{"id":"https://openalex.org/W7225275583","doi":"https://doi.org/10.1002/mco2.71110","title":"Development and Validation of an Interpretable Machine\u2010Learning Model for Predicting Suboptimal Clinical Response After Sleeve Gastrectomy: A Multicenter Study","display_name":"Development and Validation of an Interpretable Machine\u2010Learning Model for Predicting Suboptimal Clinical Response After Sleeve Gastrectomy: A Multicenter Study","publication_year":2026,"publication_date":"2026-11-01","ids":{"openalex":"https://openalex.org/W7225275583","doi":"https://doi.org/10.1002/mco2.71110","pmid":"https://pubmed.ncbi.nlm.nih.gov/42985237","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/13732101"},"language":"en","primary_location":{"id":"doi:10.1002/mco2.71110","doi":"https://doi.org/10.1002/mco2.71110","is_oa":true,"landing_page_url":"https://doi.org/10.1002/mco2.71110","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/mco2.71110","source":{"id":"https://openalex.org/S4210236862","display_name":"MedComm","issn_l":"2688-2663","issn":["2688-2663"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","ki-jl-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"MedComm","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://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/mco2.71110","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027520262","display_name":"Yuntao Nie","orcid":"https://orcid.org/0000-0001-5430-7057","observed_orcids":["https://orcid.org/0000-0001-5430-7057"]},"institutions":[{"id":"https://openalex.org/I2801051648","display_name":"China-Japan Friendship Hospital","ror":"https://ror.org/037cjxp13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801051648"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuntao Nie","raw_affiliation_strings":["Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China"],"raw_orcid":"https://orcid.org/0000-0001-5430-7057","affiliations":[{"raw_affiliation_string":"Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China","institution_ids":["https://openalex.org/I2801051648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5160647247","display_name":"An Ping","orcid":"https://orcid.org/0009-0006-4345-2834","observed_orcids":["https://orcid.org/0009-0006-4345-2834"]},"institutions":[{"id":"https://openalex.org/I183519381","display_name":"Capital Medical University","ror":"https://ror.org/013xs5b60","country_code":"CN","type":"education","lineage":["https://openalex.org/I183519381"]},{"id":"https://openalex.org/I4210114604","display_name":"Beijing Luhe Hospital Affiliated to Capital Medical University","ror":"https://ror.org/01zyn4z03","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210114604"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"An Ping","raw_affiliation_strings":["Department of Education Beijing Luhe Hospital Capital Medical University  Beijing China","School of Basic Medical Sciences Capital Medical University  Beijing China"],"raw_orcid":"https://orcid.org/0009-0006-4345-2834","affiliations":[{"raw_affiliation_string":"Department of Education Beijing Luhe Hospital Capital Medical University  Beijing China","institution_ids":["https://openalex.org/I183519381","https://openalex.org/I4210114604"]},{"raw_affiliation_string":"School of Basic Medical Sciences Capital Medical University  Beijing China","institution_ids":["https://openalex.org/I183519381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014809128","display_name":"Tianshi Wang","orcid":"https://orcid.org/0000-0002-8013-5188","observed_orcids":["https://orcid.org/0000-0002-8013-5188","https://orcid.org/0009-0000-3208-2758"]},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I4210103957","display_name":"Second Hospital of Shandong University","ror":"https://ror.org/01fd86n56","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210103957"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianshi Wang","raw_affiliation_strings":["Department of General Surgery Cheeloo College of Medicine The Second Hospital of Shandong University, Shandong University  Jinan Shandong China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General Surgery Cheeloo College of Medicine The Second Hospital of Shandong University, Shandong University  Jinan Shandong China","institution_ids":["https://openalex.org/I154099455","https://openalex.org/I4210103957"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5153444953","display_name":"Haibo Tang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210156904","display_name":"Third Xiangya Hospital","ror":"https://ror.org/05akvb491","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156904"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haibo Tang","raw_affiliation_strings":["Department of General Surgery The Third Xiangya Hospital of Central South University  Changsha Hunan China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General Surgery The Third Xiangya Hospital of Central South University  Changsha Hunan