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Journal : Scientific Journal of Computer Science

Analysis of Suspected Factors in Tuberculosis Cases in Semarang City Using a Logistic Regression Model Amri, Ihsan Fathoni; Rohim, Febrian Hikmah Nur; Ardiansyah, Muhammad Ivan; Saputra, Farid Sam; Supriyanto; Ningrum, Ariska Fitriyana; Nakib, Arman Mohammad
Scientific Journal of Computer Science Vol. 1 No. 1 (2025): June
Publisher : PT. Teknologi Futuristik Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.64539/sjcs.v1i1.2025.32

Abstract

Tuberculosis (TB) is one of the world's deadliest infectious diseases, with Indonesia being among the countries with the highest TB burden. Semarang City, as an urban area with a dense population, faces significant challenges in controlling TB, particularly among vulnerable populations. This study identifies significant risk factors influencing TB incidence in Semarang City using a binary logistic regression model. Descriptive analysis reveals an imbalance in the data, with the majority of patients categorized as "not indicated for TB." Chi-Square tests show that variables such as shortness of breath, persistent fever for more than one month, diabetes mellitus, and household contact are significantly associated with TB incidence. The logistic regression model demonstrates overall significance (G statistic = 275.13; p-value = 1.23×10−55), with shortness of breath and diabetes mellitus emerging as major risk factors based on odds ratio interpretation. However, the model's performance in detecting the "indicated for TB" category is very low (Precision 36.36%; Recall 2.05%; F1-Score 3.88%), despite an overall accuracy of 87.25%. The poor performance in the "1" category and the Pseudo R2 value of 7% are likely related to data imbalance, where the number of cases in the "1" category is much smaller than in the "0" category, leading to bias toward the majority class. Additionally, the distribution of predictor variables that do not provide sufficient information to distinguish the "1" category from the "0" category further contributes to the model's limited ability to explain data variability overall.
Co-Authors A. Mulia Rahmadinah Adnan Aam Aminah Abdul Khodir Djaelani Abdul Kodir Djaelani Af'idah, Euis Nur Agnes Valencia Noviar Agnes Valencia Noviar Agus Kuswanto Agus Reza Sa’bandi Agus Susilo Agustiani, Vivi Ahmad Marsehan Ahmad Parlaongan Ahmad Yusup Apandi Aisyah Indah Almira Al Fajri, Muhammad Alfan Rozaky Ali Syahbana Alie, Maria Septijantini Alif Utama, Mohamad Maulidin Alif Utama Almada, Yoga Alfin Alwan Fauzi Amelia, Nur Rizky Aming ANANDA SETIAWAN Anastasia Dana Andhi Nur Rahmadi, Andhi Nur Andi Arif Rifa’i Andi Priadani Andry Herawati Ani Suryani Anikmah Anisa Diah Rahmawati Anisa Firmanti, Tria Anita Rahmawati Anugrah, Via Arin Aris Septiono Ariska Fitriyana Ningrum Arizal Kevin Ramadhana Armaiki Yusmur Arum Ambarsari Arum Nevita Ningrum Arum Sekar Wulandari Asyrafil Anam, Maulana Atika Mulia Chandra Aurellysa Berlian Santoso Ayu Oktavia Kusumawati Bigcas, Evelyn V. Brian Sri Prahastuti Budimantoro, Christian Bukhari, Eri Butsianto, Sufajar Candra Parwansah Cynthia C. Izu Damanik, Septa Damewanti Desi Ismawati Devi, Nourma Ulfa Kumala Dewi Rezki Dian Aditya Suryani Dirman Djuni Thamrin Dody Indrawan DODY KURNIAWAN DODY KURNIAWAN Dwi Aminatus Saadah Edwin Eko Putra, Fibi Endang Mulyani Estuningtyas Ayu Hapsari Ezrahayu, Priska