. 2022; 79(1): 39-46 | DOI: 10.5505/TurkHijyen.2022.48642 | ||||
Yoğun Bakım Ünitesinde İzlenen COVID-19 Hastalarının Yapay Sinir Ağı ile Tedavi Maliyetinin TahminiSuna KOÇ1, Mehmet DOKUR2, Türkan ÖZER3, Betül BORKU UYSAL4, Mehmet Sami İSLAMOĞLU4, Nilgün AÇIKGÖZ5, İlke KÜPELİ1, Sena Gül KOÇ6, Sema Nur DOKUR7, İsmail Tuncer DEĞİM81Biruni Üniversitesi Tıp Fakültesi, Anestezi ve Reanimasyon Ana Bilim Dalı, İstanbul2Biruni Üniversitesi Tıp Fakültesi, Acil Tıp Ana Bilim Dalı, İstanbul 3Beyşehir Devlet Hastanesi, Anestezi ve Reanimasyon Bölümü, Konya 4Biruni Üniversitesi Tıp Fakültesi, İç Hastalıkları Ana Bilim Dalı, İstanbul 5Biruni Üniversitesi Tıp Fakültesi, Nöroloji Ana Bilim Dalı, İstanbul 6Sakarya Üniversitesi Tıp Fakültesi, Sakarya 7Biruni Üniversitesi Tıp Fakültesi, İstanbul 8Biruni Üniversitesi Eczacılık Fakültesi, Farmasotik Teknoloji Ana Bilim Dalı, İstanbul GİRİŞ ve AMAÇ: Yapay sinir ağları (YSA), hayvan beyinlerini oluşturan biyolojik sinir ağlarından esinlenen bilgi işlem sistemleridir. Bir YSA, biyolojik bir beyindeki nöronları kabaca modelleyen, yapay nöronlar adı verilen bağlantılı birimler veya düğümler koleksiyonuna dayanır. Doğrusal olmayan süreçleri yeniden üretme ve modelleme yetenekleri nedeniyle, yapay sinir ağları birçok disiplinde uygulama bulmuştur. Prediction of Treatment Cost by Artificial Neural Network of Patients with COVID-19 in Intensive Care UnitSuna KOÇ1, Mehmet DOKUR2, Türkan ÖZER3, Betül BORKU UYSAL4, Mehmet Sami İSLAMOĞLU4, Nilgün AÇIKGÖZ5, İlke KÜPELİ1, Sena Gül KOÇ6, Sema Nur DOKUR7, İsmail Tuncer DEĞİM81Department of Anesthesiology and Reanimation, Biruni University Medical Faculty, Istanbul, Turkey2Department of Emergency Medicine, Biruni University Medical Faculty, Istanbul, Turkey 3Department of Anesthesiology and Reanimation, Beysehir State Hospital, Konya, Turkey 4Department of Internal Medicine, Biruni University Medical Faculty, Istanbul, Turkey 5Department of Neurology, Biruni University Medical Faculty, Istanbul, Turkey 6Sakarya University Medical Faculty, Sakarya, Turkey 7Biruni University Medical Faculty, Istanbul, Turkey 8Department of Pharmaceutical Technology, Biruni University Faculty of Pharmacy, Istanbul, Turkey INTRODUCTION: Artificial neural networks (ANNs) are computer systems that are inspired by the biological neural networks that make up animal brains. An ANN is built from a network of linked units or nodes known as artificial neurons, which are roughly modeled after the neurons in the human brain. Artificial neural networks have found applications in a wide range of fields due to their capacity to recreate and simulate nonlinear phenomena. In this study, as an example, the biochemical data of 201 patients with Covid-19 who were followed up in the intensive care unit of our hospital were taken from the hospital records and the ANN model and its effect on the total treatment cost were investigated.In fact, the application of this model in this way is an example, as well as showing how the initial biochemical parameters of the patient affect the course of the disease and, as a result, the estimation of the total cost of treatment. This will enable doctors and hospital management to detect patients with high total treatment costs in the future. Suna KOÇ, Mehmet DOKUR, Türkan ÖZER, Betül BORKU UYSAL, Mehmet Sami İSLAMOĞLU, Nilgün AÇIKGÖZ, İlke KÜPELİ, Sena Gül KOÇ, Sema Nur DOKUR, İsmail Tuncer DEĞİM. Prediction of Treatment Cost by Artificial Neural Network of Patients with COVID-19 in Intensive Care Unit. . 2022; 79(1): 39-46 Sorumlu Yazar: Suna KOÇ, Türkiye |
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