The Module for Predicting Complications after Bone Marrow Transplantation in Children with Leukemia
The paper presents the program module that estimates the probability of complications after the bone marrow transplantation. The shown approach is based on a logistic regression. The medical database containing the records of 155 patients aged from 5 to 21 is used. The program module contains a deta...
| Main Authors: | , |
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| Format: | Article |
| Language: | Russian |
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Saint Petersburg Electrotechnical University "LETI"
2017-02-01
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| Series: | Известия высших учебных заведений России: Радиоэлектроника |
| Subjects: | |
| Online Access: | https://re.eltech.ru/jour/article/view/158 |
| _version_ | 1797874526655086592 |
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| author | S. V. Nikiforov B. I. Smirnov |
| author_facet | S. V. Nikiforov B. I. Smirnov |
| author_sort | S. V. Nikiforov |
| collection | DOAJ |
| description | The paper presents the program module that estimates the probability of complications after the bone marrow transplantation. The shown approach is based on a logistic regression. The medical database containing the records of 155 patients aged from 5 to 21 is used. The program module contains a detailed graphical representation of the results in the form of a ROC curve, the calculated values of true and false predictions as well as likelihood ratio of the obtained values. The areas of reliable and unreliable predictions as well as the area where predictions are impossible are highlighted on the chart. |
| first_indexed | 2024-04-10T01:33:31Z |
| format | Article |
| id | doaj.art-3a86fa14a8fe4e2a97deb6992c8889fa |
| institution | Directory Open Access Journal |
| issn | 1993-8985 2658-4794 |
| language | Russian |
| last_indexed | 2024-04-10T01:33:31Z |
| publishDate | 2017-02-01 |
| publisher | Saint Petersburg Electrotechnical University "LETI" |
| record_format | Article |
| series | Известия высших учебных заведений России: Радиоэлектроника |
| spelling | doaj.art-3a86fa14a8fe4e2a97deb6992c8889fa2023-03-13T09:20:22ZrusSaint Petersburg Electrotechnical University "LETI"Известия высших учебных заведений России: Радиоэлектроника1993-89852658-47942017-02-01017479158The Module for Predicting Complications after Bone Marrow Transplantation in Children with LeukemiaS. V. Nikiforov0B. I. Smirnov1Санкт-Петербургский государственный электротехнический университет "ЛЭТИ" им. В. И. Ульянова (Ленина)Санкт-Петербургский государственный электротехнический университет "ЛЭТИ" им. В. И. Ульянова (Ленина)The paper presents the program module that estimates the probability of complications after the bone marrow transplantation. The shown approach is based on a logistic regression. The medical database containing the records of 155 patients aged from 5 to 21 is used. The program module contains a detailed graphical representation of the results in the form of a ROC curve, the calculated values of true and false predictions as well as likelihood ratio of the obtained values. The areas of reliable and unreliable predictions as well as the area where predictions are impossible are highlighted on the chart.https://re.eltech.ru/jour/article/view/158трансплантация костного мозгапрогнозирование осложненийлогистическая регрессиячувствительностьспецифичностьистинный прогнозложный прогнозотношение шансовотношение рискадоверительный интервалпрограммный модуль |
| spellingShingle | S. V. Nikiforov B. I. Smirnov The Module for Predicting Complications after Bone Marrow Transplantation in Children with Leukemia Известия высших учебных заведений России: Радиоэлектроника трансплантация костного мозга прогнозирование осложнений логистическая регрессия чувствительность специфичность истинный прогноз ложный прогноз отношение шансов отношение риска доверительный интервал программный модуль |
| title | The Module for Predicting Complications after Bone Marrow Transplantation in Children with Leukemia |
| title_full | The Module for Predicting Complications after Bone Marrow Transplantation in Children with Leukemia |
| title_fullStr | The Module for Predicting Complications after Bone Marrow Transplantation in Children with Leukemia |
| title_full_unstemmed | The Module for Predicting Complications after Bone Marrow Transplantation in Children with Leukemia |
| title_short | The Module for Predicting Complications after Bone Marrow Transplantation in Children with Leukemia |
| title_sort | module for predicting complications after bone marrow transplantation in children with leukemia |
| topic | трансплантация костного мозга прогнозирование осложнений логистическая регрессия чувствительность специфичность истинный прогноз ложный прогноз отношение шансов отношение риска доверительный интервал программный модуль |
| url | https://re.eltech.ru/jour/article/view/158 |
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