00fcnceyi ve hekim kimli\u011fini d\u00f6n\u00fc\u015ft\u00fcrebilecek bir paradigma de\u011fi\u015fimi anlam\u0131na geldi\u011fini s\u00f6yledi.<\/p>\n Yapay zek\u00e2n\u0131n di\u015f hekimli\u011finde yaln\u0131zca yeni bir cihaz gibi alg\u0131lanmas\u0131n\u0131n eksik bir yakla\u015f\u0131m oldu\u011funu belirten Prof. Dr. Bellaz, \u201cBilimsel do\u011frunun bile mutlak olmad\u0131\u011f\u0131 bir d\u00f6nemde yapay zek\u00e2 kararlar\u0131na nas\u0131l yakla\u015faca\u011f\u0131z?\u201d sorusunu y\u00f6neltti.<\/p>\n Yapay zek\u00e2 karar vermez, karar deste\u011fi sunar<\/strong><\/p>\n Yapay zek\u00e2n\u0131n \u201cher \u015feyi bilen bir falc\u0131\u201d gibi g\u00f6r\u00fclmesinin tehlikeli oldu\u011funu ifade eden Prof. Dr. Bellaz, \u201cYapay zek\u00e2 mevcut verileri tarar, olas\u0131l\u0131klar\u0131 ortaya koyar ve bir karar destek mekanizmas\u0131 sunar. Karar\u0131n kendisini vermez.\u201d dedi.<\/p>\n Yapay zek\u00e2 ile birlikte etik ve hukuki tart\u0131\u015fmalar\u0131n ka\u00e7\u0131n\u0131lmaz oldu\u011funa dikkat \u00e7eken Prof. Dr. Bellaz, \u201cBilimsel do\u011frunun kesin olmad\u0131\u011f\u0131 bir d\u00f6nemde verilen karardan kim sorumlu olacak? Hekim mi, yaz\u0131l\u0131mc\u0131 m\u0131, algoritma m\u0131?\u201d sorusunu g\u00fcndeme getirdi.<\/p>\n Hekim kimli\u011fi de\u011fi\u015fecek<\/strong><\/p>\n Otonom robotlar\u0131n devreye girmesiyle fiziksel yorgunluk, manip\u00fclasyon hatas\u0131 gibi insana \u00f6zg\u00fc s\u0131n\u0131rl\u0131l\u0131klar\u0131n azalaca\u011f\u0131n\u0131 s\u00f6yleyen Prof. Dr. Bellaz, \u201cYeni hekim; empati odakl\u0131, karar koordinat\u00f6r\u00fc ve koruyucu hekimlik merkezli bir profile evrilecek.\u201d diye konu\u015ftu.<\/p>\n Prof. Dr. Bellaz, yapay zek\u00e2n\u0131n te\u015fhis ve tedavide kullan\u0131m\u0131 i\u00e7in zorunlu bir \u201cyapay zek\u00e2 formasyon e\u011fitimi\u201dnin de g\u00fcndeme gelebilece\u011fini ifade ederek, \u201cNas\u0131l \u00f6\u011fretmenlik i\u00e7in formasyon gerekiyorsa, belki de yapay zek\u00e2 kullanan hekimler i\u00e7in de benzer bir e\u011fitim \u015fart olacak\u201d dedi.<\/p>\n Prof. Dr. Yumu\u015fhan G\u00fcnay: \u201cYapay zek\u00e2 planlamada pusula olabilir ama tasar\u0131mda h\u00e2l\u00e2 yolun ba\u015f\u0131nday\u0131z\u201d<\/strong><\/p>\n \u00dcsk\u00fcdar \u00dcniversitesi Di\u015f Hekimli\u011fi Fak\u00fcltesi Protetik Di\u015f Tedavisi Anabilim Dal\u0131 \u00f6\u011fretim \u00fcyesi Prof. Dr. Yumu\u015fhan G\u00fcnay, sempozyumda \u201cSubperiostal \u0130mplantlar\u0131n Yap\u0131m\u0131nda Yapay Zek\u00e2n\u0131n Kullan\u0131m\u0131\u201d ba\u015fl\u0131kl\u0131 sunumuyla yapay zek\u00e2n\u0131n implant planlamas\u0131ndaki rol\u00fcn\u00fc ve s\u0131n\u0131rlar\u0131n\u0131 kapsaml\u0131 bi\u00e7imde ele ald\u0131.<\/p>\n Sunumunu, tez \u00f6\u011frencisi ve ayn\u0131 zamanda intern di\u015f hekimi Furkan Hastao\u011flu ile birlikte haz\u0131rlad\u0131klar\u0131n\u0131 belirten Prof. Dr. G\u00fcnay, \u201cBu konu ayn\u0131 zamanda \u00f6\u011frencimizin tez \u00e7al\u0131\u015fmas\u0131. Birlikte y\u00fcr\u00fctt\u00fc\u011f\u00fcm\u00fcz bir ara\u015ft\u0131rma s\u00fcrecinin ara \u00e7\u0131kt\u0131lar\u0131 niteli\u011finde.