{"id":"https://openalex.org/W7225827258","doi":"https://doi.org/10.1111/jdi.70489","title":"Development and external validation of machine learning models for predicting glucose trajectories after continuous intravenous insulin therapy in hyperglycemic crises","display_name":"Development and external validation of machine learning models for predicting glucose trajectories after continuous intravenous insulin therapy in hyperglycemic crises","publication_year":2026,"publication_date":"2026-11-11","ids":{"openalex":"https://openalex.org/W7225827258","doi":"https://doi.org/10.1111/jdi.70489","pmid":"https://pubmed.ncbi.nlm.nih.gov/43012499"},"language":"en","primary_location":{"id":"doi:10.1111/jdi.70489","doi":"https://doi.org/10.1111/jdi.70489","is_oa":true,"landing_page_url":"https://doi.org/10.1111/jdi.70489","pdf_url":null,"source":{"id":"https://openalex.org/S107365432","display_name":"Journal of Diabetes Investigation","issn_l":"2040-1116","issn":["2040-1116","2040-1124"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-100","russia-white-list-2"],"host_organization":"https://openalex.org/P4310322041","host_organization_name":"Asian Association for the Study of Diabetes","host_organization_lineage":["https://openalex.org/P4310322041"],"host_organization_lineage_names":["Asian Association for the Study of Diabetes"],"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 Diabetes Investigation","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://doi.org/10.1111/jdi.70489","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063898828","display_name":"Yuichiro Iwamoto","orcid":"https://orcid.org/0000-0001-8162-359X","observed_orcids":["https://orcid.org/0000-0001-8162-359X"]},"institutions":[{"id":"https://openalex.org/I189996419","display_name":"Kawasaki Medical School","ror":"https://ror.org/059z11218","country_code":"JP","type":"education","lineage":["https://openalex.org/I189996419"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Yuichiro Iwamoto","raw_affiliation_strings":["Department of Diabetes, Endocrinology and Metabolism Kawasaki Medical School  Kurashiki Japan"],"raw_orcid":"https://orcid.org/0000-0001-8162-359X","affiliations":[{"raw_affiliation_string":"Department of Diabetes, Endocrinology and Metabolism Kawasaki Medical School  Kurashiki Japan","institution_ids":["https://openalex.org/I189996419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083294804","display_name":"Tomohiko Kimura","orcid":"https://orcid.org/0000-0003-3986-9494","observed_orcids":["https://orcid.org/0000-0003-3986-9494"]},"institutions":[{"id":"https://openalex.org/I189996419","display_name":"Kawasaki Medical School","ror":"https://ror.org/059z11218","country_code":"JP","type":"education","lineage":["https://openalex.org/I189996419"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Tomohiko Kimura","raw_affiliation_strings":["Department of Diabetes, Endocrinology and Metabolism Kawasaki Medical School  Kurashiki Japan"],"raw_orcid":"https://orcid.org/0000-0003-3986-9494","affiliations":[{"raw_affiliation_string":"Department of Diabetes, Endocrinology and Metabolism Kawasaki Medical School  Kurashiki Japan","institution_ids":["https://openalex.org/I189996419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065295959","display_name":"Yuichi Morimoto","orcid":"https://orcid.org/0000-0001-7692-4822","observed_orcids":["https://orcid.org/0000-0001-7692-4822"]},"institutions":[{"id":"https://openalex.org/I916559398","display_name":"Kindai University","ror":"https://ror.org/05kt9ap64","country_code":"JP","type":"education","lineage":["https://openalex.org/I916559398"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yuichi Morimoto","raw_affiliation_strings":["Department of Pediatrics Kindai University Faculty of Medicine  Osakasayama Japan"],"raw_orcid":"https://orcid.org/0000-0001-7692-4822","affiliations":[{"raw_affiliation_string":"Department of Pediatrics Kindai University Faculty of Medicine  Osakasayama Japan","institution_ids":["https://openalex.org/I916559398"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113183922","display_name":"Hideyuki Iwamoto","orcid":"https://orcid.org/0009-0004-5654-2578","observed_orcids":["https://orcid.org/0009-0004-5654-2578"]},"institutions":[{"id":"https://openalex.org/I189996419","display_name":"Kawasaki Medical School","ror":"https://ror.org/059z11218","country_code":"JP","type":"education","lineage":["https://openalex.org/I189996419"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Hideyuki Iwamoto","raw_affiliation_strings":["Department of Diabetes, Endocrinology and Metabolism Kawasaki Medical School  Kurashiki Japan"],"raw_orcid":"https://orcid.org/0009-0004-5654-2578","affiliations":[{"raw_affiliation_string":"Department of Diabetes, Endocrinology and Metabolism Kawasaki