PMID: 8963372Dec 1, 1995Paper

Clinical monitoring using regression-based trend templates

Artificial Intelligence in Medicine
I J HaimowitzI S Kohane

Abstract

Our computer program TrenDx detects clinically significant trends in time-ordered patient data by matching data to patterns called trend templates, denoting multivariate temporal and value variation in normality and in disease. Previously a purely constraint-based TrenDx diagnosed pediatric growth trends and reached the same diagnoses as a panel of experts, at a time no later than the experts, in most of 30 cases. Improvement required resolving outstanding representational issues. In this paper we describe regression-based trend templates, updated TrenDx algorithms, and their application to monitoring intensive care unit and pediatric growth data. We focus on new results in diagnosing pediatric growth trends, and discuss potential application domains for TrenDx.

References

Jun 1, 1991·The Journal of Hospital Infection·J P BurkeL E Stevens
Feb 1, 1991·American Journal of Surgery·G S Campbell, J B Cone
Sep 1, 1985·The Journal of Pediatrics·J M Tanner, P S Davies
Oct 1, 1985·Archives of Disease in Childhood·A J LyonD B Grant

❮ Previous
Next ❯

Citations

Aug 15, 2013·Acta Biotheoretica·J Fontecave-JallonP Y Guméry
Jul 1, 1996·Artificial Intelligence in Medicine·E T Keravnou
Jul 1, 1996·Artificial Intelligence in Medicine·I J Haimowitz, I S Kohane
Jul 27, 2001·Artificial Intelligence in Medicine·W J Long
Oct 23, 1997·Artificial Intelligence in Medicine·J Hunter
Feb 28, 2002·Journal of the American Medical Informatics Association : JAMIA·Isaac S Kohane
Sep 12, 2002·Journal of the American Medical Informatics Association : JAMIA·Lutz FritscheHans-Hellmut Neumayer
Jul 4, 2009·IEEE Transactions on Pattern Analysis and Machine Intelligence·John A QuinnNeil McIntosh
Feb 5, 2010·IEEE Transactions on Information Technology in Biomedicine : a Publication of the IEEE Engineering in Medicine and Biology Society·Ping YangJ Mark Ansermino
Mar 6, 2004·IEEE Transactions on Bio-medical Engineering·Sylvie CharbonnierLoic Biot
Sep 5, 2012·Journal of Biomedical Informatics·Milos HauskrechtGilles Clermont
May 30, 2001·Journal of Biomedical Informatics·B Y ReisI S Kohane
Oct 3, 2006·Artificial Intelligence in Medicine·Michael Stacey, Carolyn McGregor
Oct 11, 2016·Journal of Biomedical Informatics·Milos HauskrechtGilles Clermont
Apr 25, 2006·Anesthesia and Analgesia·Michael Imhoff, Silvia Kuhls

❮ Previous
Next ❯

Related Concepts

Trending Feeds

COVID-19

Coronaviruses encompass a large family of viruses that cause the common cold as well as more serious diseases, such as the ongoing outbreak of coronavirus disease 2019 (COVID-19; formally known as 2019-nCoV). Coronaviruses can spread from animals to humans; symptoms include fever, cough, shortness of breath, and breathing difficulties; in more severe cases, infection can lead to death. This feed covers recent research on COVID-19.

Blastomycosis

Blastomycosis fungal infections spread through inhaling Blastomyces dermatitidis spores. Discover the latest research on blastomycosis fungal infections here.

Nuclear Pore Complex in ALS/FTD

Alterations in nucleocytoplasmic transport, controlled by the nuclear pore complex, may be involved in the pathomechanism underlying multiple neurodegenerative diseases including Amyotrophic Lateral Sclerosis and Frontotemporal Dementia. Here is the latest research on the nuclear pore complex in ALS and FTD.

Applications of Molecular Barcoding

The concept of molecular barcoding is that each original DNA or RNA molecule is attached to a unique sequence barcode. Sequence reads having different barcodes represent different original molecules, while sequence reads having the same barcode are results of PCR duplication from one original molecule. Discover the latest research on molecular barcoding here.

Chronic Fatigue Syndrome

Chronic fatigue syndrome is a disease characterized by unexplained disabling fatigue; the pathology of which is incompletely understood. Discover the latest research on chronic fatigue syndrome here.

Evolution of Pluripotency

Pluripotency refers to the ability of a cell to develop into three primary germ cell layers of the embryo. This feed focuses on the mechanisms that underlie the evolution of pluripotency. Here is the latest research.

Position Effect Variegation

Position Effect Variagation occurs when a gene is inactivated due to its positioning near heterochromatic regions within a chromosome. Discover the latest research on Position Effect Variagation here.

STING Receptor Agonists

Stimulator of IFN genes (STING) are a group of transmembrane proteins that are involved in the induction of type I interferon that is important in the innate immune response. The stimulation of STING has been an active area of research in the treatment of cancer and infectious diseases. Here is the latest research on STING receptor agonists.

Microbicide

Microbicides are products that can be applied to vaginal or rectal mucosal surfaces with the goal of preventing, or at least significantly reducing, the transmission of sexually transmitted infections. Here is the latest research on microbicides.