{"id":"https://openalex.org/W7163074597","doi":"https://doi.org/10.1016/j.jcjq.2026.05.009","title":"Development and Implementation of a Machine Learning Model for Prediction of Surgical Case Duration","display_name":"Development and Implementation of a Machine Learning Model for Prediction of Surgical Case Duration","publication_year":2026,"publication_date":"2026-06-01","ids":{"openalex":"https://openalex.org/W7163074597","doi":"https://doi.org/10.1016/j.jcjq.2026.05.009","pmid":"https://pubmed.ncbi.nlm.nih.gov/42362434"},"language":"en","primary_location":{"id":"doi:10.1016/j.jcjq.2026.05.009","doi":"https://doi.org/10.1016/j.jcjq.2026.05.009","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.jcjq.2026.05.009","pdf_url":null,"source":{"id":"https://openalex.org/S4210168284","display_name":"The Joint Commission Journal on Quality and Patient Safety","issn_l":"1553-7250","issn":["1553-7250","1938-131X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","jufo-1","medline","norway-1","poland-70","russia-white-list-2"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Joint Commission Journal on Quality and Patient Safety","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068070550","display_name":"Jeffrey H. Siewerdsen","orcid":"https://orcid.org/0000-0001-6644-1317","observed_orcids":["https://orcid.org/0000-0001-6644-1317"]},"institutions":[{"id":"https://openalex.org/I1343551460","display_name":"The University of Texas MD Anderson Cancer Center","ror":"https://ror.org/04twxam07","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1343551460"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeffrey H. Siewerdsen","raw_affiliation_strings":["Department of Imaging Physics, The University of Texas MD Anderson Cancer Center","Institute for Data Science in Oncology (IDSO), The University of Texas MD Anderson Cancer Center"],"raw_orcid":"https://orcid.org/0000-0001-6644-1317","affiliations":[{"raw_affiliation_string":"Department of Imaging Physics, The University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]},{"raw_affiliation_string":"Institute for Data Science in Oncology (IDSO), The University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106932065","display_name":"Niloufar Mirzavand Boroujeni","orcid":"https://orcid.org/0009-0001-7268-8663","observed_orcids":["https://orcid.org/0009-0001-7268-8663"]},"institutions":[{"id":"https://openalex.org/I1343551460","display_name":"The University of Texas MD Anderson Cancer Center","ror":"https://ror.org/04twxam07","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1343551460"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Niloufar Mirzavand Boroujeni","raw_affiliation_strings":["Department of Imaging Physics, The University of Texas MD Anderson Cancer Center","Institute for Data Science in Oncology (IDSO), The University of Texas MD Anderson Cancer Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Imaging Physics, The University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]},{"raw_affiliation_string":"Institute for Data Science in Oncology (IDSO), The University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003092323","display_name":"Aaron Milhorn","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1343551460","display_name":"The University of Texas MD Anderson Cancer Center","ror":"https://ror.org/04twxam07","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1343551460"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aaron C. Milhorn","raw_affiliation_strings":["Department of Imaging Physics, The University of Texas MD Anderson Cancer Center","Institute for Data Science in Oncology (IDSO), The University of Texas MD Anderson Cancer Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Imaging Physics, The University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]},{"raw_affiliation_string":"Institute for Data Science in Oncology (IDSO), The University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090081420","display_name":"Owais Sarwar","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1343551460","display_name":"The University of Texas MD Anderson Cancer Center","ror":"https://ror.org/04twxam07","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1343551460"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Owais Sarwar","raw_affiliation_strings":["Department of Data Impact and Governance, The University of Texas MD Anderson Cancer Center","Department of Imaging Physics, The University of Texas MD Anderson Cancer Center","Institute for Data Science in Oncology (IDSO), The University of Texas MD Anderson Cancer Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Data Impact and Governance, The University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]},{"raw_affiliation_string":"Department of Imaging Physics, The University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]},{"raw_affiliation_string":"Institute for Data Science in Oncology (IDSO), The University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112946194","display_name":"Katie Owens","orcid":"https://orcid.org/0000-0001-8362-4553","observed_orcids":["https://orcid.org/0000-0001-8362-4553"]},"institutions":[{"id":"https://openalex.org/I1343551460","display_name":"The University of Texas MD Anderson Cancer Center","ror":"https://ror.org/04twxam07","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1343551460"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Katie Owens","raw_affiliation_strings":["Division of Surgery, The University of Texas MD Anderson Cancer Center"],"raw_orcid":"https://orcid.org/0000-0001-8362-4553","affiliations":[{"raw_affiliation_string":"Division of Surgery, The University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137584670","display_name":"Caitlin