Assessing the Precision of Surgery Duration Estimation: A Retrospective Study

References

• DeChancie SM, Hudson ME. Operating room management. Basic Clin Anesth. 2015;667–670. doi:10.1007/978-1-4939-1737-2_56
   Google Scholar
• Stey AM, Brook RH, Needleman J, et al. Hospital costs by cost center of inpatient hospitalization for medicare patients undergoing major abdominal surgery. J Am Coll Surg. 2015;220(2):207–217.e11. doi:10.1016/j.jamcollsurg.2014.10.021
   PubMed Web of Science ®Google Scholar
• Childers CP, Maggard-Gibbons M. Understanding costs of care in the operating room. JAMA Surg. 2018;153(4):e176233. doi:10.1001/jamasurg.2017.6233
   PubMed Web of Science ®Google Scholar
• Dyas AR, Lovell KM, Balentine CJ, et al. Reducing cost and improving operating room efficiency: examination of surgical instrument processing. J Surg Res. 2018;229:15–19. doi:10.1016/j.jss.2018.03.038
   PubMed Web of Science ®Google Scholar
• Rothstein DH, Raval MV. Operating room efficiency. Semin Pediatr Surg. 2018;27(2):79–85. doi:10.1053/j.sempedsurg.2018.02.004
   PubMed Web of Science ®Google Scholar
• Gómez-Ríos MA, Abad-Gurumeta A, Casans-Francés R, et al. Keys to optimizing operating room efficiency. Rev Esp Anestesiol Reanim. 2019;66(2):104–112. doi:10.1016/j.redar.2018.08.002
   Google Scholar
• Dexter F, Epstein RH. Operating room efficiency and scheduling. Curr Opin Anaesthesiol. 2005;18(2):195–198. doi:10.1097/01.aco.0000162840.02087.15
   PubMed Web of Science ®Google Scholar
• Archer T, Macario A. The drive for operating room efficiency will increase the quality of patient care. Curr Opin Anaesthesiol. 2006;19(2):171–176. doi:10.1097/01.aco.0000192796.02797.82
   PubMed Web of Science ®Google Scholar
• Healey T, El-Othmani MM, Healey J, et al. Improving operating room efficiency, part 1. JBJS Rev. 2015;3(10):1. doi:10.2106/jbjs.rvw.n.00109
   Google Scholar
• Jeang A, Chiang AJ. Economic and quality scheduling for effective utilization of operating rooms. J Med Syst. 2012;36(3):1205–1222. doi:10.1007/s10916-010-9582-0
   PubMed Web of Science ®Google Scholar
• Russ S, Arora S, Wharton R, et al. Measuring safety and efficiency in the operating room: development and validation of a metric for evaluating task execution in the operating room. J Am Coll Surg. 2013;216(3):472–481. doi:10.1016/j.jamcollsurg.2012.12.013
   PubMed Web of Science ®Google Scholar
• Fixler T, Wright JG. Identification and use of operating room efficiency indicators: the problem of definition. Can J Surg. 2013;56(4):224–226. doi:10.1503/cjs.020712
   PubMed Web of Science ®Google Scholar
• Pratap JN, Varughese AM, Mercurio P, et al. Reducing cancelations on the day of scheduled surgery at a children’s hospital. Pediatrics. 2015;135(5):e1292–1299. doi:10.1542/peds.2014-2418
   PubMed Web of Science ®Google Scholar
• Phieffer L, Hefner JL, Rahmanian A, et al. Improving operating room efficiency: first case on-time start project. J Healthc Qual. 2017;39(5):e70–e78. doi:10.1097/jhq.0000000000000018
   PubMed Web of Science ®Google Scholar
• Hassanain M, Zamakhshary M, Farhat G, et al. Use of lean methodology to improve operating room efficiency in hospitals across the Kingdom of Saudi Arabia. Int J Health Plann Manage. 2016;32(2):133–146. doi:10.1002/hpm.2334
   PubMed Web of Science ®Google Scholar
