A machine learning algorithm for predicting prolonged postoperative opioid prescription after lumbar disc herniation surgery. An external validation study using 1,316 patients from a Taiwanese cohort-Reference-Cited by-同舟云学术

A machine learning algorithm for predicting prolonged postoperative opioid prescription after lumbar disc herniation surgery. An external validation study using 1,316 patients from a Taiwanese cohort

Published:2022-07 Issue:7 Volume:22 Page:1119-1130
ISSN:1529-9430
Container-title:The Spine Journal
language:en
Short-container-title:The Spine Journal

Author:

Yen Hung-Kuan,Ogink Paul T.^ORCID,Huang Chuan-Ching^ORCID,Groot Olivier Q.,Su Chih-Chi,Chen Shin-Fu,Chen Chih-Wei^ORCID,Karhade Aditya V.^ORCID,Peng Kuang-Ping,Lin Wei-Hsin^ORCID,Chiang HongSen,Yang Jiun-Jen,Dai Shih-Hsiang^ORCID,Yen Mao-Hsu^ORCID,Verlaan Jorrit-Jan,Schwab Joseph H.,Wong Tze-Hong^ORCID,Yang Shu-Hua^ORCID,Hu Ming-Hsiao^ORCID

Publisher

Elsevier BV

Subject

Neurology (clinical),Surgery,Orthopedics and Sports Medicine

Reference73 articles.

1. Low back pain;Deyo;N Engl J Med,2001

2. Epidemiological features of chronic low-back pain;Andersson;Lancet,1999

3. Treatment of lumbar disc herniation: evidence-based practice;Schoenfeld;Int J Gen Med,2010

4. Opioid consumption patterns after lumbar microdiscectomy or decompression;Lovecchio;Spine (Phila Pa 1976),2019

5. Opioid use after fracture surgery correlates with pain intensity and satisfaction with pain relief;Bot;Clin Orthop Relat Res,2014

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