China","institution_ids":["https://openalex.org/I4210156904"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015815842","display_name":"Yishan Huang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2801051648","display_name":"China-Japan Friendship Hospital","ror":"https://ror.org/037cjxp13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801051648"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yishan Huang","raw_affiliation_strings":["Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China","institution_ids":["https://openalex.org/I2801051648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5160685433","display_name":"Zhe Wang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2801051648","display_name":"China-Japan Friendship Hospital","ror":"https://ror.org/037cjxp13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801051648"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhe Wang","raw_affiliation_strings":["Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China","institution_ids":["https://openalex.org/I2801051648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100724582","display_name":"Pengpeng Wang","orcid":"https://orcid.org/0000-0002-0161-1933","observed_orcids":["https://orcid.org/0000-0002-0161-1933","https://orcid.org/0000-0003-2160-9360"]},"institutions":[{"id":"https://openalex.org/I2801051648","display_name":"China-Japan Friendship Hospital","ror":"https://ror.org/037cjxp13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801051648"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pengpeng Wang","raw_affiliation_strings":["Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China","institution_ids":["https://openalex.org/I2801051648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134064789","display_name":"Siqi Wang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2801051648","display_name":"China-Japan Friendship Hospital","ror":"https://ror.org/037cjxp13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801051648"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siqi Wang","raw_affiliation_strings":["Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China","institution_ids":["https://openalex.org/I2801051648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108306730","display_name":"Genzheng Liu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2801051648","display_name":"China-Japan Friendship Hospital","ror":"https://ror.org/037cjxp13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801051648"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Genzheng Liu","raw_affiliation_strings":["Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China","institution_ids":["https://openalex.org/I2801051648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059192602","display_name":"Ximing Lin","orcid":"https://orcid.org/0000-0002-8406-1817","observed_orcids":["https://orcid.org/0000-0002-8406-1817"]},"institutions":[{"id":"https://openalex.org/I2801051648","display_name":"China-Japan Friendship Hospital","ror":"https://ror.org/037cjxp13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801051648"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ximing Lin","raw_affiliation_strings":["Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China","institution_ids":["https://openalex.org/I2801051648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109699830","display_name":"Shuman Ran","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2801051648","display_name":"China-Japan Friendship Hospital","ror":"https://ror.org/037cjxp13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801051648"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuman Ran","raw_affiliation_strings":["Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China","institution_ids":["https://openalex.org/I2801051648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136843924","display_name":"Yan Liu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]},{"id":"https://openalex.org/I4210133748","display_name":"Zhengzhou Central Hospital","ror":"https://ror.org/041r75465","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210133748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Liu","raw_affiliation_strings":["Department of Gastrointestinal Metabolic Surgery Zhengzhou Central Hospital, Zhengzhou University  Zhengzhou Henan China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastrointestinal Metabolic Surgery Zhengzhou Central Hospital, Zhengzhou University  Zhengzhou Henan China","institution_ids":["https://openalex.org/I38877650","https://openalex.org/I4210133748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5153552055","display_name":"Ming Zhu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210136826","display_name":"Jining First People's Hospital","ror":"https://ror.org/04gs6v336","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210136826"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ming Zhu","raw_affiliation_strings":["Department of Gastrointestinal Surgery Jining No. 1 People's Hospital  Jining Shandong