Literature DB >> 30596979

Statistical primer: multivariable regression considerations and pitfalls.

Stuart W Grant1, Graeme L Hickey2, Stuart J Head3.   

Abstract

Multivariable regression models are used to establish the relationship between a dependent variable (i.e. an outcome of interest) and more than 1 independent variable. Multivariable regression can be used for a variety of different purposes in research studies. The 3 most common types of multivariable regression are linear regression, logistic regression and Cox proportional hazards regression. A detailed understanding of multivariable regression is essential for correct interpretation of studies that utilize these statistical tools. This statistical primer discusses some common considerations and pitfalls for researchers to be aware of when undertaking multivariable regression.

Entities:  

Year:  2019        PMID: 30596979     DOI: 10.1093/ejcts/ezy403

Source DB:  PubMed          Journal:  Eur J Cardiothorac Surg        ISSN: 1010-7940            Impact factor:   4.191


  18 in total

1.  Acute kidney injury within 100 days post allogeneic hematopoietic cell transplantation is associated with increased risk of post-transplant complications and poor transplant outcomes.

Authors:  Kayla Madsen; Karyne Pelletier; Gabrielle Côté; Abhijat Kitchlu; Shiyi Chen; Jonas Mattsson; Ivan Pasic
Journal:  Bone Marrow Transplant       Date:  2022-06-25       Impact factor: 5.174

2.  Predictors of uncircumcised primary school girls' intention to genital cutting in South Ethiopia: Application of theory of planned behavior.

Authors:  Solomon Haile; Dawit Sullamo; Tekle Ejajo; Firanbon Teshome; Yohannes Kebede
Journal:  PLoS One       Date:  2022-06-30       Impact factor: 3.752

3.  The Real-World Effect of 12 Months of Romosozumab Treatment on Patients With Osteoporosis With a High Risk of Fracture and Factors Predicting the Rate of Bone Mass Increase: A Multicenter Retrospective Study.

Authors:  Hiroyuki Inose; Akane Ariga; Takayuki Motoyoshi; Kazuyuki Fukushima; Shoji Tomizawa; Tsuyoshi Kato; Kunihiko Takahashi; Toshitaka Yoshii; Atsushi Okawa
Journal:  JBMR Plus       Date:  2022-06-05

4.  Development of survival predictors for high-grade serous ovarian cancer based on stable radiomic features from computed tomography images.

Authors:  Jiaqi Hu; Zhiwu Wang; Ruocheng Zuo; Chengcai Zheng; Bingjian Lu; Xiaodong Cheng; Weiguo Lu; Chunhui Zhao; Pengyuan Liu; Yan Lu
Journal:  iScience       Date:  2022-06-16

5.  Longitudinal Analysis of Sleep Disturbance in Breast Cancer Survivors.

Authors:  Gee Su Yang; Angela R Starkweather; Debra Lynch Kelly; Taylor Meegan; Ha Do Byon; Debra E Lyon
Journal:  Nurs Res       Date:  2022-01-13       Impact factor: 2.364

6.  Impact of Operator Volumes and Experience on Outcomes After Percutaneous Coronary Intervention: Insights From the Veterans Affairs Clinical Assessment, Reporting and Tracking (CART) Program.

Authors:  Christopher P Kovach; Colin I O'Donnell; Stanley Swat; Jacob A Doll; Mary E Plomondon; Richard Schofield; Javier A Valle; Stephen W Waldo
Journal:  Cardiovasc Revasc Med       Date:  2021-11-06

7.  Outcomes after a Grammont-style reverse total shoulder arthroplasty?

Authors:  Robert Z Tashjian; Bradley Hillyard; Victoria Childress; Jun Kawakami; Angela P Presson; Chong Zhang; Peter N Chalmers
Journal:  J Shoulder Elbow Surg       Date:  2020-06-09       Impact factor: 3.019

8.  Assessing risk factors of acute kidney injury and its influence on adverse outcomes after lung transplantation: methodology is important.

Authors:  Bin Hu; Fu-Shan Xue; Shao-Hua Liu; Yi Cheng
Journal:  Ren Fail       Date:  2021-12       Impact factor: 2.606

9.  Long-term cancer survival prediction using multimodal deep learning.

Authors:  Luís A Vale-Silva; Karl Rohr
Journal:  Sci Rep       Date:  2021-06-29       Impact factor: 4.379

10.  Validation of the updated renal graded prognostic assessment (GPA) for patients with renal cancer brain metastases treated with gamma knife radiosurgery.

Authors:  Laurens V Beerepoot; Patrick E J Hanssens; Niels J van Ruitenbeek; Vincent K Y Ho; Hans M Westgeest
Journal:  J Neurooncol       Date:  2021-06-25       Impact factor: 4.130

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