Big data and biomedical informatics: Preparing for the modernization of clinical neuropsychology

被引:17
|
作者
Miller, Justin B. [1 ]
机构
[1] Cleveland Clin, Lou Ruvo Ctr Brain Hlth, 888 W Bonneville Ave, Las Vegas, NV 89106 USA
关键词
Biomedical informatics; neuroinformatics; neuropsychological assessment; data science; information technology; ARTIFICIAL-INTELLIGENCE; NEUROLOGICAL DISORDERS; FUTURE; DEFINITION;
D O I
10.1080/13854046.2018.1523466
中图分类号
B849 [应用心理学];
学科分类号
040203 ;
摘要
Objective: Neuropsychology is poised for a fundamental shift as we modernize the ways in which behavior is measured. The amount and complexity of data generated by these new methods will be several orders of magnitude greater than what is currently created by analog measures and will quickly adopt characteristics of "Big Data." Adequate preparation for managing the influx of data will be critical for technology integration and modernization to be successful. Drawing from information technology, mathematics, statistics, computer science, and engineering, as well as, biology, genetics, and medicine, the field of biomedical informatics has rapidly evolved from its early days in computational biology to a burgeoning independent discipline that has much to offer neuropsychology. Method: Following a critical review of the relevant literature, the present article (1) provides an introductory overview of biomedical informatics and how these concepts are relevant to neuropsychology; (2) describes how biomedical informatics applications can be utilized to leverage existing data sources more effectively; and (3) discusses ideas for future developments designed to facilitate integration of new data derived from novel, technologically driven measurement tools. Within this context, applications intended for use by both the individual neuropsychologist to increase clinical efficiencies, as well as, larger field-wide initiatives intended to generate new information and derive new knowledge are discussed. Conclusions: By no means a comprehensive review of biomedical informatics, the present paper highlights that our approach to data needs to become a multidisciplinary endeavor in order to develop applications capable of effectively utilizing modern data sources.
引用
收藏
页码:287 / 304
页数:18
相关论文
共 50 条
  • [1] Big science, big data, and a big role for biomedical informatics
    Ohno-Machado, Lucila
    [J]. JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2012, 19 (E1) : E1 - E1
  • [2] Biomedical Informatics from Big Data Perspective: Expectations and Challenges
    Mersinkaya, Ismail
    Ekren, Gulay
    [J]. 2018 26TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2018,
  • [4] Domain Ontology As Conceptual Model for Big Data Management: Application in Biomedical Informatics
    Jayapandian, Catherine
    Chen, Chien-Hung
    Dabir, Aman
    Lhatoo, Samden
    Zhang, Guo-Qiang
    Sahoo, Satya S.
    [J]. CONCEPTUAL MODELING, 2014, 8824 : 144 - 157
  • [5] An exploratory study on Big data processing: a case study from a biomedical informatics
    Nair, Smitha Sunil Kumaran
    Ganesh, Nandita
    [J]. 2016 3RD MEC INTERNATIONAL CONFERENCE ON BIG DATA AND SMART CITY (ICBDSC), 2016, : 30 - 33
  • [6] Survey of Clinical Data Mining Applications on Big Data in Health Informatics
    Herland, Matthew
    Khoshgoftaar, Taghi M.
    Wald, Randall
    [J]. 2013 12TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS (ICMLA 2013), VOL 2, 2013, : 465 - 472
  • [7] Big Dreams With Big Data! Use of Clinical Informatics to Inform Biomarker Discovery
    Singh, Siddharth
    [J]. CLINICAL AND TRANSLATIONAL GASTROENTEROLOGY, 2019, 10
  • [8] Biomedical Informatics in Clinical Environments
    Akay, M.
    Fotiadis, D. I.
    Nikita, K. S.
    Williams, R. W.
    [J]. IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2015, 19 (01) : 149 - 150
  • [9] The maturation of clinical research informatics as a subdomain of biomedical informatics
    Bakken, Suzanne
    [J]. JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2021, 28 (01) : 1 - 2