Automated Decision Support for Bone Scintigraphy

被引:0
|
作者
Ohlsson, Mattias [1 ]
Sjostrand, Karl [2 ]
Richter, Jens [2 ]
Kaboteh, Reza [3 ]
Sadik, May [3 ]
Edenbrandt, Lars [4 ]
机构
[1] Lund Univ, Dept Theoret Phys, Solvegatan 14A, S-22362 Lund, Sweden
[2] EXINI Diagnost AB, Lund, Sweden
[3] Sahlgrens Univ Hosp, Dept Mol & Clin Med Clin Physiol, Gothenburg, Sweden
[4] Lund Univ, Dept Clin Sci, Malmo, Sweden
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A quantitative analysis of metastatic bone involvement can be an important prognostic indicator of survival or a tool in monitoring treatment response in patients with cancer The purpose of this study was to develop a completely automated decision support system for whole-body bone scans using image analysis and artificial neural networks. The study population consisted of 795 whole-body bone scans. The decision support system first detects and classifies individual hotspots as being metastatic or not. A second prediction model then classifies the scan regarding metastatic disease on a patient level. The test set sensitivity and specificity was 95% and 64% respectively, corresponding to 95% area under the receiver operating characteristics curve.
引用
收藏
页码:298 / +
页数:2
相关论文
共 50 条
  • [1] Peculiar Adjustments in Image Processing for an Evolution Decision Support System in Bone Scintigraphy
    Costin, M.
    Ciobanu, A.
    Stefanescu, C.
    EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2010, 37 : S338 - S338
  • [2] Insights from a medical algorithmic audit of a decision support system for the detection of cardiac amyloidosis on bone scintigraphy
    Spielvogel, Clemens P.
    Haberl, David
    Kluge, Kilian
    Ning, Jing
    Hacker, Marcus
    Nitsche, Christian
    JOURNAL OF NUCLEAR MEDICINE, 2024, 65
  • [3] AUTOMATED DECISION SUPPORT FOR WARRANTY SELECTION
    DIZEK, SG
    PROCEEDINGS ANNUAL RELIABILITY AND MAINTAINABILITY SYMPOSIUM, 1986, (SYM): : 460 - 465
  • [4] AUTOMATED DECISION SUPPORT IN THE AEROSPACE INDUSTRY
    不详
    DATA MANAGEMENT, 1980, 18 (09): : 20 - &
  • [5] Automated Decision Support IoT Framework
    Lunardi, Willian Tessaro
    Amaral, Leonardo
    Marczak, Sabrina
    Hessel, Fabiano
    Voos, Holger
    2016 IEEE 21ST INTERNATIONAL CONFERENCE ON EMERGING TECHNOLOGIES AND FACTORY AUTOMATION (ETFA), 2016,
  • [6] Automated pixelwise statistical analysis in the routine assessment of bone scintigraphy
    Oliveira, F. P. M.
    Castanheira, J.
    Silva, A.
    Canudo, A.
    Mairos, S.
    Cruz, J.
    Yelshyna, D.
    Veiga, D.
    Ferreira, M.
    Costa, D. C.
    EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2018, 45 : S44 - S45
  • [7] A Decision Support System for Automated Mushroom Harvesting
    Kashkoush, Mohamed
    Avigad, Gideon
    INTELLIGENT SYSTEMS AND APPLICATIONS, INTELLISYS, VOL 2, 2019, 869 : 1178 - 1184
  • [8] MediQuery-An Automated Decision Support System
    Carvalho, Rebeck
    Isola, Rahul
    Tripathy, Amiya Kumar
    2011 24TH INTERNATIONAL SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS (CBMS), 2011,
  • [9] Decision support issues in automated driving systems
    Caballero, William N.
    Rios Insua, David
    Banks, David
    INTERNATIONAL TRANSACTIONS IN OPERATIONAL RESEARCH, 2023, 30 (03) : 1216 - 1244
  • [10] Automated decision support in melanocytic lesion management
    Gilmore, Stephen J.
    PLOS ONE, 2018, 13 (09):