Fabian","orcid":"https://orcid.org/0009-0006-0297-5225","observed_orcids":["https://orcid.org/0009-0006-0297-5225"]},"institutions":[{"id":"https://openalex.org/I1343551460","display_name":"The University of Texas MD Anderson Cancer Center","ror":"https://ror.org/04twxam07","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1343551460"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Caitlin Fabian","raw_affiliation_strings":["Department of Plastic Surgery, The University of Texas MD Anderson Cancer Center"],"raw_orcid":"https://orcid.org/0009-0006-0297-5225","affiliations":[{"raw_affiliation_string":"Department of Plastic Surgery, The University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029980341","display_name":"Shawn Stapleton","orcid":"https://orcid.org/0000-0001-9966-068X","observed_orcids":["https://orcid.org/0000-0001-9966-068X","https://orcid.org/0000-0001-7899-1041"]},"institutions":[{"id":"https://openalex.org/I1343551460","display_name":"The University of Texas MD Anderson Cancer Center","ror":"https://ror.org/04twxam07","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1343551460"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shawn Stapleton","raw_affiliation_strings":["Department of Data Impact and Governance, The University of Texas MD Anderson Cancer Center","Institute for Data Science in Oncology (IDSO), The University of Texas MD Anderson Cancer Center"],"raw_orcid":"https://orcid.org/0000-0001-9966-068X","affiliations":[{"raw_affiliation_string":"Department of Data Impact and Governance, The University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]},{"raw_affiliation_string":"Institute for Data Science in Oncology (IDSO), The University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039587588","display_name":"Robert A. Ghafar","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1343551460","display_name":"The University of Texas MD Anderson Cancer Center","ror":"https://ror.org/04twxam07","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1343551460"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Robert Ghafar","raw_affiliation_strings":["Institute for Data Science in Oncology (IDSO), The University of Texas MD Anderson Cancer Center","Perioperative Services, The University of Texas MD Anderson Cancer Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Data Science in Oncology (IDSO), The University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]},{"raw_affiliation_string":"Perioperative Services, The University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008048551","display_name":"David Anthony Jaffray","orcid":"https://orcid.org/0000-0001-7378-7543","observed_orcids":["https://orcid.org/0000-0001-7378-7543"]},"institutions":[{"id":"https://openalex.org/I1343551460","display_name":"The University of Texas MD Anderson Cancer Center","ror":"https://ror.org/04twxam07","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1343551460"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David A. Jaffray","raw_affiliation_strings":["Department of Imaging Physics, The University of Texas MD Anderson Cancer Center","Institute for Data Science in Oncology (IDSO), The University of Texas MD Anderson Cancer Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Imaging Physics, The University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]},{"raw_affiliation_string":"Institute for Data Science in Oncology (IDSO), The University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008663177","display_name":"Carin A. Hagberg","orcid":"https://orcid.org/0000-0002-4336-8820","observed_orcids":["https://orcid.org/0000-0002-4336-8820"]},"institutions":[{"id":"https://openalex.org/I1343551460","display_name":"The University of Texas MD Anderson Cancer Center","ror":"https://ror.org/04twxam07","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1343551460"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Carin A. Hagberg","raw_affiliation_strings":["Chief Academic Office, The University of Texas MD Anderson Cancer Center"],"raw_orcid":"https://orcid.org/0000-0002-4336-8820","affiliations":[{"raw_affiliation_string":"Chief Academic Office, The University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057281549","display_name":"Anne S. Tsao","orcid":"https://orcid.org/0000-0003-0505-6639","observed_orcids":["https://orcid.org/0000-0003-0505-6639"]},"institutions":[{"id":"https://openalex.org/I1343551460","display_name":"The University of Texas MD Anderson Cancer Center","ror":"https://ror.org/04twxam07","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1343551460"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anne S. Tsao","raw_affiliation_strings":["Chief Academic Office, The University of Texas MD Anderson Cancer Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chief Academic Office, The University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091887796","display_name":"Mark Warren Clemens","orcid":"https://orcid.org/0000-0002-5342-4611","observed_orcids":["https://orcid.org/0000-0002-5342-4611"]},"institutions":[{"id":"https://openalex.org/I1343551460","display_name":"The University of Texas MD Anderson Cancer Center","ror":"https://ror.org/04twxam07","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1343551460"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mark W. Clemens","raw_affiliation_strings":["Department of Plastic Surgery, The University of Texas MD Anderson Cancer Center","Institute for Data Science in Oncology (IDSO), The University of Texas MD Anderson Cancer Center","Perioperative Services, The University of Texas MD Anderson Cancer Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Plastic Surgery, The University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]},{"raw_affiliation_string":"Institute