{"id":"https://openalex.org/W4403715522","doi":"https://doi.org/10.23922/jarc.2024-036","title":"Machine Learning Predicts the Need for Surgical Intervention in Adhesive Small Bowel Obstruction","display_name":"Machine Learning Predicts the Need for Surgical Intervention in Adhesive Small Bowel Obstruction","publication_year":2024,"publication_date":"2024-10-24","ids":{"openalex":"https://openalex.org/W4403715522","doi":"https://doi.org/10.23922/jarc.2024-036","pmid":"https://pubmed.ncbi.nlm.nih.gov/39473722","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/11513430"},"language":"en","primary_location":{"id":"doi:10.23922/jarc.2024-036","doi":"https://doi.org/10.23922/jarc.2024-036","is_oa":true,"landing_page_url":"https://doi.org/10.23922/jarc.2024-036","pdf_url":"https://www.jstage.jst.go.jp/article/jarc/8/4/8_2024-036/_pdf","source":{"id":"https://openalex.org/S4210221505","display_name":"Journal of the Anus Rectum and Colon","issn_l":"2432-3853","issn":["2432-3853"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4323288782","host_organization_name":"The Japan Society of Coloproctology","host_organization_lineage":["https://openalex.org/P4323288782"],"host_organization_lineage_names":["The Japan Society of Coloproctology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the Anus, Rectum and Colon","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.jstage.jst.go.jp/article/jarc/8/4/8_2024-036/_pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005997243","display_name":"Akihisa Matsuda","orcid":"https://orcid.org/0000-0002-6468-9375","observed_orcids":["https://orcid.org/0000-0002-6468-9375"]},"institutions":[{"id":"https://openalex.org/I4210162733","display_name":"Chiba Hokusou Hospital","ror":"https://ror.org/050adm910","country_code":"JP","type":"healthcare","lineage":["https://openalex.org/I4210162733"]},{"id":"https://openalex.org/I80188885","display_name":"Nippon Medical School","ror":"https://ror.org/00krab219","country_code":"JP","type":"education","lineage":["https://openalex.org/I80188885"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Akihisa Matsuda","raw_affiliation_strings":["Department of Gastroenterological Surgery, Nippon Medical School","Department of Surgery, Nippon Medical School Chiba Hokusoh Hospital"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterological Surgery, Nippon Medical School","institution_ids":["https://openalex.org/I80188885"]},{"raw_affiliation_string":"Department of Surgery, Nippon Medical School Chiba Hokusoh Hospital","institution_ids":["https://openalex.org/I4210162733","https://openalex.org/I80188885"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079361081","display_name":"Sho Kuriyama","orcid":"https://orcid.org/0000-0001-7055-8032","observed_orcids":["https://orcid.org/0000-0001-7055-8032"]},"institutions":[{"id":"https://openalex.org/I4210162733","display_name":"Chiba Hokusou Hospital","ror":"https://ror.org/050adm910","country_code":"JP","type":"healthcare","lineage":["https://openalex.org/I4210162733"]},{"id":"https://openalex.org/I80188885","display_name":"Nippon Medical School","ror":"https://ror.org/00krab219","country_code":"JP","type":"education","lineage":["https://openalex.org/I80188885"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Sho Kuriyama","raw_affiliation_strings":["Department of Gastroenterological Surgery, Nippon Medical School","Department of Surgery, Nippon Medical School Chiba Hokusoh Hospital"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterological Surgery, Nippon Medical School","institution_ids":["https://openalex.org/I80188885"]},{"raw_affiliation_string":"Department of Surgery, Nippon Medical School Chiba Hokusoh Hospital","institution_ids":["https://openalex.org/I4210162733","https://openalex.org/I80188885"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069885359","display_name":"Fumihiko Ando","orcid":"https://orcid.org/0000-0002-8192-3055","observed_orcids":["https://orcid.org/0000-0002-8192-3055"]},"institutions":[{"id":"https://openalex.org/I4210162733","display_name":"Chiba Hokusou Hospital","ror":"https://ror.org/050adm910","country_code":"JP","type":"healthcare","lineage":["https://openalex.org/I4210162733"]},{"id":"https://openalex.org/I80188885","display_name":"Nippon Medical