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...
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| 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 |
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| Online Access: | https://re.eltech.ru/jour/article/view/158 |
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| _version_ | 1849249614626029568 |
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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. |
| format | Article |
| id | doaj-art-3a86fa14a8fe4e2a97deb6992c8889fa |
| institution | Kabale University |
| issn | 1993-8985 2658-4794 |
| language | Russian |
| publishDate | 2017-02-01 |
| publisher | Saint Petersburg Electrotechnical University "LETI" |
| record_format | Article |
| series | Известия высших учебных заведений России: Радиоэлектроника |
| spelling | doaj-art-3a86fa14a8fe4e2a97deb6992c8889fa2025-08-20T03:57:31ZrusSaint 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. Smirnov1Saint Petersburg Electrotechnical University "LETI"Saint Petersburg Electrotechnical University "LETI"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/158roc-анализbone marrow transplantationcomplications predictionlogistic regressionroc-analysissensitivityspecificitytrue forecastfalse forecastodds ratiorisk ratioconfidence intervalprogram module |
| 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 roc-анализ bone marrow transplantation complications prediction logistic regression roc-analysis sensitivity specificity true forecast false forecast odds ratio risk ratio confidence interval program module |
| 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 | roc-анализ bone marrow transplantation complications prediction logistic regression roc-analysis sensitivity specificity true forecast false forecast odds ratio risk ratio confidence interval program module |
| url | https://re.eltech.ru/jour/article/view/158 |
| work_keys_str_mv | AT svnikiforov themoduleforpredictingcomplicationsafterbonemarrowtransplantationinchildrenwithleukemia AT bismirnov themoduleforpredictingcomplicationsafterbonemarrowtransplantationinchildrenwithleukemia AT svnikiforov moduleforpredictingcomplicationsafterbonemarrowtransplantationinchildrenwithleukemia AT bismirnov moduleforpredictingcomplicationsafterbonemarrowtransplantationinchildrenwithleukemia |