for Data Science in Oncology (IDSO), The University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]},{"raw_affiliation_string":"Perioperative Services, The University of Texas MD Anderson Cancer Center","institution_ids":["https://openalex.org/I1343551460"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5091887796"],"corresponding_institution_ids":["https://openalex.org/I1343551460"],"apc_list":{"value":3510,"currency":"USD","value_usd":3510},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.37311902,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"52","issue":"9","first_page":"439","last_page":"450"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11773","display_name":"Healthcare Operations and Scheduling Optimization","score":1.0,"subfield":{"id":"https://openalex.org/subfields/3604","display_name":"Emergency Medical Services"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11773","display_name":"Healthcare Operations and Scheduling Optimization","score":1.0,"subfield":{"id":"https://openalex.org/subfields/3604","display_name":"Emergency Medical Services"},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.0,"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/T11296","display_name":"COVID-19 and healthcare impacts","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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/operating-room-scheduling","display_name":"operating room scheduling","score":0.9919999837875366},{"id":"https://openalex.org/keywords/operating-room-efficiency","display_name":"operating room efficiency","score":0.7649999856948853},{"id":"https://openalex.org/keywords/workflow-standardization","display_name":"workflow standardization","score":0.9459999799728394}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6049000024795532},{"id":"https://openalex.org/C112758219","wikidata":"https://www.wikidata.org/wiki/Q16038819","display_name":"Duration (music)","level":2,"score":0.5649999976158142},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5455999970436096},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5166000127792358},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.302700012922287},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.29989999532699585},{"id":"https://openalex.org/C2776542497","wikidata":"https://www.wikidata.org/wiki/Q5266672","display_name":"Development (topology)","level":2,"score":0.2847999930381775},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.2515999972820282},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.227400004863739},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.2159000039100647}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000098412","descriptor_name":"Predictive Learning Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098437","descriptor_name":"Prediction Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009873","descriptor_name":"Operating Rooms","qualifier_ui":"Q000458","qualifier_name":"organization & administration","is_major_topic":true},{"descriptor_ui":"D010561","descriptor_name":"Personnel Staffing and Scheduling","qualifier_ui":"Q000458","qualifier_name":"organization & administration","is_major_topic":false},{"descriptor_ui":"D017598","descriptor_name":"Efficiency, Organizational","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057188","descriptor_name":"Workflow","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D061646","descriptor_name":"Operative Time","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1016/j.jcjq.2026.05.009","doi":"https://doi.org/10.1016/j.jcjq.2026.05.009","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.jcjq.2026.05.009","pdf_url":null,"source":{"id":"https://openalex.org/S4210168284","display_name":"The Joint Commission Journal on Quality and Patient Safety","issn_l":"1553-7250","issn":["1553-7250","1938-131X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","jufo-1","medline","norway-1","poland-70","russia-white-list-2"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Joint Commission Journal on Quality and Patient Safety","raw_type":"journal-article"},{"id":"pmid:42362434","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42362434","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":"Joint Commission journal on quality and patient safety","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.9537000060081482}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320332521","display_name":"University of Texas MD Anderson Cancer Center","ror":"https://ror.org/04twxam07"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W2033691722","https://openalex.org/W2050680064","https://openalex.org/W2591333488","https://openalex.org/W2615223541","https://openalex.org/W2896570235","https://openalex.org/W2907343059","https://openalex.org/W3092078422","https://openalex.org/W3169208653","https://openalex.org/W4200254864","https://openalex.org/W4210672201","https://openalex.org/W4210838996","https://openalex.org/W4292560258","https://openalex.org/W4313204828","https://openalex.org/W4317359083","https://openalex.org/W4379093413","https://openalex.org/W4382896759","https://openalex.org/W4388466686","https://openalex.org/W4389266111","https://openalex.org/W4400499613","https://openalex.org/W4403906205","https://openalex.org/W4406354053","https://openalex.org/W4411689725"],"related_works":["https://openalex.org/W7163004036","https://openalex.org/W2910629495","https://openalex.org/W2896570235","https://openalex.org/W4239657529","https://openalex.org/W3121798080","https://openalex.org/W4415899761","https://openalex.org/W3157078939","https://openalex.org/W4379093413","https://openalex.org/W4411689725","https://openalex.org/W7217249805"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-06-02T00:00:00"}