Intelligent User Interface for Decision Support in Drug Development

被引:0
|
作者
Manteghi, Reihaneh [1 ]
Veas, Eduardo Enrique [1 ]
机构
[1] Graz Univ Technol, Graz, Styria, Austria
关键词
applications of intelligent user interfaces; information retrieval; search; and recommendation system; collaborative interfaces; knowledge-based approaches to user interface design and generation; evaluations of intelligent user interfaces - reproducibility; interactive machine learning;
D O I
10.1145/3581754.3584107
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Drug development is a complicated, costly, and lengthy process spanning multiple stages, which each may take multiple years. Only a few drugs reach or pass the clinical trial stage because high failure rates are common in the pharmaceutical industry. This work has been carried out in an applied research setting. Funded by industry, the work has strong requirements to develop working prototypes alongside scientists from the industry that guided the process. The goal of this project is to investigate support tools with computer intelligence methods that enable to shorten the amount of time needed during the pre-clinical stages of drug development and to reduce the associated experiment costs. As the result, three prototypes are developed addressing diverse requirements that arise at different stages of drug development in different units of an organization. To this end, three promising sub-problems were identified in a combined effort with industry experts: Drug formulation, Solvent selection, and Bio pharmaceutical literature research. For each task an interactive tool is proposed which includes novel intelligent visualizations designed to directly or indirectly reduce the amount of time invested in the associated tasks. Each tool has been developed in close cooperation with industry experts over the last three years. The connection between these prototypes is the interactive presentation of information derived from a computer-based intelligent process The next steps of the Ph.D. project are to assess the usability and effectiveness of each tool.
引用
收藏
页码:214 / 219
页数:6
相关论文
共 50 条
  • [21] Editorial on decision support system for development of intelligent applications
    Nazir, Shah
    Khan, Habib Ullah
    Shahzad, Sara
    Garcia-Magarino, Ivan
    SOFT COMPUTING, 2022, 26 (20) : 10547 - 10551
  • [22] Intelligent decision support for sustainable development processes evaluation
    Dzemydiene, Dale
    Naujikiene, Ramute
    4TH INTERNATIONAL CONFERENCE CITIZENS AND GOVERNANCE FOR SUSTAINABLE DEVELOPMENT, 2006, : 275 - +
  • [23] Development of an intelligent decision support system for medication review
    Bindoff, I. K.
    Tenni, P. C.
    Peterson, G. M.
    Kang, B. H.
    Jackson, S. L.
    JOURNAL OF CLINICAL PHARMACY AND THERAPEUTICS, 2007, 32 (01) : 81 - 88
  • [24] Toward intelligent decision support for pharmaceutical product development
    Zhao C.
    Jain A.
    Hailemariam L.
    Suresh P.
    Akkisetty P.
    Joglekar G.
    Venkatasubramanian V.
    Reklaitis G.V.
    Morris K.
    Basu P.
    Journal of Pharmaceutical Innovation, 2006, 1 (1) : 23 - 35
  • [25] Editorial on decision support system for development of intelligent applications
    Shah Nazir
    Habib Ullah Khan
    Sara Shahzad
    Iván García-Magariño
    Soft Computing, 2022, 26 : 10547 - 10551
  • [26] Intelligent user interface for intelligent multimedia repository
    Rhee, PK
    Kim, YH
    Sim, BS
    Zhoo, ZC
    Park, DI
    MULTIMEDIA STORAGE AND ARCHIVING SYSTEMS II, 1997, 3229 : 113 - 123
  • [27] DEVELOPING DECISION SUPPORT SYSTEMS FROM A MODEL OF THE DSS USER INTERFACE
    ARINZE, B
    KNOWLEDGE-BASED MANAGEMENT SUPPORT SYSTEMS, 1989, : 166 - 182
  • [28] Graphical user interface for a neonatal parenteral nutrition decision support system
    Peverini, RL
    Beach, DS
    Wan, KW
    Vyhmeister, NR
    JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2000, : 650 - 654
  • [29] Graphical user interface for visualization of a decision support system for PEEP titration
    S Lozano-Zahonero
    S Buehler
    S Schumann
    J Guttmann
    Critical Care, 18 (Suppl 1):
  • [30] Intelligent decision support
    Kuhlmann, T
    Lamping, R
    Massow, C
    JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 1998, 76 (1-3) : 257 - 260