{"id":"https://openalex.org/W3124204551","doi":"https://doi.org/10.1145/3428757.3429138","title":"Prediction of Cesarean Childbirth using Ensemble Machine Learning Methods","display_name":"Prediction of Cesarean Childbirth using Ensemble Machine Learning Methods","publication_year":2020,"publication_date":"2020-11-30","ids":{"openalex":"https://openalex.org/W3124204551","doi":"https://doi.org/10.1145/3428757.3429138","mag":"3124204551"},"language":"en","primary_location":{"id":"doi:10.1145/3428757.3429138","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3428757.3429138","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 22nd International Conference on Information Integration and Web-based Applications & Services","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029155757","display_name":"Nafiz Imtiaz Khan","orcid":"https://orcid.org/0000-0003-0149-6012"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nafiz Imtiaz Khan","raw_affiliation_strings":["Dept. of Computer Science and Engineering, Military Institute of Science and Technology, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science and Engineering, Military Institute of Science and Technology, Dhaka, Bangladesh","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045820912","display_name":"Tahasin Mahmud","orcid":"https://orcid.org/0000-0002-5065-514X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tahasin Mahmud","raw_affiliation_strings":["Dept. of Computer Science and Engineering, Military Institute of Science and Technology, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science and Engineering, Military Institute of Science and Technology, Dhaka, Bangladesh","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046681246","display_name":"Muhammad Nazrul Islam","orcid":"https://orcid.org/0000-0002-7189-4879"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Muhammad Nazrul Islam","raw_affiliation_strings":["Dept. of Computer Science and Engineering, Military Institute of Science and Technology, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science and Engineering, Military Institute of Science and Technology, Dhaka, Bangladesh","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044095598","display_name":"Sumaiya Nuha Mustafina","orcid":"https://orcid.org/0000-0002-3898-7918"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sumaiya Nuha Mustafina","raw_affiliation_strings":["Dept. of Computer Science and Engineering, Military Institute of Science and Technology, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science and Engineering, Military Institute of Science and Technology, Dhaka, Bangladesh","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":86.84,"has_fulltext":false,"cited_by_count":44,"citation_normalized_percentile":{"value":1.0,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"331","last_page":"339"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10453","display_name":"Maternal and Perinatal Health Interventions","score":0.9918000102043152,"subfield":{"id":"https://openalex.org/subfields/2729","display_name":"Obstetrics and Gynecology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10453","display_name":"Maternal and Perinatal Health Interventions","score":0.9918000102043152,"subfield":{"id":"https://openalex.org/subfields/2729","display_name":"Obstetrics and Gynecology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10209","display_name":"Global Maternal and Child Health","score":0.9772999882698059,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11389","display_name":"Maternal and fetal healthcare","score":0.9332000017166138,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/adaboost","display_name":"AdaBoost","score":0.6900507807731628},{"id":"https://openalex.org/keywords/childbirth","display_name":"Childbirth","score":0.6251225471496582},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5294817686080933},{"id":"https://openalex.org/keywords/section","display_name":"Section (typography)","score":0.48963695764541626},{"id":"https://openalex.org/keywords/obstetrics","display_name":"Obstetrics","score":0.4389505386352539},{"id":"https://openalex.org/keywords/pregnancy","display_name":"Pregnancy","score":0.43688035011291504},{"id":"https://openalex.org/keywords/outcome","display_name":"Outcome (game theory)","score":0.4341888129711151},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.381867915391922},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37405645847320557},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.35889267921447754},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.23350182175636292},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09826695919036865}],"concepts":[{"id":"https://openalex.org/C141404830","wikidata":"https://www.wikidata.org/wiki/Q2823869","display_name":"AdaBoost","level":3,"score":0.6900507807731628},{"id":"https://openalex.org/C2779703513","wikidata":"https://www.wikidata.org/wiki/Q34581","display_name":"Childbirth","level":3,"score":0.6251225471496582},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5294817686080933},{"id":"https://openalex.org/C2780129039","wikidata":"https://www.wikidata.org/wiki/Q1931107","display_name":"Section (typography)","level":2,"score":0.48963695764541626},{"id":"https://openalex.org/C131872663","wikidata":"https://www.wikidata.org/wiki/Q5284418","display_name":"Obstetrics","level":1,"score":0.4389505386352539},{"id":"https://openalex.org/C2779234561","wikidata":"https://www.wikidata.org/wiki/Q11995","display_name":"Pregnancy","level":2,"score":0.43688035011291504},{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.4341888129711151},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.381867915391922},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37405645847320557},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.35889267921447754},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.23350182175636292},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09826695919036865},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3428757.3429138","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3428757.3429138","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 22nd International Conference on Information Integration and Web-based Applications & Services","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W169052826","https://openalex.org/W613690151","https://openalex.org/W1487321909","https://openalex.org/W1946624785","https://openalex.org/W1953222123","https://openalex.org/W1954206557","https://openalex.org/W1999224392","https://openalex.org/W2007178835","https://openalex.org/W2020894655","https://openalex.org/W2070493638","https://openalex.org/W2084940885","https://openalex.org/W2098107375","https://openalex.org/W2129751766","https://openalex.org/W2148143831","https://openalex.org/W2295598076","https://openalex.org/W2498672755","https://openalex.org/W2790478710","https://openalex.org/W2894116934","https://openalex.org/W2896867593","https://openalex.org/W2940216078","https://openalex.org/W2945105633","https://openalex.org/W2964022491","https://openalex.org/W2997591727","https://openalex.org/W3001566861","https://openalex.org/W3003328981","https://openalex.org/W3035388448","https://openalex.org/W3102476541","https://openalex.org/W4235468911","https://openalex.org/W4242084824","https://openalex.org/W4243710170","https://openalex.org/W6606879723"],"related_works":["https://openalex.org/W2560853036","https://openalex.org/W2566696415","https://openalex.org/W1563787543","https://openalex.org/W4239980664","https://openalex.org/W4249026152","https://openalex.org/W4231213805","https://openalex.org/W4309379087","https://openalex.org/W2978999882","https://openalex.org/W4244585678","https://openalex.org/W3101587482"],"abstract_inverted_index":{"Cesarean":[0,11],"section":[1,56],"around":[2],"the":[3,54,60,68,71,86,106,137,143],"world":[4],"is":[5,48,57],"increasing":[6,67],"at":[7],"an":[8,102],"alarming":[9],"rate.":[10],"section,":[12],"on":[13,25,40],"one":[14],"hand,":[15],"may":[16,29],"introduce":[17],"different":[18,89],"short-term":[19],"and":[20,37,65,73,76,97,114],"long-term":[21],"complications":[22],"for":[23,34,141],"mother;":[24],"another":[26],"hand":[27],"it":[28],"be":[30],"a":[31],"life-saving":[32],"procedure":[33],"both":[35],"mother":[36,72],"child,":[38],"depending":[39],"childbirth":[41,78],"complications.":[42],"The":[43],"purpose":[44],"of":[45,62,70,132],"this":[46],"research":[47,120],"to":[49],"predict":[50],"whether":[51],"or":[52],"not":[53],"cesarean":[55,82],"necessary":[58],"with":[59],"help":[61],"data":[63],"mining":[64],"consequently,":[66],"safety":[69],"newborn":[74],"during":[75],"after":[77],"by":[79],"avoiding":[80],"unnecessary":[81],"section.":[83],"To":[84],"attain":[85],"objective":[87],"three":[88],"ensemble":[90],"prediction":[91],"models":[92],"based":[93],"on-":[94],"XGBoost,":[95],"AdaBoost":[96,110],"Catboost":[98,115],"were":[99],"developed.":[100],"As":[101],"outcome":[103,145],"XGBoost":[104],"showed":[105,111,116],"highest":[107],"accuracy-88.91%":[108],"while":[109],"88.69%":[112],"accuracy":[113],"87.66%":[117],"accuracy.":[118],"This":[119],"also":[121],"revealed":[122],"that":[123],"amniotic":[124],"liquid,":[125],"medical":[126],"indication,":[127],"fetal":[128],"intrapartum":[129],"ph,":[130],"number":[131],"previous":[133],"cesareans,":[134],"pre-induction":[135],"are":[136],"most":[138],"influential":[139],"features":[140],"predicting":[142],"target":[144],"accurately.":[146]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":9}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}