Medical School  Kurashiki Japan","institution_ids":["https://openalex.org/I189996419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104157436","display_name":"Yoshiro Fushimi","orcid":"https://orcid.org/0000-0002-9618-8698","observed_orcids":["https://orcid.org/0000-0002-9618-8698"]},"institutions":[{"id":"https://openalex.org/I189996419","display_name":"Kawasaki Medical School","ror":"https://ror.org/059z11218","country_code":"JP","type":"education","lineage":["https://openalex.org/I189996419"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yoshiro Fushimi","raw_affiliation_strings":["Department of Diabetes, Endocrinology and Metabolism Kawasaki Medical School  Kurashiki Japan"],"raw_orcid":"https://orcid.org/0000-0002-9618-8698","affiliations":[{"raw_affiliation_string":"Department of Diabetes, Endocrinology and Metabolism Kawasaki Medical School  Kurashiki Japan","institution_ids":["https://openalex.org/I189996419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042411183","display_name":"Junpei Sanada","orcid":"https://orcid.org/0000-0002-9794-9444","observed_orcids":["https://orcid.org/0000-0002-9794-9444"]},"institutions":[{"id":"https://openalex.org/I189996419","display_name":"Kawasaki Medical School","ror":"https://ror.org/059z11218","country_code":"JP","type":"education","lineage":["https://openalex.org/I189996419"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Junpei Sanada","raw_affiliation_strings":["Department of Diabetes, Endocrinology and Metabolism Kawasaki Medical School  Kurashiki Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Diabetes, Endocrinology and Metabolism Kawasaki Medical School  Kurashiki Japan","institution_ids":["https://openalex.org/I189996419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084576459","display_name":"Hayato Isobe","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I189996419","display_name":"Kawasaki Medical School","ror":"https://ror.org/059z11218","country_code":"JP","type":"education","lineage":["https://openalex.org/I189996419"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Hayato Isobe","raw_affiliation_strings":["Department of General Internal Medicine 1 Kawasaki Medical School  Okayama Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General Internal Medicine 1 Kawasaki Medical School  Okayama Japan","institution_ids":["https://openalex.org/I189996419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011246566","display_name":"Fuminori Tatsumi","orcid":"https://orcid.org/0000-0002-1392-0637","observed_orcids":["https://orcid.org/0000-0002-1392-0637"]},"institutions":[{"id":"https://openalex.org/I189996419","display_name":"Kawasaki Medical School","ror":"https://ror.org/059z11218","country_code":"JP","type":"education","lineage":["https://openalex.org/I189996419"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Fuminori Tatsumi","raw_affiliation_strings":["Department of General Internal Medicine 1 Kawasaki Medical School  Okayama Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General Internal Medicine 1 Kawasaki Medical School  Okayama Japan","institution_ids":["https://openalex.org/I189996419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061976097","display_name":"\u6728\u6751 \u6709\u7d00\u5b50","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I189996419","display_name":"Kawasaki Medical School","ror":"https://ror.org/059z11218","country_code":"JP","type":"education","lineage":["https://openalex.org/I189996419"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yukiko Kimura","raw_affiliation_strings":["Department of General Internal Medicine 1 Kawasaki Medical School  Okayama Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General Internal Medicine 1 Kawasaki Medical School  Okayama Japan","institution_ids":["https://openalex.org/I189996419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036130998","display_name":"Fumiko Kawasaki","orcid":"https://orcid.org/0000-0002-6641-2599","observed_orcids":["https://orcid.org/0000-0002-6641-2599"]},"institutions":[{"id":"https://openalex.org/I189996419","display_name":"Kawasaki Medical School","ror":"https://ror.org/059z11218","country_code":"JP","type":"education","lineage":["https://openalex.org/I189996419"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Fumiko Kawasaki","raw_affiliation_strings":["Department of General Internal Medicine 1 Kawasaki Medical School  Okayama Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of General Internal Medicine 1 Kawasaki Medical School  Okayama Japan","institution_ids":["https://openalex.org/I189996419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071186675","display_name":"Mizuho Yamabe","orcid":"https://orcid.org/0000-0003-2115-1142","observed_orcids":["https://orcid.org/0000-0003-2115-1142"]},"institutions":[{"id":"https://openalex.org/I4405285087","display_name":"Asahi