Crowdsourcing in biomedicine: challenges and opportunities

被引:58
|
作者
Khare, Ritu [1 ]
Good, Benjamin M. [2 ]
Leaman, Robert [3 ]
Su, Andrew I. [2 ]
Lu, Zhiyong [4 ]
机构
[1] Childrens Hosp Philadelphia, Dept Biomed & Hlth Informat, Philadelphia, PA USA
[2] Scripps Res Inst, Dept Mol & Expt Med, San Diego, CA USA
[3] NIH, Natl Ctr Biotechnol Informat, Bethesda, MD 20894 USA
[4] NIH, Natl Ctr Biotechnol Informat, Biomed Text Min Grp, Bethesda, MD 20894 USA
基金
美国国家卫生研究院;
关键词
Amazon Mechanical Turk; big data mining; biomedicine; community challenges; crowdsourcing; games; NORMALIZATION; RECOGNITION; TRENDS; CANCER; TERMS; TEXT; MESH; TOOL;
D O I
10.1093/bib/bbv021
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
The use of crowdsourcing to solve important but complex problems in biomedical and clinical sciences is growing and encompasses a wide variety of approaches. The crowd is diverse and includes online marketplace workers, health information seekers, science enthusiasts and domain experts. In this article, we review and highlight recent studies that use crowdsourcing to advance biomedicine. We classify these studies into two broad categories: (i) mining big data generated from a crowd (e.g. search logs) and (ii) active crowdsourcing via specific technical platforms, e.g. labor markets, wikis, scientific games and community challenges. Through describing each study in detail, we demonstrate the applicability of different methods in a variety of domains in biomedical research, including genomics, biocuration and clinical research. Furthermore, we discuss and highlight the strengths and limitations of different crowdsourcing platforms. Finally, we identify important emerging trends, opportunities and remaining challenges for future crowdsourcing research in biomedicine.
引用
收藏
页码:23 / 32
页数:10
相关论文
共 50 条
  • [1] Graphene in biomedicine: opportunities and challenges
    Feng, Liangzhu
    Liu, Zhuang
    [J]. NANOMEDICINE, 2011, 6 (02) : 317 - 324
  • [2] Crowdsourcing Security - Opportunities and Challenges
    Mohan, Lalit S.
    Reddy, Y. R.
    [J]. 2018 IEEE/ACM 11TH INTERNATIONAL WORKSHOP ON COOPERATIVE AND HUMAN ASPECTS OF SOFTWARE ENGINEERING (CHASE), 2018, : 37 - 40
  • [3] Crowdsourcing and SMEs: Opportunities and Challenges
    Maiolini, R.
    Naggi, R.
    [J]. INFORMATION TECHNOLOGY AND INNOVATION TRENDS IN ORGANIZATIONS, 2011, : 399 - 406
  • [4] Graphene Oxide: Opportunities and Challenges in Biomedicine
    Zare, Pariya
    Aleemardani, Mina
    Seifalian, Amelia
    Bagher, Zohreh
    Seifalian, Alexander M.
    [J]. NANOMATERIALS, 2021, 11 (05)
  • [5] Challenges and Opportunities for Trust Management in Crowdsourcing
    Yu, Han
    Shen, Zhiqi
    Miao, Chunyan
    An, Bo
    [J]. 2012 IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE AND INTELLIGENT AGENT TECHNOLOGY (WI-IAT 2012), VOL 2, 2012, : 486 - 493
  • [6] Biomedicine in the COVID Age: Opportunities, Responses, and Challenges
    Rao, Gundu H. R.
    [J]. INTERNATIONAL JOURNAL OF BIOMEDICINE, 2021, 11 (03) : 241 - 249
  • [7] Microrobots for Biomedicine: Unsolved Challenges and Opportunities for Translation
    Lee, Jin Gyun
    Raj, Ritu R.
    Day, Nicole B.
    Shields, C. Wyatt
    [J]. ACS NANO, 2023, 17 (15) : 14196 - 14204
  • [8] Human Beyond the Machine: Challenges and Opportunities of Microtask Crowdsourcing
    Gadiraju, Ujwal
    Demartini, Gianluca
    Kawase, Ricardo
    Dietze, Stefan
    [J]. IEEE INTELLIGENT SYSTEMS, 2015, 30 (04) : 81 - 85
  • [9] Security and Privacy in Mobile Crowdsourcing Networks: Challenges and Opportunities
    Yang, Kan
    Zhang, Kuan
    Ren, Ju
    Shen, Xuemin
    [J]. IEEE COMMUNICATIONS MAGAZINE, 2015, 53 (08) : 75 - 81
  • [10] Government funding of research beyond biomedicine: challenges and opportunities for neuroethology
    Günther K. H. Zupanc
    Wolfgang Rössler
    [J]. Journal of Comparative Physiology A, 2022, 208 : 443 - 456