China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastrointestinal Surgery Jining No. 1 People's Hospital  Jining Shandong China","institution_ids":["https://openalex.org/I4210136826"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000919178","display_name":"\u80e1\u7ecf\u7eac","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210099512","display_name":"Second Affiliated Hospital & Yuying Children's Hospital of Wenzhou Medical University","ror":"https://ror.org/0156rhd17","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210099512"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingwei Hu","raw_affiliation_strings":["Department of Gastrointestinal Surgery The Second Affiliated Hospital of Wenzhou Medical University  Wenzhou Zhejiang China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastrointestinal Surgery The Second Affiliated Hospital of Wenzhou Medical University  Wenzhou Zhejiang China","institution_ids":["https://openalex.org/I4210099512"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075983590","display_name":"C Li","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210099373","display_name":"Second Hospital of Hebei Medical University","ror":"https://ror.org/015ycqv20","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210099373"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunhui Li","raw_affiliation_strings":["Department of Endocrinology The Second Hospital of Hebei Medical University  Shijiazhuang Hebei China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Endocrinology The Second Hospital of Hebei Medical University  Shijiazhuang Hebei China","institution_ids":["https://openalex.org/I4210099373"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5153472816","display_name":"Nianrong Zhang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2801051648","display_name":"China-Japan Friendship Hospital","ror":"https://ror.org/037cjxp13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801051648"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nianrong Zhang","raw_affiliation_strings":["Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China","institution_ids":["https://openalex.org/I2801051648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5160718126","display_name":"Baoyin Liu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2801051648","display_name":"China-Japan Friendship Hospital","ror":"https://ror.org/037cjxp13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801051648"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baoyin Liu","raw_affiliation_strings":["Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China","institution_ids":["https://openalex.org/I2801051648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5160701117","display_name":"Lei Zhang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210093217","display_name":"China National Pharmaceutical Group Corporation (China)","ror":"https://ror.org/00k3gyk15","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210093217"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Zhang","raw_affiliation_strings":["Department of Oncology Sinopharm Tongmei General Hospital  Datong Shanxi China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Oncology Sinopharm Tongmei General Hospital  Datong Shanxi China","institution_ids":["https://openalex.org/I4210093217"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101198066","display_name":"Biao Zhou","orcid":"https://orcid.org/0000-0001-5196-5476","observed_orcids":["https://orcid.org/0000-0001-5196-5476"]},"institutions":[{"id":"https://openalex.org/I2801051648","display_name":"China-Japan Friendship Hospital","ror":"https://ror.org/037cjxp13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801051648"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Biao Zhou","raw_affiliation_strings":["Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China","institution_ids":["https://openalex.org/I2801051648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026530630","display_name":"Ziru Tian","orcid":"https://orcid.org/0000-0001-5262-5246","observed_orcids":["https://orcid.org/0000-0001-5262-5246"]},"institutions":[{"id":"https://openalex.org/I200296433","display_name":"Chinese Academy of Medical Sciences & Peking Union Medical College","ror":"https://ror.org/02drdmm93","country_code":"CN","type":"education","lineage":["https://openalex.org/I200296433"]},{"id":"https://openalex.org/I4210141458","display_name":"Cancer Hospital of Chinese Academy of Medical Sciences","ror":"https://ror.org/03x937183","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210141458"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziru Tian","raw_affiliation_strings":["National Cancer Center/National Clinical Research Center For Cancer/Cancer Hospital, Chinese Academy of Medical Science and Peking Union Medical College  Beijing China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Cancer Center/National Clinical Research Center For Cancer/Cancer Hospital, Chinese Academy of