Fahrezi, Rafli Arya Fajri Andi Rahmawan Fani Nurjumiati Fauzan, Ahmat Fauzan, Yusuf Sigit A. Fifi Rezkiani Firmanti, Tria Anisa Fitriyana, Naila Fitriyani, Nida Fuad Abdul Baqi Gawdy Prananosa, Ahmad Gineung Titisan Fatahhillah Guritnaningsih A Santoso Hadi Irawan Hadi Sunaryo Handayani, Milda Handika, Wira Hani Hardiyanti Hapsoro, Fakhris Lutfianto Haryanto, Haryono Haryudi Anas Hasanah, Mahmudah Heldy Ramadhan Putra P Husni Mubarok Ihsan Fathoni Amri Iis Mulia Ningsih Imam Sucahyo Imantho, Harry Indreswari, Salsabila Sisqi Inka Cahaya Purnama Ira Miyarni ISKANDAR ZULKARNAEN SIREGAR Jadidah, Fikrotul Jarwandi Jeni Haryanti Jeni Susyanti John Manumpak Parulian Joko Mulyono Julian Danu Kadori Kamil, Muhammad Kamil Kardinah Indrianni Meutia Khoiriyah, Ni’matul Krisna Murti Anugraha Kusumawati, Tiara La Gurusi La Hadisi La Ode Muhammad Karim Lailatul Fitria, Nurul Jannah Laras Nurul Syamsy Lim, Jennifer Lita, Ade Lorisa Hapita Rahman M. Syahidul Haq Maharani Ulya Fadhilah Mahmudah Hasanah Maksin, Mastina Manik, Yuni Mariani Maqnin, Lailil Matdio Siahaan Maulidah, Khilmatin Meutia, Kardinah Indrianna Miftahul Jannah Misbahul Huda Mochammad Arfani Moh. Romli Mohamad Solahudin Mohamad Syahidul Haq Mokhamad Sukron, Mokhamad Monry Fraick Nicky Gillian Ratumbuysang Muchammad Shidqon Prabowo Muhammad Amiruddin Dardiri Muhammad Fazrin Muhammad Haidar Baihaqqi Muhammad Ivan Ardiansyah Muhammad Noval Arifin Mulkan Andika Situmorang Mutoharoh Nadya Cahyaning Pratiwi Naila Fitriyana Nakib, Arman Mohammad Nasruddin Nasution, Hermawan Ngudi Wiyatno, Tri Nicky G.R., Monry Fraick Niken Adrika Susanti Nita Andriani Noerdjaja, Himawan Novita Wulandari Nugraha, Saka Mahardika Oktav Nugraha Nur Asniati Djaali Nur Ihsani Fitria Dewi Nurajizah Nuri Herachwati Nurliah Oktaria, Eka Travilta P. Perdinan Padoli Padoli Padoli Padoli, Padoli padolipdl Pairin Pambudi, Gumilang Eka Pamungkas, Prayogo Bayu Pitoyo, Bayu Seno Pramesti Wilujeng, Atik Prasetyo, Ginanjar Prasetyo, Tegar Adi Pudja Pramana Adi Kusuma Puspitarini, Renny Candradewi Raehang Rahardjo, Tanti Malaka Sari Rahima, Irwa Rahman Hakim Rahmattullah, Muhammad Rara Erika Rasmala Dewi Ratna Wulan Sari Reniarti Asma Inayah Retno Purwani Setyaningrum Rhomi Ardiansyah Riani, Lilia Pacsa Rifqo, Hayatur Riyanti Teresya Rizky, Maulana Robbani, Mujahid Robi’ati Fauziyah Rohim, Febrian Hikmah Nur Ronal Aprianto Rosa Vidiya Rahmadayanti Rudi Purwono rudiyanto Rufi’i Sabariah Safrin Salam Said Agil Husin Al-Munawar Saidillah, Muhammad Saka Mahardika Oktav Nugraha Salehah, Noor Samiadji Saputra, Farid Sam Saputri, Wiliyana Sarwani Sasongko, Fusthatthul Nur Septiadi, Ananda Putra Shella Marlinda Shelly Andari Sholihin Siahaan, Matdio Silfi Siti Nur Kholizah Sitia Dewi Syinta Sitti Rakhman Sri Sumarsih Subhi, Muhamad Rifa'i Sucahyo, Lilis Sugiarto, Slamet Widodo Suharyanto Sumiyati Suratno Surya Putri, Novita Suy, Kaleb SYAMSURI Syifaul Uyun Syunu Trihantoyo Teuku Tajuddin Tiara Dwi Handayani Tiyas Apriza Toto Tohir Trianaka Ficta Rochmah TRIHANTOYO, SYUNU Trismawati Triwibowo, Agus Tubagus Habibi Tungga Buana Irfana Verto Septiandika, Verto Vitria Nur Cholifah Wahyu Purwaningayu Galih Waluyo Waluyo Wardayani Warnita Wendra, Muhammad Wicaksono, Muhammad Ragil Widati, Danik Widiastuti, Nike Windasari YANTO Yoga Agastya Yoganingsih, Tutiek Yudi Prana Hikmat Yugo Prasetio Yulius Willy Rosantono Yunus, Eko Yudianto Zaitunah Subhan Zulhamsyah Imran