School","ror":"https://ror.org/00krab219","country_code":"JP","type":"education","lineage":["https://openalex.org/I80188885"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Fumihiko Ando","raw_affiliation_strings":["Department of Gastroenterological Surgery, Nippon Medical School","Department of Surgery, Nippon Medical School Chiba Hokusoh Hospital"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterological Surgery, Nippon Medical School","institution_ids":["https://openalex.org/I80188885"]},{"raw_affiliation_string":"Department of Surgery, Nippon Medical School Chiba Hokusoh Hospital","institution_ids":["https://openalex.org/I4210162733","https://openalex.org/I80188885"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047156139","display_name":"Tomohiko Yasuda","orcid":"https://orcid.org/0000-0001-9376-9932","observed_orcids":["https://orcid.org/0000-0001-9376-9932"]},"institutions":[{"id":"https://openalex.org/I4210162733","display_name":"Chiba Hokusou Hospital","ror":"https://ror.org/050adm910","country_code":"JP","type":"healthcare","lineage":["https://openalex.org/I4210162733"]},{"id":"https://openalex.org/I80188885","display_name":"Nippon Medical School","ror":"https://ror.org/00krab219","country_code":"JP","type":"education","lineage":["https://openalex.org/I80188885"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Tomohiko Yasuda","raw_affiliation_strings":["Department of Surgery, Nippon Medical School Chiba Hokusoh Hospital"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Surgery, Nippon Medical School Chiba Hokusoh Hospital","institution_ids":["https://openalex.org/I4210162733","https://openalex.org/I80188885"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005177820","display_name":"Satoshi Matsumoto","orcid":"https://orcid.org/0000-0003-4836-7170","observed_orcids":["https://orcid.org/0000-0003-4836-7170"]},"institutions":[{"id":"https://openalex.org/I4210162733","display_name":"Chiba Hokusou Hospital","ror":"https://ror.org/050adm910","country_code":"JP","type":"healthcare","lineage":["https://openalex.org/I4210162733"]},{"id":"https://openalex.org/I80188885","display_name":"Nippon Medical School","ror":"https://ror.org/00krab219","country_code":"JP","type":"education","lineage":["https://openalex.org/I80188885"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Satoshi Matsumoto","raw_affiliation_strings":["Department of Surgery, Nippon Medical School Chiba Hokusoh Hospital"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Surgery, Nippon Medical School Chiba Hokusoh Hospital","institution_ids":["https://openalex.org/I4210162733","https://openalex.org/I80188885"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015746025","display_name":"Nobuyuki Sakurazawa","orcid":"https://orcid.org/0000-0002-6762-7065","observed_orcids":["https://orcid.org/0000-0002-6762-7065"]},"institutions":[{"id":"https://openalex.org/I4210162733","display_name":"Chiba Hokusou Hospital","ror":"https://ror.org/050adm910","country_code":"JP","type":"healthcare","lineage":["https://openalex.org/I4210162733"]},{"id":"https://openalex.org/I80188885","display_name":"Nippon Medical School","ror":"https://ror.org/00krab219","country_code":"JP","type":"education","lineage":["https://openalex.org/I80188885"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Nobuyuki Sakurazawa","raw_affiliation_strings":["Department of Gastroenterological Surgery, Nippon Medical School","Department of Surgery, Nippon Medical School Chiba Hokusoh Hospital"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterological Surgery, Nippon Medical School","institution_ids":["https://openalex.org/I80188885"]},{"raw_affiliation_string":"Department of Surgery, Nippon Medical School Chiba Hokusoh Hospital","institution_ids":["https://openalex.org/I4210162733","https://openalex.org/I80188885"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088105407","display_name":"Yoichi Kawano","orcid":"https://orcid.org/0000-0002-9177-4305","observed_orcids":["https://orcid.org/0000-0002-9177-4305"]},"institutions":[{"id":"https://openalex.org/I4210162733","display_name":"Chiba Hokusou Hospital","ror":"https://ror.org/050adm910","country_code":"JP","type":"healthcare","lineage":["https://openalex.org/I4210162733"]},{"id":"https://openalex.org/I80188885","display_name":"Nippon Medical