Prediction of patient evolution in terms of Clinical Risk Groups form routinely collected data using machine learning

Author(s):  
Paula de Toledo ◽  
Rodrigo Perez-Rodriguez ◽  
Pablo de Miguel ◽  
Araceli Sanchis ◽  
Pablo Serrano
Author(s):  
C.H. Feng ◽  
M.P. Huynh-Le ◽  
T.Å. Myklebust ◽  
T.B. Johannesen ◽  
A.M. Dale ◽  
...  

2016 ◽  
Vol 15 (30) ◽  
Author(s):  
Luis Alvis Estrada ◽  
David Vivas-Consuelo ◽  
Vicent Caballer-Tarazona ◽  
Ruth Usó-Talamantes ◽  
Carla Sancho-Mestre ◽  
...  

<p>Se pretende estimar la multimorbilidad asociada con diabetes mellitus tipo 2 y su relación con el gasto farmacéutico, para lo cual se realizó un estudio de corte transversal durante el año 2012. Se identificó a 350 015 individuos diabéticos, a través de códigos clínicos, usando la Clasificación Internacional de Enfermedades y el software 3M Clinical Risk Groups. Todos los pacientes fueron clasificados en cuatro grupos de morbilidad. El primer grupo corresponde al estadio inicial, el segundo grupo incluye el núcleo de multimorbilidad de pacientes en fases intermedia y avanzada, el tercer grupo incluye pacientes con diabetes y enfermedades malignas, y el último grupo es de pacientes en estado catastrófico, principalmente enfermos renales crónicos. La prevalencia bruta de diabetes fue de 6,7 %. El gasto promedio total fue de € 1257,1. La diabetes se caracteriza por una fuerte presencia de otras condiciones crónicas y tiene un gran impacto en el gasto farmacéutico.</p>


Leukemia ◽  
2004 ◽  
Vol 19 (1) ◽  
pp. 44-48 ◽  
Author(s):  
T Cloppenborg ◽  
M Stanulla ◽  
M Zimmermann ◽  
M Schrappe ◽  
K Welte ◽  
...  

2020 ◽  
Author(s):  
Pieter T. de Boer ◽  
Franklin C.K. Dolk ◽  
Lisa Nagy ◽  
Jan C. Wilschut ◽  
Richard Pitman ◽  
...  

AbstractBackgroundThis study evaluates the cost-effectiveness of extending the Dutch influenza vaccination programme for elderly and clinical risk groups to include paediatric influenza vaccination, taking indirect protection into account.MethodsAn age-structured dynamic transmission model was used that was calibrated to influenza-associated GP visits over four seasons (2010/11 to 2013/14). The clinical and economic impact of different paediatric vaccination strategies were compared over 20 years, varying the targeted age range, the vaccine type for children and the vaccine type for elderly and clinical risk groups. Outcome measures include averted symptomatic infections and deaths, societal costs and quality-adjusted life years (QALYs), incremental cost-effectiveness ratios, and net health benefits (NHBs), using a willingness-to-pay threshold of €20,000 per QALY gained.ResultsAt an assumed coverage of 50%, adding vaccination of 2- to 17-year-olds with quadrivalent-live-attenuated influenza vaccine (Q-LAIV) to the current influenza vaccination programme was estimated to avert on average 406,270 symptomatic cases and 83 deaths per season compared to vaccination of elderly and risk groups with trivalent inactivated vaccine (TIV), and was cost-saving (cumulative 20-year savings of 36,396 QALYs and €1,680 million; NHB: 120,411 QALYs). This strategy dominated paediatric vaccination strategies targeting 2- to 6-year-olds or 2- to 12-year-olds, or paediatric vaccination strategies with TIV. The highest NHB was obtained when 2- to 17-year-olds were vaccinated with Q-LAIV and existing target groups switched from TIV to quadrivalent inactivated vaccine (NHB: 132,907 QALYs).ConclusionModelling indicates that paediatric influenza vaccination reduces the disease burden of influenza substantially and is cost-saving.


Health Policy ◽  
2014 ◽  
Vol 116 (2-3) ◽  
pp. 188-195 ◽  
Author(s):  
David Vivas-Consuelo ◽  
Ruth Usó-Talamantes ◽  
José Luis Trillo-Mata ◽  
Maria Caballer-Tarazona ◽  
Isabel Barrachina-Martínez ◽  
...  

2015 ◽  
Vol 4 (2) ◽  
pp. 47-52
Author(s):  
Daniel Ríos García ◽  
Meritxell Calderó Solé ◽  
Manuel Pena Arnaiz ◽  
Virginia Sánchez Fernández ◽  
Jordi Real Gatius ◽  
...  

1996 ◽  
Vol 22 (5) ◽  
pp. 467-472 ◽  
Author(s):  
Mahmoud El-Shourbagy ◽  
Karim Abd-El-Maeboud ◽  
Khaled M. Diab ◽  
Alaa El-Ghannam ◽  
Lila Nabegh ◽  
...  

2011 ◽  
Vol 14 (7) ◽  
pp. A341
Author(s):  
R. Uso Talamantes ◽  
M. Caballer Tarazona ◽  
L. Buigues Pastor ◽  
J.L. Trillo Mata ◽  
N. Guadalajara Olmeda ◽  
...  

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