Medical Science and Peking Union Medical College  Beijing China","institution_ids":["https://openalex.org/I200296433","https://openalex.org/I4210141458"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5160128721","display_name":"Shaihong Zhu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210156904","display_name":"Third Xiangya Hospital","ror":"https://ror.org/05akvb491","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156904"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shaihong Zhu","raw_affiliation_strings":["Department of General Surgery The Third Xiangya Hospital of Central South University  Changsha Hunan China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General Surgery The Third Xiangya Hospital of Central South University  Changsha Hunan China","institution_ids":["https://openalex.org/I4210156904"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120979426","display_name":"Yinlu Ding","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I4210103957","display_name":"Second Hospital of Shandong University","ror":"https://ror.org/01fd86n56","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210103957"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yinlu Ding","raw_affiliation_strings":["Department of General Surgery Cheeloo College of Medicine The Second Hospital of Shandong University, Shandong University  Jinan Shandong China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General Surgery Cheeloo College of Medicine The Second Hospital of Shandong University, Shandong University  Jinan Shandong China","institution_ids":["https://openalex.org/I154099455","https://openalex.org/I4210103957"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100746405","display_name":"Hua Meng","orcid":"https://orcid.org/0000-0003-3286-9424","observed_orcids":["https://orcid.org/0000-0003-3286-9424"]},"institutions":[{"id":"https://openalex.org/I2801051648","display_name":"China-Japan Friendship Hospital","ror":"https://ror.org/037cjxp13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801051648"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hua Meng","raw_affiliation_strings":["Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China"],"raw_orcid":"https://orcid.org/0000-0003-3286-9424","affiliations":[{"raw_affiliation_string":"Department of General Surgery &amp; Obesity and Metabolic Disease Center China\u2010Japan Friendship Hospital  Beijing China","institution_ids":["https://openalex.org/I2801051648"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":14,"corresponding_author_ids":["https://openalex.org/A5100746405","https://openalex.org/A5120979426","https://openalex.org/A5160128721"],"corresponding_institution_ids":["https://openalex.org/I154099455","https://openalex.org/I2801051648","https://openalex.org/I4210103957","https://openalex.org/I4210156904"],"apc_list":{"value":3500,"currency":"USD","value_usd":3500},"apc_paid":{"value":3500,"currency":"USD","value_usd":3500},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.87696177,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"7","issue":"11","first_page":"e71110","last_page":"e71110"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10569","display_name":"Bariatric Surgery and Outcomes","score":0.9994999766349792,"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/T10569","display_name":"Bariatric Surgery and Outcomes","score":0.9994999766349792,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12066","display_name":"Obesity and Health Practices","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational 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/sleeve-gastrectomy","display_name":"sleeve gastrectomy","score":1.0},{"id":"https://openalex.org/keywords/weight-loss-prediction","display_name":"weight loss prediction","score":0.8610000014305115},{"id":"https://openalex.org/keywords/preoperative-risk-stratification","display_name":"preoperative risk stratification","score":0.8939999938011169},{"id":"https://openalex.org/keywords/model-interpretability","display_name":"model interpretability","score":0.9729999899864197},{"id":"https://openalex.org/keywords/xgboost","display_name":"XGBoost","score":0.968999981880188},{"id":"https://openalex.org/keywords/shap","display_name":"SHAP","score":0.7940000295639038},{"id":"https://openalex.org/keywords/bariatric-surgery","display_name":"bariatric surgery","score":0.4959999918937683},{"id":"https://openalex.org/keywords/type-2-diabetes","display_name":"type 2 diabetes","score":0.9169999957084656},{"id":"https://openalex.org/keywords/fasting-blood-glucose","display_name":"fasting blood glucose","score":0.5519999861717224},{"id":"https://openalex.org/keywords/vitamin-b12","display_name":"vitamin B12","score":0.7799999713897705},{"id":"https://openalex.org/keywords/gamma-glutamyl-transferase","display_name":"gamma-glutamyl transferase","score":0.7850000262260437},{"id":"https://openalex.org/keywords/total-cholesterol","display_name":"total cholesterol","score":0.5},{"id":"https://openalex.org/keywords/body-mass-index","display_name":"body