• Cerfolio RJ, Ferrari-Light D, Ren-Fielding C, et al. Improving operating room turnover time in a New York City academic hospital via lean. Ann Thorac Surg. 2019;107(4):1011–1016. doi:10.1016/j.athoracsur.2018.11.071
   PubMed Web of Science ®Google Scholar
• Ubiali A, Perger P, Rochira A, et al. Operating room efficiency measurement made simple by a single metric. Ann Ig. 2021;33(1):100–102. doi:10.7416/ai.2021.2411
   PubMed Web of Science ®Google Scholar
• Charlesworth M, Pandit JJ. Rational performance metrics for operating theatres, principles of efficiency, and how to achieve it. Br J Surg. 2020;107(2):e63–e69. doi:10.1002/bjs.11396
   PubMed Web of Science ®Google Scholar
• Laskin DM, Abubaker AO, Strauss RA. Accuracy of predicting the duration of a surgical operation. J Oral Maxillofac Surg. 2013;71(2):446–447. doi:10.1016/j.joms.2012.10.009
   PubMed Web of Science ®Google Scholar
• Bartek MA, Saxena RC, Solomon S, et al. Improving operating room efficiency: machine learning approach to predict case-time duration. J Am Coll Surg. 2019;229(4):346–354.e3. doi:10.1016/j.jamcollsurg.2019.05.029
   PubMed Web of Science ®Google Scholar
• Tuwatananurak JP, Zadeh S, Xu X, et al. Machine learning can improve estimation of surgical case duration: a pilot study. J Med Syst. 2019;43(3):44. doi:10.1007/s10916-019-1160-5
   PubMed Web of Science ®Google Scholar
• Hosseini N, Sir MY, Jankowski CJ, Pasupathy KS. Surgical duration estimation via data mining and predictive modeling: a case study. AMIA Annu Symp Proc. 2015;2015:640–648.
   PubMedGoogle Scholar
• Kafle S, Torabi SJ, Salehi PP, et al. Pediatric otoplasty: differences in operative time and inpatient stay based on surgical specialty training. J Craniofac Surg. 2021;32(1):367–369. doi:10.1097/SCS.0000000000007016
   PubMed Web of Science ®Google Scholar
• Patoir A, Payet C, Peix J-L, et al. Determinants of operative time in thyroid surgery: a prospective multicenter study of 3454 thyroidectomies. PLoS One. 2017;12(7):e0181424. doi:10.1371/journal.pone.0181424
   PubMed Web of Science ®Google Scholar
• Thiels CA, Yu D, Abdelrahman AM, et al. The use of patient factors to improve the prediction of operative duration using laparoscopic cholecystectomy. Surg Endosc. 2017;31(1):333–340. doi:10.1007/s00464-016-4976-9
   PubMed Web of Science ®Google Scholar
• Strömblad CT, Baxter-King RG, Meisami A, et al. Effect of a predictive model on planned surgical duration accuracy, patient wait time, and use of presurgical resources: a randomized clinical trial. JAMA Surg. 2021;156(4):315–321. doi:10.1001/jamasurg.2020.6361
   PubMed Web of Science ®Google Scholar
• Dexter F, Epstein RH, Marian AA. Case duration prediction and estimating time remaining in ongoing cases. Br J Anaesth. 2022;128(5):751–755. doi:10.1016/j.bja.2022.02.002
   PubMed Web of Science ®Google Scholar
• Jiao Y, Xue B, Lu C, et al. Continuous real-time prediction of surgical case duration using a modular artificial neural network. Br J Anaesth. 2022;128(5):829–837. doi:10.1016/j.bja.2021.12.039
   PubMed Web of Science ®Google Scholar
• Martinez O, Martinez C, Parra CA, et al. Machine learning for surgical time prediction. Comput Methods Programs Biomed. 2021;208:106220. doi:10.1016/j.cmpb.2021.106220
   PubMed Web of Science ®Google Scholar
