{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,22]],"date-time":"2026-07-22T04:50:00Z","timestamp":1784695800353,"version":"3.55.0"},"publisher-location":"New York, NY, USA","reference-count":37,"publisher":"ACM","license":[{"start":{"date-parts":[[2020,11,30]],"date-time":"2020-11-30T00:00:00Z","timestamp":1606694400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2020,11,30]]},"DOI":"10.1145\/3428757.3429138","type":"proceedings-article","created":{"date-parts":[[2021,1,27]],"date-time":"2021-01-27T11:29:07Z","timestamp":1611746947000},"page":"331-339","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":38,"title":["Prediction of Cesarean Childbirth using Ensemble Machine Learning Methods"],"prefix":"10.1145","author":[{"given":"Nafiz Imtiaz","family":"Khan","sequence":"first","affiliation":[{"name":"Dept. of Computer Science and Engineering, Military Institute of Science and Technology, Dhaka, Bangladesh"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tahasin","family":"Mahmud","sequence":"additional","affiliation":[{"name":"Dept. of Computer Science and Engineering, Military Institute of Science and Technology, Dhaka, Bangladesh"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Muhammad Nazrul","family":"Islam","sequence":"additional","affiliation":[{"name":"Dept. of Computer Science and Engineering, Military Institute of Science and Technology, Dhaka, Bangladesh"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sumaiya Nuha","family":"Mustafina","sequence":"additional","affiliation":[{"name":"Dept. of Computer Science and Engineering, Military Institute of Science and Technology, Dhaka, Bangladesh"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2021,1,27]]},"reference":[{"key":"e_1_3_2_1_1_1","unstructured":"2019. 51% increase in unnecessary C-sections in Bangladesh. Retrieved August 2 2020 from https:\/\/www.thedailystar.net\/health\/51-percent-increase-unnecessary-caesarean-c-sections-in-bangladesh-1761109  2019. 51% increase in unnecessary C-sections in Bangladesh. Retrieved August 2 2020 from https:\/\/www.thedailystar.net\/health\/51-percent-increase-unnecessary-caesarean-c-sections-in-bangladesh-1761109"},{"key":"e_1_3_2_1_2_1","volume-title":"Deaths From Caesarean Sections 100 Times Higher In Developing Countries: Global Study. Retrieved","year":"2020","unstructured":"2019. Deaths From Caesarean Sections 100 Times Higher In Developing Countries: Global Study. Retrieved August 2, 2020 from https:\/\/www.who.int\/reproductivehealth\/death-from-caesarean-sections\/en\/ 2019. Deaths From Caesarean Sections 100 Times Higher In Developing Countries: Global Study. Retrieved August 2, 2020 from https:\/\/www.who.int\/reproductivehealth\/death-from-caesarean-sections\/en\/"},{"key":"e_1_3_2_1_3_1","volume-title":"Retrieved","year":"2020","unstructured":"2019. Maternal Mortality Ratio (Modeled Estimate, Per 100,000 Live Births) - Bangladesh . Retrieved August 18, 2020 from https:\/\/data.worldbank.org\/indicator\/SH.STA.MMRT?locations=BD&most_recent_value_desc=false 2019. Maternal Mortality Ratio (Modeled Estimate, Per 100,000 Live Births) - Bangladesh. Retrieved August 18, 2020 from https:\/\/data.worldbank.org\/indicator\/SH.STA.MMRT?locations=BD&most_recent_value_desc=false"},{"key":"e_1_3_2_1_4_1","volume-title":"Regional versus general anaesthesia for cesarean section. Cochrane database of systematic reviews","author":"Afolabi Bosede B","year":"2012","unstructured":"Bosede B Afolabi and Foluso EA Lesi . 2012. Regional versus general anaesthesia for cesarean section. Cochrane database of systematic reviews ( 2012 ). Bosede B Afolabi and Foluso EA Lesi. 2012. Regional versus general anaesthesia for cesarean section. Cochrane database of systematic reviews (2012)."},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1111\/1471-0528.13526"},{"key":"e_1_3_2_1_6_1","volume-title":"Ethiopia: a case control study. BMC pregnancy and childbirth 13, 1","author":"Birara Malede","year":"2013","unstructured":"Malede Birara and Yirgu Gebrehiwot . 