University Hospital","ror":"https://ror.org/04rmdvj92","country_code":"JP","type":"healthcare","lineage":["https://openalex.org/I4405285087"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Mizuho Yamabe","raw_affiliation_strings":["Department of Internal Medicine Murakami Memorial Hospital  Onomichi Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Internal Medicine Murakami Memorial Hospital  Onomichi Japan","institution_ids":["https://openalex.org/I4405285087"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075985193","display_name":"Michihiro Matsuki","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405253421","display_name":"Kurashiki Sweet Hospital","ror":"https://ror.org/00n4rzk96","country_code":"JP","type":"healthcare","lineage":["https://openalex.org/I4405253421"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Michihiro Matsuki","raw_affiliation_strings":["Department of Internal Medicine Kurashiki Sweet Hospital  Kurashiki Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Internal Medicine Kurashiki Sweet Hospital  Kurashiki Japan","institution_ids":["https://openalex.org/I4405253421"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086304519","display_name":"Kensuke Mohri","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405258002","display_name":"Kurobe City Hospital","ror":"https://ror.org/05xqrc755","country_code":"JP","type":"healthcare","lineage":["https://openalex.org/I4405258002"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Kensuke Mohri","raw_affiliation_strings":["Department of Diabetes and Metabolism Kurobe City Hospital  Kurobe Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Diabetes and Metabolism Kurobe City Hospital  Kurobe Japan","institution_ids":["https://openalex.org/I4405258002"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061480469","display_name":"Takafumi Osaka","orcid":"https://orcid.org/0000-0002-2025-2518","observed_orcids":["https://orcid.org/0000-0002-2025-2518"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Takafumi Osaka","raw_affiliation_strings":["Department of Endocrinology and Diabetes Ayabe City Hospital  Ayabe Japan"],"raw_orcid":"https://orcid.org/0000-0002-2025-2518","affiliations":[{"raw_affiliation_string":"Department of Endocrinology and Diabetes Ayabe City Hospital  Ayabe Japan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084036501","display_name":"Masashi Shimoda","orcid":"https://orcid.org/0000-0002-4223-9613","observed_orcids":["https://orcid.org/0000-0002-4223-9613","https://orcid.org/0009-0003-3475-9701"]},"institutions":[{"id":"https://openalex.org/I189996419","display_name":"Kawasaki Medical School","ror":"https://ror.org/059z11218","country_code":"JP","type":"education","lineage":["https://openalex.org/I189996419"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Masashi Shimoda","raw_affiliation_strings":["Department of Diabetes, Endocrinology and Metabolism Kawasaki Medical School  Kurashiki Japan"],"raw_orcid":"https://orcid.org/0000-0002-4223-9613","affiliations":[{"raw_affiliation_string":"Department of Diabetes, Endocrinology and Metabolism Kawasaki Medical School  Kurashiki Japan","institution_ids":["https://openalex.org/I189996419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057147980","display_name":"Shuhei Nakanishi","orcid":"https://orcid.org/0000-0003-2640-9632","observed_orcids":["https://orcid.org/0000-0003-2640-9632"]},"institutions":[{"id":"https://openalex.org/I189996419","display_name":"Kawasaki Medical School","ror":"https://ror.org/059z11218","country_code":"JP","type":"education","lineage":["https://openalex.org/I189996419"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Shuhei Nakanishi","raw_affiliation_strings":["Department of Diabetes, Endocrinology and Metabolism Kawasaki Medical School  Kurashiki Japan"],"raw_orcid":"https://orcid.org/0000-0003-2640-9632","affiliations":[{"raw_affiliation_string":"Department of Diabetes, Endocrinology and Metabolism Kawasaki Medical School  Kurashiki Japan","institution_ids":["https://openalex.org/I189996419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036190568","display_name":"Kohei Kaku","orcid":"https://orcid.org/0000-0003-1574-0565","observed_orcids":["https://orcid.org/0000-0003-1574-0565"]},"institutions":[{"id":"https://openalex.org/I189996419","display_name":"Kawasaki Medical School","ror":"https://ror.org/059z11218","country_code":"JP","type":"education","lineage":["https://openalex.org/I189996419"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Kohei Kaku","raw_affiliation_strings":["Department of Diabetes, Endocrinology and Metabolism Kawasaki Medical School  Kurashiki Japan"],"raw_orcid":"https://orcid.org/0000-0003-1574-0565","affiliations":[{"raw_affiliation_string":"Department