{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,20]],"date-time":"2026-05-20T16:28:10Z","timestamp":1779294490925,"version":"3.51.4"},"reference-count":36,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2017,5,15]],"date-time":"2017-05-15T00:00:00Z","timestamp":1494806400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Int J Data Sci Anal"],"published-print":{"date-parts":[[2017,8]]},"DOI":"10.1007\/s41060-017-0055-0","type":"journal-article","created":{"date-parts":[[2017,5,15]],"date-time":"2017-05-15T17:42:13Z","timestamp":1494870133000},"page":"35-52","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":39,"title":["Improving predictions of pediatric surgical durations with supervised learning"],"prefix":"10.1007","volume":"4","author":[{"given":"Neal","family":"Master","sequence":"first","affiliation":[]},{"given":"Zhengyuan","family":"Zhou","sequence":"additional","affiliation":[]},{"given":"Daniel","family":"Miller","sequence":"additional","affiliation":[]},{"given":"David","family":"Scheinker","sequence":"additional","affiliation":[]},{"given":"Nicholas","family":"Bambos","sequence":"additional","affiliation":[]},{"given":"Peter","family":"Glynn","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2017,5,15]]},"reference":[{"key":"55_CR1","unstructured":"American Society of Anesthesiologists\u2014ASA Physical Status Classification System. https:\/\/www.asahq.org\/resources\/clinical-information\/asa-physical-status-classification-system . Accessed 06 April 2016"},{"issue":"3","key":"55_CR2","doi-asserted-by":"crossref","first-page":"175","DOI":"10.1080\/00031305.1992.10475879","volume":"46","author":"NS Altman","year":"1992","unstructured":"Altman, N.S.: An introduction to kernel and nearest-neighbor nonparametric regression. Am. Stat. 46(3), 175\u2013185 (1992)","journal-title":"Am. Stat."},{"issue":"21","key":"55_CR3","doi-asserted-by":"crossref","first-page":"3766","DOI":"10.1002\/sim.5772","volume":"32","author":"J Bland","year":"2013","unstructured":"Bland, J., Altman, D., Rohlf, F.: In defence of logarithmic transformations. Stat. Med. 32(21), 3766 (2013)","journal-title":"Stat. Med."},{"issue":"10","key":"55_CR4","doi-asserted-by":"crossref","first-page":"999","DOI":"10.1111\/pan.12709","volume":"25","author":"F Bravo","year":"2015","unstructured":"Bravo, F., Levi, R., Ferrari, L.R., McManus, M.L.: The nature and sources of variability in pediatric surgical case duration. Pediatr. Anesth. 25(10), 999\u20131006 (2015)","journal-title":"Pediatr. Anesth."},{"issue":"6","key":"55_CR5","doi-asserted-by":"crossref","first-page":"2350","DOI":"10.1214\/aos\/1032181158","volume":"24","author":"L Breiman","year":"1996","unstructured":"Breiman, L.: Heuristics of instability and stabilization in model selection. Ann. Stat. 24(6), 2350\u20132383 (1996)","journal-title":"Ann. Stat."},{"issue":"1","key":"55_CR6","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1023\/A:1010933404324","volume":"45","author":"L Breiman","year":"2001","unstructured":"Breiman, L.: Random forests. Mach. Learn. 45(1), 5\u201332 (2001)","journal-title":"Mach. Learn."},{"key":"55_CR7","volume-title":"Classification and Regression Trees","author":"L Breiman","year":"1984","unstructured":"Breiman, L., Friedman, J., Stone, C.J., Olshen, R.A.: Classification and Regression Trees. CRC Press, Boca Raton (1984)"},{"issue":"1","key":"55_CR8","doi-asserted-by":"crossref","first-page":"28","DOI":"10.1016\/S0002-9610(98)00289-X","volume":"177","author":"M Bridges","year":"1999","unstructured":"Bridges, M., Diamond, D.L.: The financial impact of teaching surgical residents in the operating room. Am. J. Surg. 177(1), 28\u201332 (1999)","journal-title":"Am. J. Surg."