\u201d dedi.<\/p>\n Y\u00fczde 30\u2019a yak\u0131n bir pop\u00fclasyonda klasik implant uygulanam\u0131yor<\/strong><\/p>\n Subperiostal implantlar\u0131n \u00f6nemine de\u011finen Prof. Dr. G\u00fcnay, g\u00fcn\u00fcm\u00fczde implant tasar\u0131m\u0131nda h\u00e2kim olan konseptin \u201cd\u00fcbel mant\u0131\u011f\u0131\u201d olarak ifade edilen yakla\u015f\u0131m oldu\u011funu hat\u0131rlatt\u0131. \u201cBu t\u00fcr implantlar\u0131n klinikte uygulanamad\u0131\u011f\u0131 %30\u2019a yak\u0131n bir pop\u00fclasyon var\u201d diyen Prof. Dr. G\u00fcnay, ek cerrahi giri\u015fim gerektiren ya da buna ra\u011fmen uygulanamayan vakalar\u0131n ciddi bir hasta grubunu olu\u015fturdu\u011funu vurgulad\u0131.<\/p>\n Literat\u00fcr ve planlamada g\u00fc\u00e7l\u00fc, \u00fc\u00e7 boyutlu tasar\u0131mda zay\u0131f<\/strong><\/p>\n Yapay zekan\u0131n literat\u00fcr ve planlamada g\u00fc\u00e7l\u00fc, \u00fc\u00e7 boyutlu tasar\u0131mda zay\u0131f oldu\u011funu s\u00f6yleyen Prof. Dr. G\u00fcnay, \u201cYapay zek\u00e2n\u0131n tasar\u0131m a\u015famas\u0131ndaki zay\u0131fl\u0131\u011f\u0131n\u0131n iki temel nedeni olabilir. Birincisi veri taban\u0131n\u0131n fakirli\u011fi. \u0130kincisi g\u00f6rsel i\u015fleme yetene\u011findeki zafiyet.\u201d diye konu\u015ftu.<\/p>\n Planlama ve literat\u00fcr derleme a\u015famas\u0131nda yapay zek\u00e2n\u0131n \u201cinan\u0131lmaz bir tasarruf ve kolayl\u0131k\u201d sa\u011flad\u0131\u011f\u0131n\u0131 vurgulayan Prof. Dr. G\u00fcnay, \u00fc\u00e7 boyutlu ger\u00e7ek anatomik modelleme s\u00f6z konusu oldu\u011funda ise hen\u00fcz klinik beklentileri kar\u015f\u0131lamad\u0131\u011f\u0131n\u0131 ifade etti.<\/p>\n Prof. Dr. G\u00fcnay, yapay zek\u00e2n\u0131n kolayc\u0131l\u0131k arac\u0131 olarak g\u00f6r\u00fclmemesi gerekti\u011fini s\u00f6yleyerek, \u201cBeklentilerimizi kolayc\u0131l\u0131kla e\u015fle\u015ftirerek yapay zek\u00e2y\u0131 kullanmak sakat bir yakla\u015f\u0131m olur. \u0130pin ucu bizim elimizde olmal\u0131. \u015eu an itibar\u0131yla yapay zek\u00e2; yard\u0131mc\u0131 te\u015fhis ve planlama arac\u0131 olarak \u00e7ok g\u00fc\u00e7l\u00fc, ama tasar\u0131m\u0131n sorumlulu\u011funu devredece\u011fimiz bir noktada de\u011fil.\u201d dedi.<\/p>\n Sempozyumda neler yap\u0131ld\u0131?<\/strong><\/p>\n \u0130kinci oturumda Dr. \u00d6\u011fr. \u00dcyesi Fatma Asl\u0131 Konca Ta\u015fova ortodontide yapay zek\u00e2 uygulamalar\u0131n\u0131 ele al\u0131rken, Dr. \u00d6\u011fr. \u00dcyesi An\u0131l \u00d6zg\u00fcn Karatekin endodontide dijital rehberlik, art\u0131r\u0131lm\u0131\u015f ger\u00e7eklik ve robotik destek konular\u0131n\u0131 anlatt\u0131. Prof. Dr. Hacer \u015eahin Ayd\u0131nyurt, periodontolojide ak\u0131ll\u0131 tan\u0131 sistemlerinden ki\u015fiselle\u015ftirilmi\u015f tedavi yakla\u015f\u0131mlar\u0131na uzanan s\u00fcreci