RefCurv: A Software for the Construction of Pediatric Reference Curves

01/28/2019
by   Christian Winkler, et al.
0

In medicine, reference curves serve as an important tool for everyday clinical practice. Pediatricians assess the growth process of children with the help of percentile curves serving as norm references. The mathematical methods for the construction of these reference curves are sophisticated and often require technical knowledge beyond the scope of physicians. An easy-to-use software for life scientists and physicians is missing. As a consequence, most medical publications do not document the construction properly. This project aims to develop a software that enables non-technical users to apply modern statistical methods to create and analyze reference curves. In this paper, we present RefCurv, a software that facilitates the construction of reference curves. The software comprises functionalities to select and visualize data. Users can fit models to the data and graphically present them as percentile curves. Furthermore, the software provides features to highlight possible outliers, perform model selection, and analyze the sensitivity. RefCurv is an open-source software with a graphical user interface (GUI) written in Python. It uses R and the gamlss add-on package (Rigby and Stasinopoulos (2005)) as the underlying statistical engine. In summary, RefCurv is the first software based on the gamlss package, which enables practitioners to construct and analyze reference curves in a user-friendly GUI. In broader terms, the software brings together the fields of statistical learning and medical application. Consequently, RefCurv can help to establish the construction of reference curves in other medical fields.

READ FULL TEXT
research
12/05/2022

Niimpy: a toolbox for behavioral data analysis

Behavioral studies using personal digital devices typically produce rich...
research
09/24/2022

DomainATM: Domain Adaptation Toolbox for Medical Data Analysis

Domain adaptation (DA) is an important technique for modern machine lear...
research
11/17/2015

Identifying the Absorption Bump with Deep Learning

The pervasive interstellar dust grains provide significant insights to u...
research
01/11/2022

ConsumerCheck: A Software for Analysis of Sensory and Consumer Data

ConsumerCheck is an open source data analysis software tailored for anal...
research
11/22/2021

FAZSeg: A New User-Friendly Software for Quantification of the Foveal Avascular Zone

Various ocular diseases and high myopia influence the anatomical referen...
research
09/02/2022

An Unified Statistical Procedure to Analyse Irreversible Thermal Curves

The phenomenon of hysteresis is commonly observed in many UV thermal exp...
research
04/10/2018

ModelFactory: A Matlab/Octave based toolbox to create human body models

Background: Model-based analysis of movements can help better understand...

Please sign up or login with your details

Forgot password? Click here to reset