Objective: To evaluate the generalizability of recently developed clinical prediction rules for the prognosis of shoulder pain in general practice.
Study Design And Setting: A large research program, consisting of a prognostic cohort study and three randomized controlled trials with 6 months follow-up, was carried out in The Netherlands. The clinical prediction rules were derived from the results of the prognostic cohort study (n=587). The main outcome measure was persistent symptoms at 6 weeks or 6 months. The control groups of the trials who received usual care were merged (n=212), and used to validate the prediction rules by studying calibration and discrimination.
Results: The prediction rule for short-term outcome showed reasonable calibration and discriminative ability in this validation cohort. The area under the receiver operating characteristic curve (AUC) was 0.72 compared to 0.74 in the derivation cohort. The prediction rule for long-term outcome performed less well. Discriminative ability (AUC) decreased to 0.56 in the validation cohort compared to 0.67 in the derivation cohort.
Conclusion: The prediction rule for the short-term (6 weeks) prognosis showed good generalizability. The prediction rule for the long-term prognosis showed poor generalizability.
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http://dx.doi.org/10.1016/j.jclinepi.2006.11.015 | DOI Listing |
Risk Anal
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School of Business, Maynooth University, Maynooth, Ireland.
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January 2025
School of Criminal Justice and Criminology, Texas State University, San Marcos, Texas, USA.
The Pareto principle is based on the concept that roughly 80% of outcomes are generated by 20% of inputs, efforts, or contributors within a group. Using a national sample of U.S.
View Article and Find Full Text PDFSleep
January 2025
Courant Institute of Mathematical Sciences, New York University, New York, 10012, USA.
Study Objectives: This paper validates TipTraQ, a compact home sleep apnea testing (HSAT) system. TipTraQ comprises a fingertip-worn device, a mobile application, and a cloud-based deep learning artificial intelligence (AI) system. The device utilizes PPG (red, infrared, and green channels) and accelerometer sensors to assess sleep apnea by the AI system.
View Article and Find Full Text PDFJ Artif Organs
January 2025
Department of Human Environmental Science, Shonan Institute of Technology, 1-1-25 Tsujido-Nishi-Kaigan, Fujisawa, Kanagawa, 251-8511, Japan.
Abel JJ, Rowntree LG and Turner BB (Baltimore Trio) proposed the concept of vividiffusion and developed a vividiffusion apparatus in 1912. In a 1914 paper, they laid out the most important rule of device design. We named this rule an ART law taken from the initials of the Baltimore Trio.
View Article and Find Full Text PDFSci Prog
January 2025
School of Mechanical Engineering, Jiangsu University of Technology, Changzhou, China.
The main challenge facing current energy management strategies for extended-range electric vehicles is effectively balancing power demand and energy utilization to enhance fuel economy under complex and variable driving conditions. Therefore, to optimize the distribution between the two energy sources of extended-range electric vehicles and improve their fuel economy, this paper proposes an energy management strategy incorporating speed prediction. Firstly, the long short-term memory neural network speed prediction scheme is investigated, and its effectiveness under different cyclic conditions is verified.
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