2013. Factors associated with success of vaginal birth after one caesarean section (VBAC) at three teaching hospitals in Addis Ababa , Ethiopia: a case control study. BMC pregnancy and childbirth 13, 1 ( 2013 ), 31. Malede Birara and Yirgu Gebrehiwot. 2013. Factors associated with success of vaginal birth after one caesarean section (VBAC) at three teaching hospitals in Addis Ababa, Ethiopia: a case control study. BMC pregnancy and childbirth 13, 1 (2013), 31."},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(18)31928-7"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1006\/jmps.1999.1279"},{"key":"e_1_3_2_1_9_1","volume-title":"Antibiotic prophylaxis for fourth-degree perineal tear during vaginal birth. Cochrane Database of Systematic Reviews 4","author":"Buppasiri Pranom","year":"2005","unstructured":"Pranom Buppasiri , Pisake Lumbiganon , Jadsada Thinkhamrop , and Bandit Thinkhamrop . 2005. Antibiotic prophylaxis for fourth-degree perineal tear during vaginal birth. Cochrane Database of Systematic Reviews 4 ( 2005 ). Pranom Buppasiri, Pisake Lumbiganon, Jadsada Thinkhamrop, and Bandit Thinkhamrop. 2005. Antibiotic prophylaxis for fourth-degree perineal tear during vaginal birth. Cochrane Database of Systematic Reviews 4 (2005)."},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0191248"},{"key":"e_1_3_2_1_11_1","volume-title":"Episiotomy for vaginal birth. Cochrane database of systematic reviews 3","author":"Carroli Guillermo","year":"1999","unstructured":"Guillermo Carroli and Jose Belizan . 1999. Episiotomy for vaginal birth. Cochrane database of systematic reviews 3 ( 1999 ). Guillermo Carroli and Jose Belizan. 1999. Episiotomy for vaginal birth. Cochrane database of systematic reviews 3 (1999)."},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.5555\/1622407.1622416"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1145\/2939672.2939785"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1111\/jog.12077"},{"key":"e_1_3_2_1_15_1","volume-title":"Centers for Disease Control and Prevention","author":"Hamilton Fay Menacker Brady","unstructured":"Brady E. Hamilton Fay Menacker . 2010. Recent trends in cesarean delivery in the United States. Number 35. U.S. Dept. of Health and Human Services , Centers for Disease Control and Prevention , National Center for Health Statistics . Brady E.Hamilton Fay Menacker. 2010. Recent trends in cesarean delivery in the United States. Number 35. U.S. Dept. of Health and Human Services, Centers for Disease Control and Prevention, National Center for Health Statistics."},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0167-9473(01)00065-2"},{"key":"e_1_3_2_1_17_1","volume-title":"Cesarean versus vaginal delivery: whose risks? Whose benefits? American journal of perinatology 29, 01","author":"Gregory Kimberly D","year":"2012","unstructured":"Kimberly D Gregory , Sherri Jackson , Lisa Korst , and Moshe Fridman . 2012. Cesarean versus vaginal delivery: whose risks? Whose benefits? American journal of perinatology 29, 01 ( 2012 ), 07--18. Kimberly D Gregory, Sherri Jackson, Lisa Korst, and Moshe Fridman. 2012. Cesarean versus vaginal delivery: whose risks? Whose benefits? American journal of perinatology 29, 01 (2012), 07--18."},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1097\/01.AOG.0000259312.36053.02"},{"key":"e_1_3_2_1_19_1","volume-title":"Machine Learning For Subsurface Characterization","author":"Hao Li Jiabo He","unstructured":"Jiabo He Hao Li and Siddharth Misra . 2019. Machine Learning For Subsurface Characterization . Elsevier . Jiabo He Hao Li and Siddharth Misra. 2019. Machine Learning For Subsurface Characterization. Elsevier."},{"key":"e_1_3_2_1_20_1","volume-title":"What are the possible morbidity and mortality associated with cesarean delivery (C-section)? Retrieved","author":"Carter Hedwige Saint Louis Jori S","year":"2020","unstructured":"Jori S Carter Hedwige Saint Louis , Francisco Talavera . 