Literature DB >> 26957291

Constructing a Computer-Aided Differential Diagnosis Engine from Open-Source APIs.

James J Morrison1, Jason M Hostetter2, Abhi Aggarwal3, Ross W Filice4,5.   

Abstract

This paper describes the design and implementation of an application that parses and analyzes radiology report text to provide a radiologic differential diagnosis. The system was constructed using a combination of freely available web-based APIs and originally developed during the Society for Imaging Informatics in Medicine (SIIM) 2014 Hackathon. Continued development has refined and increased the accuracy of the algorithm. This project demonstrates the power and possibilities of combining existing technologies to solve unique problems as well as the stimulus of the hackathon setting to spur innovation.

Keywords:  Computer-aided diagnosis (CAD); Decision support; Interpretation; Web technology

Mesh：

Year:  2016        PMID： 26957291      PMCID： PMC5114224          DOI： 10.1007/s10278-016-9874-0

Source DB:  PubMed          Journal:  J Digit Imaging        ISSN： 0897-1889            Impact factor:   4.056


  1 in total

1.  BioPortal: enhanced functionality via new Web services from the National Center for Biomedical Ontology to access and use ontologies in software applications.

Authors:  Patricia L Whetzel; Natalya F Noy; Nigam H Shah; Paul R Alexander; Csongor Nyulas; Tania Tudorache; Mark A Musen
Journal:  Nucleic Acids Res       Date:  2011-06-14       Impact factor: 16.971
  1 in total
  4 in total

Review 1.  Creation and Curation of the Society of Imaging Informatics in Medicine Hackathon Dataset.

Authors:  Marc Kohli; James J Morrison; Judy Wawira; Matthew B Morgan; Jason Hostetter; Brad Genereaux; Mohannad Hussain; Steve G Langer
Journal:  J Digit Imaging       Date:  2018-02       Impact factor: 4.056

Review 2.  Standard Lexicons, Coding Systems and Ontologies for Interoperability and Semantic Computation in Imaging.

Authors:  Kenneth C Wang
Journal:  J Digit Imaging       Date:  2018-06       Impact factor: 4.056

3.  BioHackathon 2015: Semantics of data for life sciences and reproducible research.

Authors:  Rutger A Vos; Toshiaki Katayama; Hiroyuki Mishima; Shin Kawano; Shuichi Kawashima; Jin-Dong Kim; Yuki Moriya; Toshiaki Tokimatsu; Atsuko Yamaguchi; Yasunori Yamamoto; Hongyan Wu; Peter Amstutz; Erick Antezana; Nobuyuki P Aoki; Kazuharu Arakawa; Jerven T Bolleman; Evan Bolton; Raoul J P Bonnal; Hidemasa Bono; Kees Burger; Hirokazu Chiba; Kevin B Cohen; Eric W Deutsch; Jesualdo T Fernández-Breis; Gang Fu; Takatomo Fujisawa; Atsushi Fukushima; Alexander García; Naohisa Goto; Tudor Groza; Colin Hercus; Robert Hoehndorf; Kotone Itaya; Nick Juty; Takeshi Kawashima; Jee-Hyub Kim; Akira R Kinjo; Masaaki Kotera; Kouji Kozaki; Sadahiro Kumagai; Tatsuya Kushida; Thomas Lütteke; Masaaki Matsubara; Joe Miyamoto; Attayeb Mohsen; Hiroshi Mori; Yuki Naito; Takeru Nakazato; Jeremy Nguyen-Xuan; Kozo Nishida; Naoki Nishida; Hiroyo Nishide; Soichi Ogishima; Tazro Ohta; Shujiro Okuda; Benedict Paten; Jean-Luc Perret; Philip Prathipati; Pjotr Prins; Núria Queralt-Rosinach; Daisuke Shinmachi; Shinya Suzuki; Tsuyosi Tabata; Terue Takatsuki; Kieron Taylor; Mark Thompson; Ikuo Uchiyama; Bruno Vieira; Chih-Hsuan Wei; Mark Wilkinson; Issaku Yamada; Ryota Yamanaka; Kazutoshi Yoshitake; Akiyasu C Yoshizawa; Michel Dumontier; Kenjiro Kosaki; Toshihisa Takagi
Journal:  F1000Res       Date:  2020-02-24

Review 4.  Biomedical Ontologies to Guide AI Development in Radiology.

Authors:  Ross W Filice; Charles E Kahn
Journal:  J Digit Imaging       Date:  2021-11-01       Impact factor: 4.903
  4 in total

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