• Hinds R, Fiedler D, Capo J, et al. Factors affecting operative duration in isolated open carpal tunnel release. J Wrist Surg. 2018;08(02):108–111. doi:10.1055/s-0038-1672154
   Google Scholar
• Hashemi H, Rezvan F, Etemad K, et al. Intraoperative complications of cataract surgery in Tehran Province, Iran. Optom Vis Sci. 2016;93(3):266–271. doi:10.1097/OPX.0000000000000795
   PubMed Web of Science ®Google Scholar
• Sen RD, White-Dzuro G, Ruzevick J, et al. Intra- and perioperative complications associated with endoscopic spine surgery: a multi-institutional study. World Neurosurg. 2018;120:e1054–e1060. doi:10.1016/j.wneu.2018.09.009
   PubMed Web of Science ®Google Scholar
• Frisch NB, Pepper AM, Rooney E, et al. Intraoperative hypothermia in total hip and knee arthroplasty. Orthopedics. 2016;40(1):56–63. doi:10.3928/01477447-20161017-04
   PubMed Web of Science ®Google Scholar
• Song JS, Sun JJ, Sun YE, et al. 青少年特发性脊柱侧凸后路矫形术中大量失血的危险因素分析 [Risk factors of massive intraoperative blood loss in posterior spinal fusion for adolescent idiopathic scoliosis]. Zhonghua Yi Xue Za Zhi. 2021;101(14):1002–1008. Chinese. doi:10.3760/cma.j.cn112137-20200924-02710
   PubMedGoogle Scholar
• Li Y, Liang H, Feng Y. Prevalence and multivariable factors associated with inadvertent intraoperative hypothermia in video-assisted thoracoscopic surgery: a single-center retrospective study. BMC Anesthesiol. 2020;20(1). doi:10.1186/s12871-020-0953-x
   Web of Science ®Google Scholar
• Südfeld S, Brechnitz S, Wagner JY, et al. Post-induction hypotension and early intraoperative hypotension associated with general anaesthesia. Br J Anaesth. 2017;119(1):57–64. doi:10.1093/bja/aex127
   PubMed Web of Science ®Google Scholar
• Bansal A, Cremer PC, Jaber WA, et al. Sex differences in the utilization and outcomes of cardiac valve replacement surgery for infective endocarditis: insights from the national inpatient sample. J Am Heart Assoc. 2021;10(20):e020095. doi:10.1161/JAHA.120.020095
   PubMed Web of Science ®Google Scholar
• Morgenegg R, Heinze F, Wieferich K, et al. Discrepancies between planned and actual operating room turnaround times at a large rural hospital in Germany. Sultan Qaboos Univ Med J. 2018;17(4):418. doi:10.18295/squmj.2017.17.04.007
   Google Scholar
• Puffer RC, Mallory GW, Burrows AM, et al. Patient and procedural factors that influence anesthetized, nonoperative time in spine surgery. Global Spine J. 2015;6(5):447–451. doi:10.1055/s-0035-1564808
   PubMedGoogle Scholar
• Senker W, Gruber A, Gmeiner M, et al. Surgical and clinical results of minimally invasive spinal fusion surgery in an unselected patient cohort of a spinal care unit. Orthop Surg. 2018;10(3):192–197. doi:10.1111/os.12397
   PubMed Web of Science ®Google Scholar
• Luedi MM, Kauf P, Mulks L, et al. Implications of patient age and ASA physical status for operating room management decisions. Anesth Analg. 2016;122(4):1169–1177. doi:10.1213/ane.0000000000001187
   PubMed Web of Science ®Google Scholar
• Sayed N, Bakathir A, Pasha M, et al. Complications of third molar extraction: a retrospective study from a tertiary healthcare centre in Oman. Sultan Qaboos Univ Med J. 2019;19(3):e230–e235. doi:10.18295/squmj.2019.19.03.009
   PubMedGoogle Scholar
• Meneveau MO, Mehaffey JH, Turrentine FE, et al. Patient and personnel factors affect operating room start times. Surgery. 2020;167(2):390–395. doi:10.1016/j.surg.2019.08.011