of Diabetes, Endocrinology and Metabolism Kawasaki Medical School  Kurashiki Japan","institution_ids":["https://openalex.org/I189996419"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024295858","display_name":"Hideaki Kaneto","orcid":"https://orcid.org/0000-0001-7898-1943","observed_orcids":["https://orcid.org/0000-0001-7898-1943"]},"institutions":[{"id":"https://openalex.org/I189996419","display_name":"Kawasaki Medical School","ror":"https://ror.org/059z11218","country_code":"JP","type":"education","lineage":["https://openalex.org/I189996419"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Hideaki Kaneto","raw_affiliation_strings":["Department of Diabetes, Endocrinology and Metabolism Kawasaki Medical School  Kurashiki Japan"],"raw_orcid":"https://orcid.org/0000-0001-7898-1943","affiliations":[{"raw_affiliation_string":"Department of Diabetes, Endocrinology and Metabolism Kawasaki Medical School  Kurashiki Japan","institution_ids":["https://openalex.org/I189996419"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5063898828"],"corresponding_institution_ids":["https://openalex.org/I189996419"],"apc_list":{"value":3850,"currency":"USD","value_usd":3850},"apc_paid":{"value":3850,"currency":"USD","value_usd":3850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11623","display_name":"Hyperglycemia and glycemic control in critically ill and hospitalized patients","score":0.6518999934196472,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/T11623","display_name":"Hyperglycemia and glycemic control in critically ill and hospitalized patients","score":0.6518999934196472,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/T10560","display_name":"Diabetes Management and Research","score":0.29589998722076416,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/T13702","display_name":"Machine Learning in Healthcare","score":0.03779999911785126,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.8702999949455261},{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.815500020980835},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5491999983787537},{"id":"https://openalex.org/C2986379492","wikidata":"https://www.wikidata.org/wiki/Q1638492","display_name":"Continuous glucose monitoring","level":4,"score":0.5393999814987183},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.5350000262260437},{"id":"https://openalex.org/C2779306644","wikidata":"https://www.wikidata.org/wiki/Q2002370","display_name":"Insulin","level":2,"score":0.4462999999523163},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.4413999915122986},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4194999933242798},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.40049999952316284},{"id":"https://openalex.org/C188816634","wikidata":"https://www.wikidata.org/wiki/Q2113324","display_name":"Prospective cohort study","level":2,"score":0.39809998869895935},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.3714999854564667},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.35280001163482666},{"id":"https://openalex.org/C174106493","wikidata":"https://www.wikidata.org/wiki/Q1057880","display_name":"External validity","level":2,"score":0.3366999924182892},{"id":"https://openalex.org/C76318530","wikidata":"https://www.wikidata.org/wiki/Q16833590","display_name":"Area under the curve","level":2,"score":0.3346000015735626},{"id":"https://openalex.org/C201903717","wikidata":"https://www.wikidata.org/wiki/Q1778788","display_name":"Cohort study","level":2,"score":0.31929999589920044},{"id":"https://openalex.org/C167085575","wikidata":"https://www.wikidata.org/wiki/Q6803654","display_name":"Mean squared prediction error","level":2,"score":0.30559998750686646},{"id":"https://openalex.org/C198433322","wikidata":"https://www.wikidata.org/wiki/Q3910099","display_name":"Predictive value of tests","level":2,"score":0.29179999232292175},{"id":"https://openalex.org/C2777180221","wikidata":"https://www.wikidata.org/wiki/Q3025883","display_name":"Type 2 diabetes","level":3,"score":0.2818000018596649},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.2743000090122223},{"id":"https://openalex.org/C3018380654","wikidata":"https://www.wikidata.org/wiki/Q5572348","display_name":"Fasting glucose","level":4,"score":0.2646999955177307},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.2623000144958496}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1111/jdi.70489","doi":"https://doi.org/10.1111/jdi.70489","is_oa":true,"landing_page_url":"https://doi.org/10.1111/jdi.70489","pdf_url":null,"source":{"id":"https://openalex.org/S107365432","display_name":"Journal of Diabetes Investigation","issn_l":"2040-1116","issn":["2040-1116","2040-1124"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-100","russia-white-list-2"],"host_organization":"https://openalex.org/P4310322041","host_organization_name":"Asian