mass index","score":0.6320000290870667}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7436000108718872},{"id":"https://openalex.org/C44249647","wikidata":"https://www.wikidata.org/wiki/Q208498","display_name":"Confidence interval","level":2,"score":0.5741999745368958},{"id":"https://openalex.org/C3020404979","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk stratification","level":2,"score":0.49709999561309814},{"id":"https://openalex.org/C2992435398","wikidata":"https://www.wikidata.org/wiki/Q6934595","display_name":"Multicenter study","level":3,"score":0.49050000309944153},{"id":"https://openalex.org/C201903717","wikidata":"https://www.wikidata.org/wiki/Q1778788","display_name":"Cohort study","level":2,"score":0.48579999804496765},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.4805000126361847},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.4009000062942505},{"id":"https://openalex.org/C535046627","wikidata":"https://www.wikidata.org/wiki/Q30612","display_name":"Clinical trial","level":2,"score":0.36880001425743103},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.34310001134872437},{"id":"https://openalex.org/C3019813237","wikidata":"https://www.wikidata.org/wiki/Q65089264","display_name":"Model validation","level":2,"score":0.33970001339912415},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.33390000462532043},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.3319000005722046},{"id":"https://openalex.org/C188816634","wikidata":"https://www.wikidata.org/wiki/Q2113324","display_name":"Prospective cohort study","level":2,"score":0.3269999921321869},{"id":"https://openalex.org/C207386681","wikidata":"https://www.wikidata.org/wiki/Q451323","display_name":"Derivation","level":3,"score":0.3260999917984009},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.32100000977516174},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.32019999623298645},{"id":"https://openalex.org/C30036603","wikidata":"https://www.wikidata.org/wiki/Q17125150","display_name":"Severity of illness","level":2,"score":0.28110000491142273},{"id":"https://openalex.org/C198433322","wikidata":"https://www.wikidata.org/wiki/Q3910099","display_name":"Predictive value of tests","level":2,"score":0.2581999897956848},{"id":"https://openalex.org/C76318530","wikidata":"https://www.wikidata.org/wiki/Q16833590","display_name":"Area under the curve","level":2,"score":0.25780001282691956},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.25600001215934753}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1002/mco2.71110","doi":"https://doi.org/10.1002/mco2.71110","is_oa":true,"landing_page_url":"https://doi.org/10.1002/mco2.71110","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/mco2.71110","source":{"id":"https://openalex.org/S4210236862","display_name":"MedComm","issn_l":"2688-2663","issn":["2688-2663"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","ki-jl-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"MedComm","raw_type":"journal-article"},{"id":"pmid:42985237","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42985237","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":"MedComm","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:13732101","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13732101/","pdf_url":null,"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"MedComm (2020)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1002/mco2.71110","doi":"https://doi.org/10.1002/mco2.71110","is_oa":true,"landing_page_url":"https://doi.org/10.1002/mco2.71110","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/mco2.71110","source":{"id":"https://openalex.org/S4210236862","display_name":"MedComm","issn_l":"2688-2663","issn":["2688-2663"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","ki-jl-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"MedComm","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":1.0}],"study_designs":[{"id":"https://openalex.org/study-designs/observational-study","display_name":"Observational Study"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322919","display_name":"Natural Science Foundation of Beijing Municipality","ror":null},{"id":"https://openalex.org/F4320335783","display_name":"China-Japan Friendship