The Module for Predicting Complications after Bone Marrow Transplantation in Children with Leukemia
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| Název: | The Module for Predicting Complications after Bone Marrow Transplantation in Children with Leukemia |
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| Autoři: | S. V. Nikiforov, B. I. Smirnov |
| Zdroj: | Известия высших учебных заведений России: Радиоэлектроника, Vol 0, Iss 1, Pp 74-79 (2017) |
| Informace o vydavateli: | Saint Petersburg Electrotechnical University "LETI", 2017. |
| Rok vydání: | 2017 |
| Sbírka: | LCC:Electronics |
| Témata: | 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, Electronics, TK7800-8360 |
| Popis: | 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. |
| Druh dokumentu: | article |
| Popis souboru: | electronic resource |
| Jazyk: | Russian |
| ISSN: | 1993-8985 2658-4794 |
| Relation: | https://re.eltech.ru/jour/article/view/158; https://doaj.org/toc/1993-8985; https://doaj.org/toc/2658-4794 |
| Přístupová URL adresa: | https://doaj.org/article/3a86fa14a8fe4e2a97deb6992c8889fa |
| Přístupové číslo: | edsdoj.3a86fa14a8fe4e2a97deb6992c8889fa |
| Databáze: | Directory of Open Access Journals |
| Abstrakt: | 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. |
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| ISSN: | 19938985 26584794 |
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