Logistic regression scoring index for detection of interstitial lung disease
The decision for a lung transplant requires the knowledge of the severity of interstitial lung disease (ILD). A manual scoring sheet was developed for discriminating ILD cases from non-ILD cases based on eleven indicators selected by the radiologist. The manual scoring sheet requires the radiologist...
| Main Authors: | , , , , , |
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| Format: | Article |
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Asian Research Publishing Network
2019
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| _version_ | 1825722132071448576 |
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| author | Noor, Norliza Mohd Roseli, Ahmad Faizol Dahlan, Zuriani Kassim, Rosminah Md Yunus, Ashari Rijal, Omar Mohd |
| author_facet | Noor, Norliza Mohd Roseli, Ahmad Faizol Dahlan, Zuriani Kassim, Rosminah Md Yunus, Ashari Rijal, Omar Mohd |
| author_sort | Noor, Norliza Mohd |
| collection | UM |
| description | The decision for a lung transplant requires the knowledge of the severity of interstitial lung disease (ILD). A manual scoring sheet was developed for discriminating ILD cases from non-ILD cases based on eleven indicators selected by the radiologist. The manual scoring sheet requires the radiologists to score the severity of general ILD from visual inspection on the changes of lung tissue using the high resolution computed tomography images. This paper investigates the use of logistic regression in developing a scoring index, ϕ (x), to investigate the presence of ILD. The result shows that the scoring index, ϕ (x), is robust and has discriminatory potentials. The threshold (c, d) having values (0.7, 0.24) allowed correct classifications of 80% of ILD cases and 61% of non-ILD cases in a total sample of 134 cases. This study suggests that ϕ (x) may be used as a simple and practical scoring index in initial investigations for ILD detection. © 2006-2019 Asian Research Publishing Network (ARPN). |
| first_indexed | 2024-03-06T06:00:59Z |
| format | Article |
| id | um.eprints-23819 |
| institution | Universiti Malaya |
| last_indexed | 2024-03-06T06:00:59Z |
| publishDate | 2019 |
| publisher | Asian Research Publishing Network |
| record_format | dspace |
| spelling | um.eprints-238192020-02-18T01:42:45Z http://eprints.um.edu.my/23819/ Logistic regression scoring index for detection of interstitial lung disease Noor, Norliza Mohd Roseli, Ahmad Faizol Dahlan, Zuriani Kassim, Rosminah Md Yunus, Ashari Rijal, Omar Mohd Q Science (General) QA Mathematics The decision for a lung transplant requires the knowledge of the severity of interstitial lung disease (ILD). A manual scoring sheet was developed for discriminating ILD cases from non-ILD cases based on eleven indicators selected by the radiologist. The manual scoring sheet requires the radiologists to score the severity of general ILD from visual inspection on the changes of lung tissue using the high resolution computed tomography images. This paper investigates the use of logistic regression in developing a scoring index, ϕ (x), to investigate the presence of ILD. The result shows that the scoring index, ϕ (x), is robust and has discriminatory potentials. The threshold (c, d) having values (0.7, 0.24) allowed correct classifications of 80% of ILD cases and 61% of non-ILD cases in a total sample of 134 cases. This study suggests that ϕ (x) may be used as a simple and practical scoring index in initial investigations for ILD detection. © 2006-2019 Asian Research Publishing Network (ARPN). Asian Research Publishing Network 2019 Article PeerReviewed Noor, Norliza Mohd and Roseli, Ahmad Faizol and Dahlan, Zuriani and Kassim, Rosminah Md and Yunus, Ashari and Rijal, Omar Mohd (2019) Logistic regression scoring index for detection of interstitial lung disease. ARPN Journal of Engineering and Applied Sciences, 14 (5). pp. 1075-1081. ISSN 1819-6608, http://www.arpnjournals.org/jeas/research_papers/rp_2019/jeas_0319_7655.pdf |
| spellingShingle | Q Science (General) QA Mathematics Noor, Norliza Mohd Roseli, Ahmad Faizol Dahlan, Zuriani Kassim, Rosminah Md Yunus, Ashari Rijal, Omar Mohd Logistic regression scoring index for detection of interstitial lung disease |
| title | Logistic regression scoring index for detection of interstitial lung disease |
| title_full | Logistic regression scoring index for detection of interstitial lung disease |
| title_fullStr | Logistic regression scoring index for detection of interstitial lung disease |
| title_full_unstemmed | Logistic regression scoring index for detection of interstitial lung disease |
| title_short | Logistic regression scoring index for detection of interstitial lung disease |
| title_sort | logistic regression scoring index for detection of interstitial lung disease |
| topic | Q Science (General) QA Mathematics |
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