2018. What are the possible morbidity and mortality associated with cesarean delivery (C-section)? Retrieved August 2, 2020 from https:\/\/www.who.int\/reproductivehealth\/death-from-caesarean-sections\/en\/ Jori S Carter Hedwige Saint Louis, Francisco Talavera. 2018. What are the possible morbidity and mortality associated with cesarean delivery (C-section)? Retrieved August 2, 2020 from https:\/\/www.who.int\/reproductivehealth\/death-from-caesarean-sections\/en\/"},{"key":"e_1_3_2_1_21_1","volume-title":"Iffat Tamanna Tulin, and Muhammad Nazrul Islam.","author":"Inan Toki Tahmid","year":"2018","unstructured":"Toki Tahmid Inan , Mahmuda Binte Rashid Samia , Iffat Tamanna Tulin, and Muhammad Nazrul Islam. 2018 . A Decision Support Model to Predict ICU Readmission through Data Mining Approach.. In PACIS. 218. Toki Tahmid Inan, Mahmuda Binte Rashid Samia, Iffat Tamanna Tulin, and Muhammad Nazrul Islam. 2018. A Decision Support Model to Predict ICU Readmission through Data Mining Approach.. In PACIS. 218."},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3002445"},{"key":"e_1_3_2_1_23_1","volume-title":"A review of feature selection methods with applications. In 2015 38th international convention on information and communication technology, electronics and microelectronics (MIPRO). Ieee, 1200--1205","author":"Jovi\u0107 Alan","unstructured":"Alan Jovi\u0107 , Karla Brki\u0107 , and Nikola Bogunovi\u0107 . 2015. A review of feature selection methods with applications. In 2015 38th international convention on information and communication technology, electronics and microelectronics (MIPRO). Ieee, 1200--1205 . Alan Jovi\u0107, Karla Brki\u0107, and Nikola Bogunovi\u0107. 2015. A review of feature selection methods with applications. In 2015 38th international convention on information and communication technology, electronics and microelectronics (MIPRO). Ieee, 1200--1205."},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/WIECON-ECE.2017.8468885"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.4018\/IJBDAH.2019070101"},{"key":"e_1_3_2_1_26_1","first-page":"25","article-title":"Handling imbalanced datasets: A review","volume":"30","author":"Kotsiantis Sotiris","year":"2006","unstructured":"Sotiris Kotsiantis , Dimitris Kanellopoulos , Panayiotis Pintelas , 2006 . Handling imbalanced datasets: A review . GESTS International Transactions on Computer Science and Engineering 30 , 1 (2006), 25 -- 36 . Sotiris Kotsiantis, Dimitris Kanellopoulos, Panayiotis Pintelas, et al. 2006. Handling imbalanced datasets: A review. GESTS International Transactions on Computer Science and Engineering 30, 1 (2006), 25--36.","journal-title":"GESTS International Transactions on Computer Science and Engineering"},{"key":"e_1_3_2_1_27_1","volume-title":"Predicting the success of vaginal birth after caesarean delivery: a retrospective cohort study in China. BMJ open 9, 5","author":"Li Yun-Xiu","year":"2019","unstructured":"Yun-Xiu Li , Zhi Bai , Da-Jian Long , Hai-Bo Wang , Yang-Feng Wu , Kathleen H Reilly , Su-Ran Huang , and Yan-Jie Ji. 2019. Predicting the success of vaginal birth after caesarean delivery: a retrospective cohort study in China. BMJ open 9, 5 ( 2019 ), e027807. Yun-Xiu Li, Zhi Bai, Da-Jian Long, Hai-Bo Wang, Yang-Feng Wu, Kathleen H Reilly, Su-Ran Huang, and Yan-Jie Ji. 2019. Predicting the success of vaginal birth after caesarean delivery: a retrospective cohort study in China. BMJ open 9, 5 (2019), e027807."},{"key":"e_1_3_2_1_28_1","volume-title":"Sarah M Cohen, Doron Kabiri, Gabriel Levin, Simcha Yagel, Ron Unger, and Yishai Sompolinsky.","author":"Lipschuetz Michal","year":"2020","unstructured":"Michal Lipschuetz , Joshua Guedalia , Amihai Rottenstreich , Michal Novoselsky Persky , Sarah M Cohen, Doron Kabiri, Gabriel Levin, Simcha Yagel, Ron Unger, and Yishai Sompolinsky. 