School","ror":"https://ror.org/00krab219","country_code":"JP","type":"education","lineage":["https://openalex.org/I80188885"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yoichi Kawano","raw_affiliation_strings":["Department of Gastroenterological Surgery, Nippon Medical School","Department of Surgery, Nippon Medical School Chiba Hokusoh Hospital"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterological Surgery, Nippon Medical School","institution_ids":["https://openalex.org/I80188885"]},{"raw_affiliation_string":"Department of Surgery, Nippon Medical School Chiba Hokusoh Hospital","institution_ids":["https://openalex.org/I4210162733","https://openalex.org/I80188885"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048860981","display_name":"Kumiko Sekiguchi","orcid":"https://orcid.org/0000-0003-2067-4638","observed_orcids":["https://orcid.org/0000-0003-2067-4638"]},"institutions":[{"id":"https://openalex.org/I4210162733","display_name":"Chiba Hokusou Hospital","ror":"https://ror.org/050adm910","country_code":"JP","type":"healthcare","lineage":["https://openalex.org/I4210162733"]},{"id":"https://openalex.org/I80188885","display_name":"Nippon Medical School","ror":"https://ror.org/00krab219","country_code":"JP","type":"education","lineage":["https://openalex.org/I80188885"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Kumiko Sekiguchi","raw_affiliation_strings":["Department of Surgery, Nippon Medical School Chiba Hokusoh Hospital"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Surgery, Nippon Medical School Chiba Hokusoh Hospital","institution_ids":["https://openalex.org/I4210162733","https://openalex.org/I80188885"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033402616","display_name":"Takeshi Yamada","orcid":"https://orcid.org/0000-0002-6490-758X","observed_orcids":["https://orcid.org/0000-0002-6490-758X"]},"institutions":[{"id":"https://openalex.org/I80188885","display_name":"Nippon Medical School","ror":"https://ror.org/00krab219","country_code":"JP","type":"education","lineage":["https://openalex.org/I80188885"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Takeshi Yamada","raw_affiliation_strings":["Department of Gastroenterological Surgery, Nippon Medical School"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterological Surgery, Nippon Medical School","institution_ids":["https://openalex.org/I80188885"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052871143","display_name":"Hideyuki Suzuki","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210162733","display_name":"Chiba Hokusou Hospital","ror":"https://ror.org/050adm910","country_code":"JP","type":"healthcare","lineage":["https://openalex.org/I4210162733"]},{"id":"https://openalex.org/I80188885","display_name":"Nippon Medical School","ror":"https://ror.org/00krab219","country_code":"JP","type":"education","lineage":["https://openalex.org/I80188885"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Hideyuki Suzuki","raw_affiliation_strings":["Department of Surgery, Nippon Medical School Chiba Hokusoh Hospital"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Surgery, Nippon Medical School Chiba Hokusoh Hospital","institution_ids":["https://openalex.org/I4210162733","https://openalex.org/I80188885"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102998841","display_name":"Hiroshi Yoshida","orcid":"https://orcid.org/0000-0002-9158-6080","observed_orcids":["https://orcid.org/0000-0002-9158-6080"]},"institutions":[{"id":"https://openalex.org/I80188885","display_name":"Nippon Medical School","ror":"https://ror.org/00krab219","country_code":"JP","type":"education","lineage":["https://openalex.org/I80188885"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Hiroshi Yoshida","raw_affiliation_strings":["Department of Gastroenterological Surgery, Nippon Medical School"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterological Surgery, Nippon Medical School","institution_ids":["https://openalex.org/I80188885"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":200000,"currency":"JPY","value_usd":1507},"apc_paid":{"value":200000,"currency":"JPY","value_usd":1507},"fwci":2.9659,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.92178724,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":88,"max":99},"biblio":{"volume":"8","issue":"4","first_page":"323","last_page":"330"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12089","display_name":"Intestinal