de\u011ferlendirdi. Dr. \u00d6\u011fr. \u00dcyesi B\u00fc\u015fra S\u0131nmaz, derin \u00f6\u011frenme y\u00f6ntemleriyle MR g\u00f6r\u00fcnt\u00fcleri \u00fczerinden temporomandibular eklem (TME) yap\u0131sal bile\u015fenlerinin segmentasyonunu bilimsel veriler \u0131\u015f\u0131\u011f\u0131nda aktard\u0131. Sempozyumun son b\u00f6l\u00fcm\u00fcnde Dr. \u00d6\u011fr. \u00dcyesi Hazal Abat, g\u00f6m\u00fcl\u00fc \u00fc\u00e7\u00fcnc\u00fc molar di\u015flerde olu\u015fan patolojik durumlar\u0131n yapay zek\u00e2 modelleriyle tespitini ele ald\u0131. Dr. \u00d6\u011fr. \u00dcyesi Ece \u0130rem Raval\u0131 Ertan, a\u011f\u0131z, di\u015f ve \u00e7ene cerrahisinde yapay zek\u00e2 uygulamalar\u0131na ili\u015fkin g\u00fcncel geli\u015fmeleri payla\u015ft\u0131. Program\u0131n son sunumu ise \u00d6\u011fr. G\u00f6r. Yaren Dilci Halmedow taraf\u0131ndan ger\u00e7ekle\u015ftirildi. Halmedow, protetik di\u015f tedavisinde yapay zek\u00e2 ve ak\u0131ll\u0131 ajanlar\u0131n kullan\u0131m\u0131na dair gelecek perspektifini kat\u0131l\u0131mc\u0131larla payla\u015ft\u0131. Sempozyumda kat\u0131l\u0131mc\u0131larla toplu foto\u011fraf da \u00e7ekildi.<\/p>\n \u00a0<\/p>\n \u00a0<\/p>\n Kaynak: (BYZHA) Beyaz Haber Ajans\u0131<\/p>\n","protected":false},"excerpt":{"rendered":" \u00dcsk\u00fcdar \u00dcniversitesi Di\u015f Hekimli\u011fi Fak\u00fcltesi\u2019nce d\u00fczenlenen \u201cDi\u015f Hekimli\u011finde Yapay Zek\u00e2\u201d ba\u015fl\u0131kl\u0131 sempozyum \u00dcsk\u00fcdar \u00dcniversitesi NP Sa\u011fl\u0131k Yerle\u015fkesi \u0130bni Sina Oditoryumu\u2019nda ger\u00e7ekle\u015ftirildi. \u00a0<\/p>\n","protected":false},"author":1,"featured_media":60805,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[1381,561,1312,292,213],"class_list":["post-60804","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-saglik","tag-hekim","tag-ifade","tag-prof-dr","tag-veri","tag-yapay-zeka"],"_links":{"self":[{"href":"https:\/\/bihavadis.com\/index.php\/wp-json\/wp\/v2\/posts\/60804","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bihavadis.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bihavadis.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bihavadis.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/bihavadis.com\/index.php\/wp-json\/wp\/v2\/comments?post=60804"}],"version-history":[{"count":1,"href":"https:\/\/bihavadis.com\/index.php\/wp-json\/wp\/v2\/posts\/60804\/revisions"}],"predecessor-version":[{"id":60806,"href":"https:\/\/bihavadis.com\/index.php\/wp-json\/wp\/v2\/posts\/60804\/revisions\/60806"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/bihavadis.com\/index.php\/wp-json\/wp\/v2\/media\/60805"}],"wp:attachment":[{"href":"https:\/\/bihavadis.com\/index.php\/wp-json\/wp\/v2\/media?parent=60804"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bihavadis.com\/index.php\/wp-json\/wp\/v2\/categories?post=60804"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bihavadis.com\/index.php\/wp-json\/wp\/v2\/tags?post=60804"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}