},{"issue":"5","key":"55_CR9","doi-asserted-by":"crossref","first-page":"1181","DOI":"10.1016\/S0039-6109(05)70190-0","volume":"81","author":"TK Byrne","year":"2001","unstructured":"Byrne, T.K.: Complications of surgery for obesity. Surg. Clin. N. Am. 81(5), 1181\u20131193 (2001)","journal-title":"Surg. Clin. N. Am."},{"issue":"3","key":"55_CR10","first-page":"273","volume":"20","author":"C Cortes","year":"1995","unstructured":"Cortes, C., Vapnik, V.: Support-vector networks. Mach. Learn. 20(3), 273\u2013297 (1995)","journal-title":"Mach. Learn."},{"issue":"1","key":"55_CR11","doi-asserted-by":"crossref","first-page":"138","DOI":"10.1213\/00000539-200201000-00026","volume":"94","author":"F Dexter","year":"2002","unstructured":"Dexter, F., Blake, J.T., Penning, D.H., Lubarsky, D.A.: Calculating a potential increase in hospital margin for elective surgery by changing operating room time allocations or increasing nursing staffing to permit completion of more cases: a case study. Anesth. Analg. 94(1), 138\u2013142 (2002)","journal-title":"Anesth. Analg."},{"issue":"2","key":"55_CR12","doi-asserted-by":"crossref","first-page":"465","DOI":"10.1213\/01.ANE.0000154536.34258.A8","volume":"101","author":"F Dexter","year":"2005","unstructured":"Dexter, F., Marcon, E., Epstein, R.H., Ledolter, J.: Validation of statistical methods to compare cancellation rates on the day of surgery. Anesth. Analg. 101(2), 465\u2013473 (2005)","journal-title":"Anesth. Analg."},{"issue":"9331","key":"55_CR13","doi-asserted-by":"crossref","first-page":"473","DOI":"10.1016\/S0140-6736(02)09678-2","volume":"360","author":"CB Ebbeling","year":"2002","unstructured":"Ebbeling, C.B., Pawlak, D.B., Ludwig, D.S.: Childhood obesity: public-health crisis, common sense cure. Lancet 360(9331), 473\u2013482 (2002)","journal-title":"Lancet"},{"issue":"2","key":"55_CR14","doi-asserted-by":"crossref","first-page":"230","DOI":"10.1002\/sim.5486","volume":"32","author":"C Feng","year":"2013","unstructured":"Feng, C., Wang, H., Lu, N., Tu, X.M.: Log transformation: application and interpretation in biomedical research. Stat. Med. 32(2), 230\u2013239 (2013)","journal-title":"Stat. Med."},{"key":"55_CR15","doi-asserted-by":"crossref","first-page":"1189","DOI":"10.1214\/aos\/1013203451","volume":"29","author":"JH Friedman","year":"2001","unstructured":"Friedman, J.H.: Greedy function approximation: a gradient boosting machine. Ann. Stat. 29, 1189\u20131232 (2001)","journal-title":"Ann. Stat."},{"issue":"3","key":"55_CR16","doi-asserted-by":"crossref","first-page":"222","DOI":"10.1007\/s10729-014-9309-8","volume":"18","author":"E Kay\u0131\u015f","year":"2015","unstructured":"Kay\u0131\u015f, E., Khaniyev, T.T., Suermondt, J., Sylvester, K.: A robust estimation model for surgery durations with temporal, operational, and surgery team effects. Health Care Manag. Sci. 18(3), 222\u2013233 (2015)","journal-title":"Health Care Manag. Sci."},{"issue":"4","key":"55_CR17","doi-asserted-by":"crossref","first-page":"287","DOI":"10.1561\/2200000019","volume":"5","author":"B Kulis","year":"2012","unstructured":"Kulis, B.: Metric learning: a survey. Found. Trends Mach. Learn. 5(4), 287\u2013364 (2012)","journal-title":"Found. Trends Mach. Learn."