and Peritoneal Adhesions","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T12089","display_name":"Intestinal and Peritoneal Adhesions","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T11378","display_name":"Gastrointestinal Bleeding Diagnosis and Treatment","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2715","display_name":"Gastroenterology"},"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/T12150","display_name":"Intestinal Malrotation and Obstruction Disorders","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/adhesive-small-bowel-obstruction","display_name":"adhesive small bowel obstruction","score":1.0},{"id":"https://openalex.org/keywords/surgical-intervention-prediction","display_name":"surgical intervention prediction","score":0.878000020980835},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.6779999732971191},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.9750000238418579},{"id":"https://openalex.org/keywords/conservative-treatment","display_name":"conservative treatment","score":0.6370000243186951},{"id":"https://openalex.org/keywords/timing-of-surgery","display_name":"timing of surgery","score":0.6740000247955322},{"id":"https://openalex.org/keywords/first-flatus","display_name":"first flatus","score":0.703000009059906},{"id":"https://openalex.org/keywords/clinical-decision-making","display_name":"clinical decision-making","score":0.9020000100135803}],"concepts":[{"id":"https://openalex.org/C2779787475","wikidata":"https://www.wikidata.org/wiki/Q16244733","display_name":"Bowel obstruction","level":2,"score":0.7762662172317505},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.5877261161804199},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4846682846546173},{"id":"https://openalex.org/C68928338","wikidata":"https://www.wikidata.org/wiki/Q131790","display_name":"Adhesive","level":3,"score":0.4227389693260193},{"id":"https://openalex.org/C61434518","wikidata":"https://www.wikidata.org/wiki/Q932510","display_name":"General surgery","level":1,"score":0.34915709495544434},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.3052330017089844},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.1752452552318573},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.07941466569900513},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.07938680052757263},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.23922/jarc.2024-036","doi":"https://doi.org/10.23922/jarc.2024-036","is_oa":true,"landing_page_url":"https://doi.org/10.23922/jarc.2024-036","pdf_url":"https://www.jstage.jst.go.jp/article/jarc/8/4/8_2024-036/_pdf","source":{"id":"https://openalex.org/S4210221505","display_name":"Journal of the Anus Rectum and Colon","issn_l":"2432-3853","issn":["2432-3853"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4323288782","host_organization_name":"The Japan Society of Coloproctology","host_organization_lineage":["https://openalex.org/P4323288782"],"host_organization_lineage_names":["The Japan Society of Coloproctology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the Anus, Rectum and Colon","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:11513430","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11513430","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11513430/pdf/2432-3853-8-0323.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"J Anus Rectum Colon","raw_type":"Text"},{"id":"pmid:39473722","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39473722","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the anus, rectum and colon","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:0dd710aa0d844343837e167f689fb488","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/0dd710aa0d844343837e167f689fb488","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of the Anus, Rectum and Colon, Vol 8, Iss 4, Pp 323-330 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.23922/jarc.2024-036","doi":"https://doi.org/10.23922/jarc.2024-036","is_oa":true,"landing_page_url":"https://doi.org/10.23922/jarc.2024-036","pdf_url":"https://www.jstage.jst.go.jp/article/jarc/8/4/8_2024-036/_pdf","source":{"id":"https://openalex.org/S4210221505","display_name":"Journal