   PubMed Web of Science ®Google Scholar
• Ali B, Choi EE, Barlas V, et al. Inpatient versus outpatient operative management of isolated facial fractures. J Craniofac Surg. 2021;32(4):1338–1340. doi:10.1097/SCS.0000000000007387
   PubMed Web of Science ®Google Scholar
• Gao M, Zeng F, Zhu Z, et al. Day care surgery versus in-patient percutaneous nephrolithotomy: a systematic review and meta-analysis. Int J Surg. 2020;81:132–139. doi:10.1016/j.ijsu.2020.07.056
   PubMed Web of Science ®Google Scholar
• Kadhim M, Gans I, Baldwin K, et al. Do surgical times and efficiency differ between inpatient and ambulatory surgery centers that are both hospital owned? J Pediatr Orthop. 2016;36(4):423–428. doi:10.1097/bpo.0000000000000454
   PubMed Web of Science ®Google Scholar
• Kelly MP, Calkins TE, Culvern C, et al. Inpatient versus outpatient hip and knee arthroplasty: which has higher patient satisfaction? J Arthroplasty. 2018;33(11):3402–3406. doi:10.1016/j.arth.2018.07.025
   PubMed Web of Science ®Google Scholar
• Snowden R, Fischer D, Kraemer P. Early outcomes and safety of outpatient (surgery center) vs in-patient based L5-S1 anterior lumbar interbody fusion. J Clin Neurosci. 2020;73:183–186. doi:10.1016/j.jocn.2019.11.001
   PubMed Web of Science ®Google Scholar
• Athanasiadis DI, Monfared S, Whiteside J, et al. What delays your case start? Exploring operating room inefficiencies. Surg Endosc. 2020. doi:10.1007/s00464-020-07701-6
   Web of Science ®Google Scholar
• Ghisi D, Fanelli A, Tosi M, et al. Monitored anesthesia care. Minerva Anestesiol. 2005;71(9):533–538.
   PubMedGoogle Scholar
• Caggiano NM, Avery DM, Matullo KS. The effect of anesthesia type on nonsurgical operating room time. J Hand Surg Am. 2015;40(6):1202–1209.e1. doi:10.1016/j.jhsa.2015.01.037
   PubMed Web of Science ®Google Scholar
• Rashid RH, Shah AA, Shakoor A, et al. Hip fracture surgery: does type of anesthesia matter? Biomed Res Int. 2013;2013:252356. doi:10.1155/2013/252356
   PubMed Web of Science ®Google Scholar
• Nishi T, Maeda T, Imatoh T, et al. Comparison of regional with general anesthesia on mortality and perioperative length of stay in older patients after hip fracture surgery. Int J Qual Health Care. 2018. doi:10.1093/intqhc/mzy233
   Web of Science ®Google Scholar
• Pierce J, Kositratna G, Attiah M, et al. Efficiency of spinal anesthesia versus general anesthesia for lumbar spinal surgery: a retrospective analysis of 544 patients. Local Reg Anesth. 2017;10:91–98. doi:10.2147/lra.s141233
   PubMed Web of Science ®Google Scholar
• Capdevila X, Aveline C, Delaunay L, et al. Factors determining the choice of spinal versus general anesthesia in patients undergoing ambulatory surgery: results of a multicenter observational study. Adv Ther. 2020;37(1):527–540. doi:10.1007/s12325-019-01171-6
   PubMed Web of Science ®Google Scholar
• Ulutas M, Secer M, Taskapilioglu O, et al. General versus epidural anesthesia for lumbar microdiscectomy. J Clin Neurosci. 2015;22(8):1309–1313. doi:10.1016/j.jocn.2015.02.018
   PubMed Web of Science ®Google Scholar
• Fügener A, Schiffels S, Kolisch R. Overutilization and underutilization of operating rooms - insights from behavioral health care operations management. Health Care Manag Sci. 2017;20(1):115–128. doi:10.1007/s10729-015-9343-1
   PubMed Web of Science ®Google Scholar