},{"issue":"4","key":"55_CR18","doi-asserted-by":"crossref","first-page":"233","DOI":"10.1016\/j.jclinane.2010.02.003","volume":"22","author":"A Macario","year":"2010","unstructured":"Macario, A.: What does one minute of operating room time cost? J. Clin. Anesth. 22(4), 233\u2013236 (2010)","journal-title":"J. Clin. Anesth."},{"issue":"3","key":"55_CR19","doi-asserted-by":"crossref","first-page":"669","DOI":"10.1097\/00000539-200109000-00028","volume":"93","author":"A Macario","year":"2001","unstructured":"Macario, A., Dexter, F., Traub, R.D.: Hospital profitability per hour of operating room time can vary among surgeons. Anesth. Analg. 93(3), 669\u2013675 (2001)","journal-title":"Anesth. Analg."},{"key":"55_CR20","volume-title":"Decision Support Systems in the 21st Century","author":"GM Marakas","year":"2003","unstructured":"Marakas, G.M.: Decision Support Systems in the 21st Century, vol. 134. Prentice Hall, Upper Saddle River (2003)"},{"key":"55_CR21","unstructured":"Master, N., Scheinker, D., Bambos, N.: Predicting pediatric surgical durations. arXiv preprint arXiv: 1605.04574 (2016)"},{"key":"55_CR22","doi-asserted-by":"crossref","unstructured":"May, J.H., Strum, D.P., Vargas, L.G.: Fitting the lognormal distribution to surgical procedure times. Decis. Sci. 31(1), 129\u2013148 (2000)","DOI":"10.1111\/j.1540-5915.2000.tb00927.x"},{"key":"55_CR23","first-page":"2825","volume":"12","author":"F Pedregosa","year":"2011","unstructured":"Pedregosa, F., Varoquaux, G., Gramfort, A., Michel, V., Thirion, B., Grisel, O., Blondel, M., Prettenhofer, P., Weiss, R., Dubourg, V., Vanderplas, J., Passos, A., Cournapeau, D., Brucher, M., Perrot, M., Duchesnay, E.: Scikit-learn: machine learning in python. J. Mach. Learn. Res. 12, 2825\u20132830 (2011)","journal-title":"J. Mach. Learn. Res."},{"issue":"4","key":"55_CR24","doi-asserted-by":"crossref","first-page":"376","DOI":"10.1046\/j.1365-2648.2003.02537.x","volume":"41","author":"C Powell","year":"2003","unstructured":"Powell, C.: The delphi technique: myths and realities. J. Adv. Nurs. 41(4), 376\u2013382 (2003)","journal-title":"J. Adv. Nurs."},{"key":"55_CR25","unstructured":"Rudin, W.: Principles of mathematical analysis Vol. 3. New York, McGraw-Hill (1964)"},{"key":"55_CR26","doi-asserted-by":"crossref","unstructured":"Shippert, F.R.D.: A study of time-dependent operating room fees and how to save $100000 by using time-saving products. Am. J. Cosmet. Surg. 22(1), 25\u201334 (2005)","DOI":"10.1177\/074880680502200104"},{"issue":"3","key":"55_CR27","doi-asserted-by":"crossref","first-page":"879","DOI":"10.1213\/ANE.0b013e3181ce6bbc","volume":"110","author":"B Smallman","year":"2010","unstructured":"Smallman, B., Dexter, F.: Optimizing the arrival, waiting, and npo times of children on the day of pediatric endoscopy procedures. Anesth. Analg. 110(3), 879\u2013887 (2010)","journal-title":"Anesth. Analg."},{"issue":"2","key":"55_CR28","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1023\/B:HCMS.0000020649.78458.98","volume":"7","author":"WE Spangler","year":"2004","unstructured":"Spangler, W.E., Strum, D.P., Vargas, L.G., May, J.H.: Estimating procedure times for surgeries by determining location parameters for the lognormal model. Health Care Manag. Sci. 7(2), 97\u2013104 (2004)","journal-title":"Health Care Manag. Sci."},{"issue":"1","key":"55_CR29","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1111\/j.1467-9574.2009.00440.x","volume":"64","author":"PS Stepaniak","year":"2010","unstructured":"Stepaniak, P.S., Heij, C., De Vries, G.: Modeling and prediction of surgical procedure times. Stat. Neerl. 