of the Anus Rectum and Colon","issn_l":"2432-3853","issn":["2432-3853"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4323288782","host_organization_name":"The Japan Society of Coloproctology","host_organization_lineage":["https://openalex.org/P4323288782"],"host_organization_lineage_names":["The Japan Society of Coloproctology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the Anus, Rectum and Colon","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":1.0}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403715522.pdf","grobid_xml":"https://content.openalex.org/works/W4403715522.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W64545043","https://openalex.org/W66186273","https://openalex.org/W72828598","https://openalex.org/W82541741","https://openalex.org/W171321042","https://openalex.org/W177338113","https://openalex.org/W1964703964","https://openalex.org/W2016367463","https://openalex.org/W2018918417","https://openalex.org/W2022650445","https://openalex.org/W2029493957","https://openalex.org/W2030887510","https://openalex.org/W2051297981","https://openalex.org/W2073837314","https://openalex.org/W2096718175","https://openalex.org/W2111547563","https://openalex.org/W2123593019","https://openalex.org/W2134526156","https://openalex.org/W2330312304","https://openalex.org/W2331594864","https://openalex.org/W2399827157","https://openalex.org/W2418857866","https://openalex.org/W2502803778","https://openalex.org/W2799845958","https://openalex.org/W2849537270","https://openalex.org/W2890483644","https://openalex.org/W2902383760","https://openalex.org/W2915282947","https://openalex.org/W3127086879","https://openalex.org/W3200098356","https://openalex.org/W4200412614","https://openalex.org/W4206972922","https://openalex.org/W4282942738"],"related_works":["https://openalex.org/W4405946735","https://openalex.org/W2136821195","https://openalex.org/W4376114215","https://openalex.org/W4406653434","https://openalex.org/W2414546018","https://openalex.org/W3156172952","https://openalex.org/W2039063737","https://openalex.org/W7160557300","https://openalex.org/W7165285539","https://openalex.org/W82541741"],"abstract_inverted_index":{"Objectives:":[0],"To":[1],"explore":[2],"the":[3,7,26,67,85,98,110,132,142],"predictive":[4,87],"performance":[5,88],"on":[6],"need":[8,70,143],"for":[9,29,71,144,154,173],"surgical":[10,72],"intervention":[11],"in":[12,52,109,146,177],"patients":[13,38,115,147],"with":[14,39,94,148],"adhesive":[15],"small":[16],"bowel":[17],"obstruction":[18],"(ASBO)":[19],"using":[20],"machine-learning":[21],"(ML)":[22],"algorithms":[23,62,92],"and":[24,36,60,78,105],"investigate":[25],"optimal":[27],"timing":[28],"transition":[30,117],"to":[31,65,118,135,161,169],"surgery.":[32],"Methods:":[33],"One":[34],"hundred":[35],"six":[37],"ASBO":[40],"who":[41],"initially":[42],"underwent":[43],"long":[44],"transnasal":[45],"intestinal":[46],"tube":[47],"(LT)":[48],"decompression":[49],"were":[50,63],"enrolled":[51],"this":[53],"retrospective":[54],"study.":[55],"Traditional":[56],"logistic":[57],"regression":[58],"analysis":[59],"ML":[61,91,138],"used":[64,168],"evaluate":[66],"risk":[68],"of":[69,89,100,103,107,114,123,157],"intervention.":[73],"Results:":[74],"-values":[75],"0.009,":[76],"0.047,":[77],"0.002).":[79],"The":[80,150],"random":[81],"forest":[82],"algorithm":[83,139],"showed":[84],"best":[86],"five":[90],"tested,":[93],"an":[95],"area":[96],"under":[97],"curve":[99],"0.889,":[101],"accuracy":[102],"0.864,":[104],"precision":[106],"0.667":[108],"test":[111],"set.":[112],"97.4%":[113],"without":[116],"surgery":[119,145],"(n=78)":[120],"had":[121],"passes":[122],"first":[124,133],"flatus":[125],"until":[126],"three":[127],"days.":[128],"Conclusions:":[129],"This":[130],"is":[131],"study":[134],"demonstrate":[136],"that":[137],"can":[140,166],"predict":[141],"ASBO.":[149],"guideline":[151],"recommended":[152],"period":[153],"initial":[155],"NOM":[156],"72":[158],"h":[159],"seems":[160],"be":[162,167],"reasonable.":[163],"These":[164],"findings":[165],"develop":[170],"a":[171],"framework":[172],"earlier":[174],"clinical":[175],"decision-making":[176],"these":[178],"patients.":[179]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2024-10-25T00:00:00"}
