A Machine Learning Solution to Predict Elective Orthopedic Surgery Case Duration

A Machine Learning Solution to Predict Elective Orthopedic Surgery Case Duration

We used surgery durations, patient demographic and personnel data taken from the East Kent Hospitals University NHS Foundation Trust (EKHUFT) over a period of 10 years (2010-2019) for a total of 25,352 patients that underwent 15 highest volume elective orthopedic surgeries, to predict future surgery...

Full description

Bibliographic Details
Main Authors:	Kunz, H. (Author), Lovegrove, T. (Author), Sahadev, D. (Author)
Format:	Article
Language:	English
Published:	NLM (Medline) 2022
Subjects:	adult article climate model controlled study demography elective surgery female human machine learning Machine learning major clinical study male operation duration orthopedic surgery Predictive Modelling random forest Surgery Case Duration trust
Online Access:	View Fulltext in Publisher

Similar Items

Machine learning prediction models in orthopedic surgery: A systematic review in transparent reporting
by: Bindels, B.J.J, et al.
Published: (2022)

An evaluation of a simple model for predicting surgery duration using a set of surgical procedure parameters
by: Deny Ratna Yuniartha, et al.
Published: (2021-01-01)

Artificial intelligence and machine learning in orthopedic surgery: a systematic review protocol
by: Nicola Maffulli, et al.
Published: (2020-10-01)

The Role of Machine Learning in Spine Surgery: The Future Is Now
by: Michael Chang, et al.
Published: (2020-08-01)

Full recovery of elective orthopedic surgery in the age of COVID-19: an 8-month retrospective cohort study
by: Teng-fei Lou, et al.
Published: (2021-02-01)

Orthopedic Implant Removal in the Department of Orthopedics of a Tertiary Care Centre of Nepal: A Descriptive Cross-sectional Study
by: Ravi Bhandari, et al.
Published: (2021-02-01)

Dexmedetomidine with 0.5% lignocaine enhances postoperative analgesia in patients undergoing upper limb orthopedic surgeries under intravenous regional anesthesia
by: Neena Jain, et al.
Published: (2021-01-01)

The role of Machine Learning in Predicting CABG Surgery Duration
by: Ali, Zahoor, et al.
Published: (2011)

Survival analysis and influence of the surgical aggression of a cohort of orthopedic and trauma patients in a non-controlled spread COVID-19 scenario
by: Fernando Corella, et al.
Published: (2021-06-01)

THE MARK OF THE DURATION OF SURGERY ON THE POSTOPERATIVE COMPLICATIONS IN PATIENTS WITH COMPLICATED COLON CANCER
by: Raul Mihailov, et al.
Published: (2020-01-01)

Resumption of Elective Orthopaedic Surgery in the US Epicenter of COVID-19
by: Krauss ES, et al.
Published: (2020-12-01)

The effect of the duration of orthognathic surgery on plasma concentration of Interleukin 6
by: Mandana Sattari, et al.
Published: (2013-11-01)

Meta Learning Approach to Phone Duration Modeling
by: Ivan Sovilj-Nikić, et al.
Published: (2018-01-01)

Hubungan antara Durasi Puasa Preoperatif dan Kadar Gula Darah Sebelum Induksi pada Pasien Operasi Elektif di Rumah Sakit Dr. Hasan Sadikin Bandung
by: Budi Hartanto, et al.
Published: (2016-08-01)

Reviewing the blood ordering schedule for elective orthopedic surgeries at a level one trauma care center
by: Subramanian Arulselvi, et al.
Published: (2010-01-01)

The Surprising Effect of Body Mass Index on Elective Orthopedic Surgeries
by: David T Burke, et al.
Published: (2019-01-01)

The impact of first and second wave of COVID-19 on knee and hip surgeries in Sweden
by: Andrea Dell’Isola, et al.
Published: (2021-08-01)

Validation of an electronic coding algorithm to identify the primary indication of orthopedic surgeries from administrative data
by: John C. Giardina, et al.
Published: (2020-08-01)

Dabigatran in the prevention of venous thromboembolism after major orthopedic surgery
by: Orietta Zaniolo
Published: (2009-09-01)

Leaf Wetness Duration Models Using Advanced Machine Learning Algorithms: Application to Farms in Gyeonggi Province, South Korea
by: Junsang Park, et al.
Published: (2019-09-01)

Postoperative ileus after orthopedic and spine surgery: A critical review
by: Vishal Kumar, et al.
Published: (2020-01-01)

Approaches for the Prediction of Leaf Wetness Duration with Machine Learning
by: Martín Solís, et al.
Published: (2021-05-01)

Orthopedic Day-case Surgery in Nigeria: A Single-center Experience
by: Echezona Valentine Malizu, et al.
Published: (2021-01-01)

Leptospirosis mimicking sepsis after orthopedic surgery: a case report
by: C. S. Abboud, et al.

The Efficacy of Nardostachys Jatamansi Root on Pre-Operative Anxiety in Orthopedic Surgery
by: Javad Shahinfar, et al.
Published: (2016-11-01)

An Agent-based Modelling Approach for Scheduling and Management of Elective Surgeries
by: Mirza, F, et al.
Published: (2019)

Hubungan antara Lama Puasa Preanestesi dan Kadar Gula Darah Saat Induksi pada Pasien Pediatrik yang Menjalani Operasi Elektif
by: Arsy Felisita Dausawati, et al.
Published: (2015-12-01)

The Effect of Nutritional Status on Length of Hospital Stay in Adult Patients Undergoing Elective Orthopedic Surgery: A Prospective Analysis
by: Sibel Yılmaz Ferhatoğlu, et al.
Published: (2020-06-01)

Comparison between intrathecal isobaric ropivacaine-fentanyl and bupivacaine-fentanyl in elective infraumbilical orthopedic surgery: A randomized controlled study
by: Amitava Layek, et al.
Published: (2015-01-01)

An enhanced recovery after surgery program in orthopedic surgery: a systematic review and meta-analysis
by: Zhi-Chao Hu, et al.
Published: (2019-03-01)

Machine Learning in Orthopedics: A Literature Review
by: Federico Cabitza, et al.
Published: (2018-06-01)

Anesthesia and perioperative medicine in orthopedic surgery
by: Srećković Svetlana, et al.
Published: (2019-01-01)

Nanotechnology-enabled materials for hemostatic and anti-infection treatments in orthopedic surgery
by: Sun H, et al.
Published: (2018-12-01)

Enhanced recovery pathways in orthopedic surgery
by: Alan David Kaye, et al.
Published: (2019-01-01)

The effect of ulinastatin on hemostasis in major orthopedic surgery
by: Jin Young Lee, et al.
Published: (2010-01-01)

Comparison of analgesic effect and duration of midazolam and fentanyl addition to intrathecal bupivacaine 0.05% in lower limb orthopedic surgeries
by: Arazberdi Ghourchaie, et al.
Published: (2018-04-01)

Duration of rhegmatogenous retinal detachment predicts recovery of retinal sensitivity
by: Rose Rose
Published: (2016-02-01)

Duration of rhegmatogenous retinal detachment predicts recovery of retinal sensitivity
by: Rose
Published: (2009-12-01)

Operation time is a major risk factor on postoperative nausea and vomiting in women undergoing breast and thyroid surgery
by: Ming-Yen Lee, et al.
Published: (2021-03-01)

The project scheduling problem with non-deterministic activities duration: A literature review
by: Nestor Raul Ortiz Pimiento, et al.
Published: (2018-02-01)

Cannot write session to /tmp/vufind_sessions/sess_nhtvao2rf7f4ap07lhq6h80ba0