64(1), 1\u201318 (2010)","journal-title":"Stat. Neerl."},{"issue":"4","key":"55_CR30","doi-asserted-by":"crossref","first-page":"1160","DOI":"10.1097\/00000542-200004000-00035","volume":"92","author":"DP Strum","year":"2000","unstructured":"Strum, D.P., May, J.H., Vargas, L.G.: Modeling the uncertainty of surgical procedure times: comparison of log-normal and normal models. J. Am. Soc. Anesthesiol. 92(4), 1160\u20131167 (2000)","journal-title":"J. Am. Soc. Anesthesiol."},{"issue":"5","key":"55_CR31","doi-asserted-by":"crossref","first-page":"1454","DOI":"10.1097\/00000542-200005000-00036","volume":"92","author":"DP Strum","year":"2000","unstructured":"Strum, D.P., Sampson, A.R., May, J.H., Vargas, L.G.: Surgeon and type of anesthesia predict variability in surgical procedure times. J. Am. Soc. Anesthesiol. 92(5), 1454\u20131466 (2000)","journal-title":"J. Am. Soc. Anesthesiol."},{"issue":"2","key":"55_CR32","doi-asserted-by":"crossref","first-page":"87","DOI":"10.1503\/cjs.017515","volume":"59","author":"C Vinden","year":"2016","unstructured":"Vinden, C., Malthaner, R., McGee, J., McClure, J., Winick-Ng, J., Liu, K., Nash, D., Welk, B., Dubois, L.: Teaching surgery takes time: the impact of surgical education on time in the operating room. Can. J. Surg. 59(2), 87 (2016)","journal-title":"Can. J. Surg."},{"key":"55_CR33","unstructured":"Weinberger, K.Q., Tesauro, G.: Metric learning for kernel regression. In: AISTATS, pp. 612\u2013619 (2007)"},{"issue":"6","key":"55_CR34","doi-asserted-by":"crossref","first-page":"1235","DOI":"10.1097\/00000542-199612000-00003","volume":"85","author":"IH Wright","year":"1996","unstructured":"Wright, I.H., Kooperberg, C., Bonar, B.A., Bashein, G.: Statistical modeling to predict elective surgery timecomparison with a computer scheduling system and surgeon-provided estimates. J. Am. Soc. Anesthesiol. 85(6), 1235\u20131245 (1996)","journal-title":"J. Am. Soc. Anesthesiol."},{"issue":"1","key":"55_CR35","doi-asserted-by":"crossref","first-page":"60","DOI":"10.1097\/SLA.0000000000001003","volume":"262","author":"AC Zenteno","year":"2015","unstructured":"Zenteno, A.C., Carnes, T., Levi, R., Daily, B.J., Price, D., Moss, S.C., Dunn, P.F.: Pooled open blocks shorten wait times for nonelective surgical cases. Ann. Surg. 262(1), 60\u201367 (2015)","journal-title":"Ann. Surg."},{"key":"55_CR36","doi-asserted-by":"crossref","unstructured":"Zhou, Z., Miller, D., Master, N., Scheinker, D., Bambos, N., Glynn, P.: Detecting inaccurate predictions of pediatric surgical durations. In: IEEE International Conference on Data Science and Advanced Analytics (DSAA) (2016)","DOI":"10.1109\/DSAA.2016.56"}],"container-title":["International Journal of Data Science and Analytics"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s41060-017-0055-0\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s41060-017-0055-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s41060-017-0055-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,6,24]],"date-time":"2024-06-24T04:09:46Z","timestamp":1719202186000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s41060-017-0055-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,5,15]]},"references-count":36,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2017,8]]}},"alternative-id":["55"],"URL":"https:\/\/doi.org\/10.1007\/s41060-017-0055-0","relation":{},"ISSN":["2364-415X","2364-4168"],"issn-type":[{"value":"2364-415X","type":"print"},{"value":"2364-4168","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,5,15]]}}}