Association for the Study of Diabetes","host_organization_lineage":["https://openalex.org/P4310322041"],"host_organization_lineage_names":["Asian Association for the Study of Diabetes"],"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 Diabetes Investigation","raw_type":"journal-article"},{"id":"pmid:43012499","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/43012499","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 diabetes investigation","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1111/jdi.70489","doi":"https://doi.org/10.1111/jdi.70489","is_oa":true,"landing_page_url":"https://doi.org/10.1111/jdi.70489","pdf_url":null,"source":{"id":"https://openalex.org/S107365432","display_name":"Journal of Diabetes Investigation","issn_l":"2040-1116","issn":["2040-1116","2040-1124"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-100","russia-white-list-2"],"host_organization":"https://openalex.org/P4310322041","host_organization_name":"Asian Association for the Study of Diabetes","host_organization_lineage":["https://openalex.org/P4310322041"],"host_organization_lineage_names":["Asian Association for the Study of Diabetes"],"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 Diabetes Investigation","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2032853942","https://openalex.org/W2157643616","https://openalex.org/W2602333554","https://openalex.org/W2962760173","https://openalex.org/W3008906415","https://openalex.org/W3081154702","https://openalex.org/W3175738155","https://openalex.org/W3188501383","https://openalex.org/W4210925720","https://openalex.org/W4283581668","https://openalex.org/W4308017915","https://openalex.org/W4313477457","https://openalex.org/W4383197800","https://openalex.org/W4385973195","https://openalex.org/W4387400318","https://openalex.org/W4391025076","https://openalex.org/W4399921835","https://openalex.org/W4402646932","https://openalex.org/W4402830631","https://openalex.org/W4405002166","https://openalex.org/W4412692715","https://openalex.org/W4415460899","https://openalex.org/W7143925244"],"related_works":[],"abstract_inverted_index":{"BACKGROUND":[0],"AND":[1],"AIMS:":[2],"Predicting":[3],"short-term":[4,195],"blood":[5,62,127],"glucose":[6,22,49,63,99,128,167,196],"changes":[7],"after":[8,54],"initiation":[9],"of":[10,194],"continuous":[11],"intravenous":[12],"insulin":[13],"infusion":[14],"(CII)":[15],"in":[16,126],"hyperglycemic":[17,69,201],"crises":[18,70],"remains":[19],"challenging":[20],"because":[21],"trajectories":[23,197],"are":[24],"influenced":[25],"by":[26],"both":[27],"patient-specific":[28],"metabolic":[29],"severity":[30],"and":[31,40,51,102,117,174],"dynamically":[32],"adjusted":[33],"treatment.":[34],"This":[35],"study":[36],"aimed":[37],"to":[38,183],"develop":[39],"externally":[41],"validate":[42],"machine":[43],"learning":[44],"models":[45,88,189],"for":[46,158,200],"estimating":[47],"retest":[48,98,166],"levels":[50],"glucose-lowering":[52],"responses":[53],"CII":[55,199],"initiation.":[56],"METHODS:":[57],"We":[58,107],"analyzed":[59],"574":[60],"post-CII":[61],"measurements":[64],"from":[65,83],"191":[66],"patients":[67,82],"with":[68],"across":[71,172,185],"five":[72],"Japanese":[73],"institutions.":[74,186],"An":[75],"independent":[76],"external":[77,118,156,175],"validation":[78,206],"cohort":[79],"included":[80],"29":[81],"another":[84],"institution.":[85],"Two":[86],"complementary":[87,188],"were":[89],"developed":[90],"using":[91,111],"gradient-boosted":[92],"decision":[93],"tree":[94],"algorithms:":[95],"a":[96,103],"direct":[97,165],"prediction":[100,160],"model":[101,109,150,168],"\u0394Glu":[104,120,148,159,178],"treatment-response":[105,149],"model.":[106],"evaluated":[108],"performance":[110,171],"internal":[112,153,173],"validation,":[113,176],"patient-level":[114],"fivefold":[115],"cross-validation,":[116],"validation.":[119],"was":[121,161,180],"defined":[122],"as":[123],"the":[124,146],"decrease":[125],"between":[129],"two":[130],"consecutive":[131],"reassessment":[132],"points.":[133],"RESULTS:":[134],"=":[135,138,142],"0.802,":[136],"MAE":[137],"78.0":[139],"mg/dL,":[140],"RMSE":[141],"101.0":[143],"mg/dL).":[144],"Although":[145],"eight-feature":[147],"showed":[151,169],"moderate":[152],"performance,":[154],"its":[155],"generalizability":[157],"limited.":[162],"CONCLUSIONS:":[163],"The":[164],"stable":[170],"whereas":[177],"itself":[179],"more":[181],"difficult":[182],"generalize":[184],"These":[187],"may":[190],"support":[191],"objective":[192],"monitoring":[193],"during":[198],"crises,":[202],"although":[203],"further":[204],"prospective":[205],"is":[207],"warranted.":[208]},"counts_by_year":[],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2026-11-12T00:00:00"}