2020 . Prediction of vaginal birth after cesarean deliveries using machine learning. American Journal of Obstetrics and Gynecology ( 2020). Michal Lipschuetz, Joshua Guedalia, Amihai Rottenstreich, Michal Novoselsky Persky, Sarah M Cohen, Doron Kabiri, Gabriel Levin, Simcha Yagel, Ron Unger, and Yishai Sompolinsky. 2020. Prediction of vaginal birth after cesarean deliveries using machine learning. American Journal of Obstetrics and Gynecology (2020)."},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1109\/ECACE.2019.8679454"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.5555\/1953048.2078195"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.5555\/3327757.3327770"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1002\/uog.913"},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.3109\/00016349309068038"},{"key":"e_1_3_2_1_34_1","volume-title":"Cesarean section: medical benefits and costs. Social science & medicine 37, 10","author":"Shearer Elizabeth L","year":"1993","unstructured":"Elizabeth L Shearer . 1993. Cesarean section: medical benefits and costs. Social science & medicine 37, 10 ( 1993 ), 1223--1231. Elizabeth L Shearer. 1993. Cesarean section: medical benefits and costs. Social science & medicine 37, 10 (1993), 1223--1231."},{"key":"e_1_3_2_1_35_1","article-title":"Haemodynamic effects of oxytocin given as i.v. bolus or infusion on women undergoing Caesarean section","volume":"98","author":"Thomas J. S.","year":"2006","unstructured":"J. S. Thomas , S. H. Koh , and G. M. Cooper . 2006 . Haemodynamic effects of oxytocin given as i.v. bolus or infusion on women undergoing Caesarean section . BJA: British Journal of Anaesthesia 98 , 1 (12 2006), 116--119. J. S. Thomas, S. H. Koh, and G. M. Cooper. 2006. Haemodynamic effects of oxytocin given as i.v. bolus or infusion on women undergoing Caesarean section. BJA: British Journal of Anaesthesia 98, 1 (12 2006), 116--119.","journal-title":"BJA: British Journal of Anaesthesia"},{"key":"e_1_3_2_1_36_1","volume-title":"Tarannum Zaki, and Mohammad Sajjad Hossain.","author":"Zaman Akib","year":"2020","unstructured":"Akib Zaman , Muhammad Nazrul Islam , Tarannum Zaki, and Mohammad Sajjad Hossain. 2020 . ICT Intervention in the Containment of the Pandemic Spread of COVID-19: An Exploratory Study . arXiv preprint arXiv:2004.09888 (2020). Akib Zaman, Muhammad Nazrul Islam, Tarannum Zaki, and Mohammad Sajjad Hossain. 2020. ICT Intervention in the Containment of the Pandemic Spread of COVID-19: An Exploratory Study. arXiv preprint arXiv:2004.09888 (2020)."},{"key":"e_1_3_2_1_37_1","volume-title":"Ensemble machine learning: methods and applications","author":"Zhang Cha","unstructured":"Cha Zhang and Yunqian Ma. 2012. Ensemble machine learning: methods and applications . Springer . Cha Zhang and Yunqian Ma. 2012. Ensemble machine learning: methods and applications. Springer."}],"event":{"name":"iiWAS '20: The 22nd International Conference on Information Integration and Web-based Applications & Services","location":"Chiang Mai Thailand","acronym":"iiWAS '20","sponsor":["Johannes Kepler University, Linz, Austria"]},"container-title":["Proceedings of the 22nd International Conference on Information Integration and Web-based Applications & Services"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3428757.3429138","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3428757.3429138","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T22:02:00Z","timestamp":1750197720000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3428757.3429138"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,11,30]]},"references-count":37,"alternative-id":["10.1145\/3428757.3429138","10.1145\/3428757"],"URL":"https:\/\/doi.org\/10.1145\/3428757.3429138","relation":{},"subject":[],"published":{"date-parts":[[2020,11,30]]},"assertion":[{"value":"2021-01-27","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}