Literature DB >> 27286683

Predictive modeling of complications.

Joseph A Osorio1, Justin K Scheer2, Christopher P Ames3.   

Abstract

Predictive analytic algorithms are designed to identify patterns in the data that allow for accurate predictions without the need for a hypothesis. Therefore, predictive modeling can provide detailed and patient-specific information that can be readily applied when discussing the risks of surgery with a patient. There are few studies using predictive modeling techniques in the adult spine surgery literature. These types of studies represent the beginning of the use of predictive analytics in spine surgery outcomes. We will discuss the advancements in the field of spine surgery with respect to predictive analytics, the controversies surrounding the technique, and the future directions.

Entities:  

Keywords:  Adult spinal deformity; Logistic regression; Predictive analytics; Predictive modeling; Surgical complications

Year:  2016        PMID: 27286683      PMCID: PMC4958386          DOI: 10.1007/s12178-016-9354-7

Source DB:  PubMed          Journal:  Curr Rev Musculoskelet Med        ISSN: 1935-9748


  24 in total

1.  Likelihood of reaching minimal clinically important difference in adult spinal deformity: a comparison of operative and nonoperative treatment.

Authors:  Shian Liu; Frank Schwab; Justin S Smith; Eric Klineberg; Christopher P Ames; Gregory Mundis; Richard Hostin; Khaled Kebaish; Vedat Deviren; Munish Gupta; Oheneba Boachie-Adjei; Robert A Hart; Shay Bess; Virginie Lafage
Journal:  Ochsner J       Date:  2014

2.  Two-level pedicle subtraction osteotomy for severe thoracolumbar kyphotic deformity in ankylosing spondylitis.

Authors:  Hong Qi Zhang; Jia Huang; Chao Feng Guo; Shao Hua Liu; Ming Xing Tang
Journal:  Eur Spine J       Date:  2013-06-17       Impact factor: 3.134

3.  Clinical predictors of psychological distress in patients presenting for evaluation of a spinal disorder.

Authors:  Michael D Daubs; Man Hung; Jacob R Adams; Alpesh A Patel; Brandon D Lawrence; Ashley M Neese; Darrel S Brodke
Journal:  Spine J       Date:  2013-12-12       Impact factor: 4.166

4.  Development of Validated Computer-based Preoperative Predictive Model for Proximal Junction Failure (PJF) or Clinically Significant PJK With 86% Accuracy Based on 510 ASD Patients With 2-year Follow-up.

Authors:  Justin K Scheer; Joseph A Osorio; Justin S Smith; Frank Schwab; Virginie Lafage; Robert A Hart; Shay Bess; Breton Line; Bassel G Diebo; Themistocles S Protopsaltis; Amit Jain; Tamir Ailon; Douglas C Burton; Christopher I Shaffrey; Eric Klineberg; Christopher P Ames
Journal:  Spine (Phila Pa 1976)       Date:  2016-11-15       Impact factor: 3.468

5.  Comprehensive study of back and leg pain improvements after adult spinal deformity surgery: analysis of 421 patients with 2-year follow-up and of the impact of the surgery on treatment satisfaction.

Authors:  Justin K Scheer; Justin S Smith; Aaron J Clark; Virginie Lafage; Han Jo Kim; John D Rolston; Robert Eastlack; Robert A Hart; Themistocles S Protopsaltis; Michael P Kelly; Khaled Kebaish; Munish Gupta; Eric Klineberg; Richard Hostin; Christopher I Shaffrey; Frank Schwab; Christopher P Ames
Journal:  J Neurosurg Spine       Date:  2015-02-20

6.  A predictive model for outcome after conservative decompression surgery for lumbar spinal stenosis.

Authors:  K F Spratt; T S Keller; M Szpalski; K Vandeputte; R Gunzburg
Journal:  Eur Spine J       Date:  2003-12-05       Impact factor: 3.134

7.  Predicting medical complications after spine surgery: a validated model using a prospective surgical registry.

Authors:  Michael J Lee; Amy M Cizik; Deven Hamilton; Jens R Chapman
Journal:  Spine J       Date:  2013-11-13       Impact factor: 4.166

8.  Complications and outcomes of pedicle subtraction osteotomies for fixed sagittal imbalance.

Authors:  Keith H Bridwell; Stephen J Lewis; Charles Edwards; Lawrence G Lenke; Theresa M Iffrig; Annette Berra; Christine Baldus; Kathy Blanke
Journal:  Spine (Phila Pa 1976)       Date:  2003-09-15       Impact factor: 3.468

9.  Prediction of blood loss during surgery on the lumbar spine with the patient supported prone on the Jackson table.

Authors:  Koshy M Mathai; James D Kang; William F Donaldson; Joon Y Lee; Charles W Buffington
Journal:  Spine J       Date:  2012-12-07       Impact factor: 4.166

10.  Does treatment (nonoperative and operative) improve the two-year quality of life in patients with adult symptomatic lumbar scoliosis: a prospective multicenter evidence-based medicine study.

Authors:  Keith H Bridwell; Steven Glassman; William Horton; Christopher Shaffrey; Frank Schwab; Lukas P Zebala; Lawrence G Lenke; Joan F Hilton; Michael Shainline; Christine Baldus; David Wootten
Journal:  Spine (Phila Pa 1976)       Date:  2009-09-15       Impact factor: 3.468

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  4 in total

1.  Validation of the ACS-NSQIP Risk Calculator: A Machine-Learning Risk Tool for Predicting Complications and Mortality Following Adult Spinal Deformity Corrective Surgery.

Authors:  Katherine E Pierce; Bhaveen H Kapadia; Sara Naessig; Waleed Ahmad; Shaleen Vira; Carl Paulino; Michael Gerling; Peter G Passias
Journal:  Int J Spine Surg       Date:  2021-12

2.  Predictive model for achieving good clinical and radiographic outcomes at one-year following surgical correction of adult cervical deformity.

Authors:  Peter Gust Passias; Samantha R Horn; Cheongeun Oh; Gregory W Poorman; Cole Bortz; Frank Segreto; Renaud Lafage; Bassel Diebo; Justin K Scheer; Justin S Smith; Christopher I Shaffrey; Robert Eastlack; Daniel M Sciubba; Themistocles Protopsaltis; Han Jo Kim; Robert A Hart; Virginie Lafage; Christopher P Ames
Journal:  J Craniovertebr Junction Spine       Date:  2021-09-08

Review 3.  State-of-the-art reviews predictive modeling in adult spinal deformity: applications of advanced analytics.

Authors:  Rushikesh S Joshi; Darryl Lau; Justin K Scheer; Miquel Serra-Burriel; Alba Vila-Casademunt; Shay Bess; Justin S Smith; Ferran Pellise; Christopher P Ames
Journal:  Spine Deform       Date:  2021-05-18

4.  Artificial Intelligence for Adult Spinal Deformity.

Authors:  Rushikesh S Joshi; Alexander F Haddad; Darryl Lau; Christopher P Ames
Journal:  Neurospine       Date:  2019-12-31
  4 in total

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