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Genomics02:02

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Synthetic biology is an interdisciplinary science that involves using principles from disciplines such as engineering, molecular biology, cell biology, and systems biology. It involves remodeling existing organisms from nature or constructing completely new synthetic organisms for applications such as protein or enzyme production, bioremediation, value-added macromolecule production, and the addition of desirable traits to crops, to name a few.
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Progress in Biomedical Knowledge Discovery: A 25-year Retrospective.

L Sacchi, J H Holmes1

  • 1John H Holmes, Institute for Biomedical Informatics, University of Pennsylvania School of Medicine, 717 Blockley Hall, 423 Guardian Drive, Philadelphia, PA 19104, USA, Tel: 215-898-4833, Fax: 215-573-5325,

Yearbook of Medical Informatics
|August 5, 2016
PubMed
Summary
This summary is machine-generated.

Knowledge discovery in biomedical databases has rapidly advanced over 25 years, driven by new data sources and machine learning. This evolution significantly impacts future biomedical data analysis and knowledge extraction.

Keywords:
Algorithmsartificial intelligencedata miningdatabasesfactualknowledge discovery in databases

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Area of Science:

  • Biomedical informatics
  • Data science
  • Machine learning

Background:

  • The study systematically reviews knowledge discovery in biomedical databases, comparing 1992 to 2015.
  • Focuses on the evolution of supervised learning and data mining techniques.

Observation:

  • A dramatic increase in data sources, particularly electronic clinical systems, was observed.
  • New research areas and refined machine learning applications emerged between 1992 and 2015.

Findings:

  • The number of publications on knowledge discovery surged from 538 in 1992 to 18,172 in 2015.
  • Significant advancements in data heterogeneity, algorithmic approaches, and application domains were identified.

Implications:

  • Future research will leverage increasingly complex data and advanced methods for biomedical knowledge discovery.
  • Understanding these trends is crucial for legal, social, and political considerations in the field.