Hospital","ror":"https://ror.org/037cjxp13"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7225275583.pdf","grobid_xml":"https://content.openalex.org/works/W7225275583.grobid-xml"},"referenced_works_count":65,"referenced_works":["https://openalex.org/W1524233929","https://openalex.org/W1723129825","https://openalex.org/W1970663192","https://openalex.org/W1992299375","https://openalex.org/W1992790247","https://openalex.org/W2002755520","https://openalex.org/W2025927369","https://openalex.org/W2034823419","https://openalex.org/W2046649434","https://openalex.org/W2065372561","https://openalex.org/W2073241381","https://openalex.org/W2094282883","https://openalex.org/W2101137711","https://openalex.org/W2102264538","https://openalex.org/W2115098571","https://openalex.org/W2119910794","https://openalex.org/W2124824871","https://openalex.org/W2152520409","https://openalex.org/W2295598076","https://openalex.org/W2297536324","https://openalex.org/W2327037637","https://openalex.org/W2354264769","https://openalex.org/W2411384485","https://openalex.org/W2557266686","https://openalex.org/W2761762159","https://openalex.org/W2792696491","https://openalex.org/W2887958147","https://openalex.org/W2919115771","https://openalex.org/W2923556591","https://openalex.org/W2934399013","https://openalex.org/W2954515601","https://openalex.org/W2954898625","https://openalex.org/W2977262858","https://openalex.org/W2980012006","https://openalex.org/W2987438334","https://openalex.org/W3022298391","https://openalex.org/W3041821341","https://openalex.org/W3046756380","https://openalex.org/W3088687025","https://openalex.org/W3121026803","https://openalex.org/W3161975691","https://openalex.org/W3196695721","https://openalex.org/W3207998434","https://openalex.org/W4213212227","https://openalex.org/W4238714725","https://openalex.org/W4239510810","https://openalex.org/W4287730645","https://openalex.org/W4295752659","https://openalex.org/W4296706763","https://openalex.org/W4307052702","https://openalex.org/W4311115765","https://openalex.org/W4319656311","https://openalex.org/W4361190301","https://openalex.org/W4381598483","https://openalex.org/W4384406080","https://openalex.org/W4389082549","https://openalex.org/W4390701758","https://openalex.org/W4391121530","https://openalex.org/W4392200417","https://openalex.org/W4392383011","https://openalex.org/W4392553805","https://openalex.org/W4394857110","https://openalex.org/W4400447024","https://openalex.org/W4407722328","https://openalex.org/W7162137113"],"related_works":["https://openalex.org/W7213922069","https://openalex.org/W4399863703","https://openalex.org/W7204480719","https://openalex.org/W7142360662","https://openalex.org/W7213493442","https://openalex.org/W4281251589","https://openalex.org/W7160069978","https://openalex.org/W4388718828","https://openalex.org/W7225284748","https://openalex.org/W7124466483"],"abstract_inverted_index":{"ABSTRACT":[0],"Suboptimal":[1],"clinical":[2,12,150],"response":[3],"(SCR)":[4],"after":[5,34],"sleeve":[6],"gastrectomy":[7],"(SG)":[8],"remains":[9],"a":[10,51],"major":[11],"challenge,":[13],"yet":[14],"reliable":[15],"preoperative":[16,201],"risk":[17,202],"stratification":[18,203],"is":[19],"lacking.":[20],"Therefore,":[21],"we":[22],"developed":[23],"and":[24,58,67,90,133,149,163,191,204],"externally":[25],"validated":[26],"an":[27,121],"interpretable":[28,195],"machine\u2010learning":[29,97],"model":[30,106,116,155,197],"for":[31,208],"predicting":[32],"SCR":[33],"SG":[35],"using":[36],"multicenter":[37],"data":[38],"from":[39],"three":[40],"tertiary":[41],"hospitals":[42],"in":[43,85,166],"China.":[44],"Overall,":[45],"1312":[46],"patients":[47,209],"were":[48],"included,":[49],"comprising":[50],"derivation":[52],"cohort":[53],"(":[54,63],"n":[55,64,68],"=":[56,65,69],"1094)":[57],"two":[59],"external":[60],"validation":[61,138],"cohorts":[62],"84":[66],"134).":[70],"SCR,":[71],"defined":[72],"as":[73,178],"percentage":[74],"of":[75,123,131,135],"total":[76,189],"weight":[77],"loss":[78],"<":[79],"25%":[80],"at":[81],"1":[82],"year,":[83],"occurred":[84],"374":[86],"(34.2%),":[87],"34":[88],"(40.5%),":[89],"45":[91],"(33.6%)":[92],"patients,":[93],"respectively.":[94],"Among":[95],"six":[96],"algorithms,":[98],"XGB":[99,154,196],"achieved":[100],"the":[101,115,153],"best":[102],"performance.":[103],"The":[104],"final":[105],"incorporated":[107],"eight":[108],"routinely":[109],"available":[110],"predictors.":[111],"In":[112],"internal":[113],"validation,":[114],"showed":[117],"excellent":[118],"discrimination,":[119],"with":[120,174],"AUC":[122],"0.821":[124],"(95%":[125],"confidence":[126],"interval":[127],"[CI],":[128],"0.752\u20130.871),":[129],"sensitivity":[130],"0.803,":[132],"specificity":[134],"0.714.":[136],"External":[137],"confirmed":[139],"satisfactory":[140],"discrimination":[141],"(AUC":[142],"0.761;":[143],"95%":[144],"CI,":[145],"0.688\u20130.823),":[146],"good":[147],"calibration,":[148],"benefit.":[151],"Notably,":[152],"significantly":[156],"outperformed":[157],"10":[158],"clinicians":[159],"across":[160],"experience":[161],"levels":[162],"remained":[164],"superior":[165],"clinically":[167],"challenging":[168],"cases.":[169],"SHAP":[170],"analysis":[171],"enhanced":[172],"interpretability,":[173],"predictor":[175],"importance":[176],"ranked":[177],"BMI,":[179],"age,":[180],"fasting":[181],"glucose,":[182],"type":[183],"2":[184],"diabetes,":[185],"vitamin":[186],"B12,":[187],"calcium,":[188],"cholesterol,":[190],"gamma\u2010glutamyl":[192],"transferase.":[193],"This":[194],"may":[198],"enable":[199],"precise":[200],"support":[205],"personalized":[206],"management":[207],"undergoing":[210],"SG.":[211]},"counts_by_year":[],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2026-11-05T00:00:00"}