Predicting prolonged hospital stay following hip dysplasia surgery in the pediatric population

被引:0
|
作者
Dance, Sarah [1 ]
Quan, Theodore [2 ]
Parel, Philip M. [2 ]
Ranson, Rachel [2 ]
Tabaie, Sean A. [1 ]
机构
[1] Childrens Natl Hosp, Dept Orthopaed Surg, Washington, DC 20010 USA
[2] George Washington Univ, Sch Med & Hlth Sci, Dept Orthopaed Surg, Washington, DC USA
来源
关键词
artificial neural network; developmental dysplasia of the hip; hip dysplasia; length of stay; pediatric orthopedic surgery; LENGTH-OF-STAY; NEURAL-NETWORK PREDICTION; DEVELOPMENTAL DYSPLASIA; COMPLICATIONS; MANAGEMENT; ARTHROPLASTY; INSTABILITY; PROGRAM;
D O I
10.1097/BPB.0000000000001198
中图分类号
R826.8 [整形外科学]; R782.2 [口腔颌面部整形外科学]; R726.2 [小儿整形外科学]; R62 [整形外科学(修复外科学)];
学科分类号
摘要
Previous studies have shown that minimizing the length of hospital stay (LOS) following surgical procedures reduces costs and can improve the patients' quality of life and satisfaction. However, this relationship has not been defined following operative treatment for developmental dysplasia of the hip (DDH). Therefore, the purpose of this study was to determine the most important nonmodifiable and modifiable factors that can predispose patients to require a prolonged LOS following hip dysplasia surgery. From 2012 to 2019, a national pediatric database was used to identify pediatric patients who underwent surgery for hip dysplasia. Demographic, clinical, and comorbidity variables were analyzed in a patient cohort who had a normal LOS versus one with an extended LOS using chi-square tests and analysis of variance. Statistically significant variables (P value <0.05) were inputted into an artificial neural network model to determine the level of importance. Out of 10,816 patients, 594 (5.5%) had a prolonged LOS following DDH surgery. The five most important variables to predict extended LOS following hip dysplasia surgery were increased operative time (importance = 0.223), decreased BMI (importance = 0.158), older age (importance = 0.101), increased preoperative international normalized ratio (importance = 0.096), and presence of cardiac comorbidities (importance = 0.077). Operative time, BMI, age, preoperative international normalized ratio, and cardiac comorbidities had the greatest effect on predicting prolonged LOS postoperatively. Evaluating factors that impact patients' LOS can help optimize costs and patient outcomes.
引用
收藏
页码:44 / 50
页数:7
相关论文
共 50 条
  • [21] Patient characteristics predicting prolonged length of hospital, stay following robotic-assisted radical prostatectomy
    El Hajj, Albert
    Labban, Muhieddine
    Ploussard, Guillaume
    Zarka, Jabra
    Abou Heidar, Nassib
    Mailhac, Aurelie
    Tamim, Hani
    THERAPEUTIC ADVANCES IN UROLOGY, 2022, 14
  • [22] Predictive factors for prolonged hospital stay in pediatric tonsillectomy patients
    Dhave Setabutr
    Hetal Patel
    Garret Choby
    Michele M. Carr
    European Archives of Oto-Rhino-Laryngology, 2013, 270 : 1775 - 1781
  • [23] Predictive factors for prolonged hospital stay in pediatric tonsillectomy patients
    Setabutr, Dhave
    Patel, Hetal
    Choby, Garret
    Carr, Michele M.
    EUROPEAN ARCHIVES OF OTO-RHINO-LARYNGOLOGY, 2013, 270 (06) : 1775 - 1781
  • [24] Pediatric Hip Dysplasia Surgery Outcomes by Pediatric Versus Nonpediatric Orthopedists
    Dance, Sarah
    Quan, Theodore
    Parel, Philip M.
    Farley, Benjamin J.
    Tabaie, Sean
    CUREUS JOURNAL OF MEDICAL SCIENCE, 2024, 16 (03)
  • [25] Is seizure disorder a risk factor for complications following surgical treatment of hip dysplasia in the pediatric population?
    Quan, Theodore
    Pizzarro, Jordan
    Mcdaniel, Lea
    Manzi, Joseph E.
    Agarwal, Amil R.
    Chen, Frank R.
    Tabaie, Sean
    JOURNAL OF PEDIATRIC ORTHOPAEDICS-PART B, 2023, 32 (04): : 318 - 323
  • [26] Predicting Prolonged Length Of Stay In Pediatric Asthma Patients Requiring Hospitalization
    Patel, A.
    Press, V. G.
    Giles, B. L.
    Sanchez-Pinto, L.
    AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2017, 195
  • [27] CARDIOPULMONARY EXERCISE TESTING PREDICTS PROLONGED HOSPITAL STAY FOLLOWING OESOPHAGO-GASTRIC CANCER SURGERY
    Tan, B.
    Sylvester, K.
    Rashid, F.
    Sujendran, V.
    Hindmarsh, A.
    Safranek, P.
    Hardwick, R.
    GUT, 2015, 64 : A120 - A120
  • [28] Prolonged hospital length of stay in pediatric trauma: a model for targeted interventions
    David Gibbs
    Louis Ehwerhemuepha
    Tatiana Moreno
    Yigit Guner
    Peter Yu
    John Schomberg
    Elizabeth Wallace
    William Feaster
    Pediatric Research, 2021, 90 : 464 - 471
  • [29] Clinical Tool to Predict Prolonged Hospital Stay in Pediatric Patients with Appendicitis
    Badru, Faidah O.
    Puckett, Yana
    Piening, Nicholas M.
    Chang, Easle
    Spinner, Grace
    Greenspon, Jose
    Fitzpatrick, Colleen
    Villalona, Gustavo A.
    Chatoorgoon, Kaveer K.
    JOURNAL OF THE AMERICAN COLLEGE OF SURGEONS, 2017, 225 (04) : E135 - E135
  • [30] Prolonged hospital length of stay in pediatric trauma: a model for targeted interventions
    Gibbs, David
    Ehwerhemuepha, Louis
    Moreno, Tatiana
    Guner, Yigit
    Yu, Peter
    Schomberg, John
    Wallace, Elizabeth
    Feaster, William
    PEDIATRIC RESEARCH, 2021, 90 (02) : 464 - 471