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Volumn 23, Issue 1, 2016, Pages 30-42

Big Data and the Future of Radiology Informatics

(14)  Kansagra, Akash P a   Yu, John Paul J b,k   Chatterjee, Arindam R a   Lenchik, Leon c   Chow, Daniel S d   Prater, Adam B e   Yeh, Jean b   Doshi, Ankur M f   Hawkins, C Matthew e   Heilbrun, Marta E g   Smith, Stacy E h   Oselkin, Martin i   Gupta, Pushpender c   Ali, Sayed j  


Author keywords

Informatics; Personalized medicine; Radiology; Value; Workflow

Indexed keywords

ARTICLE; DATA ANALYSIS; DATA BASE; HUMAN; INFORMATION TECHNOLOGY; MEDICAL RESEARCH; PATIENT CARE; PERSONALIZED MEDICINE; PRIORITY JOURNAL; RADIOLOGY; RADIOLOGY DEPARTMENT; WORKFLOW; COST; DIAGNOSTIC IMAGING; ECONOMICS; FORECASTING; INFORMATION DISSEMINATION; PROFESSIONAL PRACTICE; RADIOLOGY INFORMATION SYSTEM; TRENDS;

EID: 84949669471     PISSN: 10766332     EISSN: 18784046     Source Type: Journal    
DOI: 10.1016/j.acra.2015.10.004     Document Type: Article
Times cited : (67)

References (69)
  • 1
    • 84875646817 scopus 로고    scopus 로고
    • The inevitable application of big data to health care
    • Murdoch T.B., Detsky A.S. The inevitable application of big data to health care. JAMA 2013, 309:1351-1352.
    • (2013) JAMA , vol.309 , pp. 1351-1352
    • Murdoch, T.B.1    Detsky, A.S.2
  • 2
    • 85099688310 scopus 로고    scopus 로고
    • Making big data useful for health care: a summary of the inaugural MIT critical data conference
    • Badawi O., Brennan T., Celi L.A., et al. Making big data useful for health care: a summary of the inaugural MIT critical data conference. JMIR Med Inform 2014, 2:e22.
    • (2014) JMIR Med Inform , vol.2 , pp. e22
    • Badawi, O.1    Brennan, T.2    Celi, L.A.3
  • 7
    • 77949907113 scopus 로고    scopus 로고
    • Real-time analysis for intensive care: development and deployment of the Artemis analytic system
    • Blount M., Ebling M.R., Eklund J.M., et al. Real-time analysis for intensive care: development and deployment of the Artemis analytic system. IEEE Eng Med Biol Mag 2010, 29:110-118.
    • (2010) IEEE Eng Med Biol Mag , vol.29 , pp. 110-118
    • Blount, M.1    Ebling, M.R.2    Eklund, J.M.3
  • 9
    • 77956096986 scopus 로고    scopus 로고
    • Management of asymptomatic ovarian and other adnexal cysts imaged at US: Society of Radiologists in Ultrasound Consensus Conference Statement
    • Levine D., Brown D.L., Andreotti R.F., et al. Management of asymptomatic ovarian and other adnexal cysts imaged at US: Society of Radiologists in Ultrasound Consensus Conference Statement. Radiology 2010, 256:943-954.
    • (2010) Radiology , vol.256 , pp. 943-954
    • Levine, D.1    Brown, D.L.2    Andreotti, R.F.3
  • 10
    • 84928096243 scopus 로고    scopus 로고
    • ACR appropriateness criteria breast cancer screening
    • Mainiero M.B., Lourenco A., Mahoney M.C., et al. ACR appropriateness criteria breast cancer screening. J Am Coll Radiol 2013, 10:11-14.
    • (2013) J Am Coll Radiol , vol.10 , pp. 11-14
    • Mainiero, M.B.1    Lourenco, A.2    Mahoney, M.C.3
  • 11
    • 33745659892 scopus 로고    scopus 로고
    • Clinical use of genotype to predict chemosensitivity in oligodendroglial tumors
    • Walker C., Haylock B., Husband D., et al. Clinical use of genotype to predict chemosensitivity in oligodendroglial tumors. Neurology 2006, 66:1661-1667.
    • (2006) Neurology , vol.66 , pp. 1661-1667
    • Walker, C.1    Haylock, B.2    Husband, D.3
  • 12
    • 2342624080 scopus 로고    scopus 로고
    • EGFR mutations in lung cancer: correlation with clinical response to gefitinib therapy
    • Paez J.G., Janne P.A., Lee J.C., et al. EGFR mutations in lung cancer: correlation with clinical response to gefitinib therapy. Science 2004, 304:1497-1500.
    • (2004) Science , vol.304 , pp. 1497-1500
    • Paez, J.G.1    Janne, P.A.2    Lee, J.C.3
  • 13
    • 73949090721 scopus 로고    scopus 로고
    • Prognosis of women with metastatic breast cancer by HER2 status and trastuzumab treatment: an institutional-based review
    • Dawood S., Broglio K., Buzdar A.U., et al. Prognosis of women with metastatic breast cancer by HER2 status and trastuzumab treatment: an institutional-based review. J Clin Oncol 2010, 28:92-98.
    • (2010) J Clin Oncol , vol.28 , pp. 92-98
    • Dawood, S.1    Broglio, K.2    Buzdar, A.U.3
  • 14
    • 84889810890 scopus 로고    scopus 로고
    • Artificial intelligence in medicine and cardiac imaging: harnessing big data and advanced computing to provide personalized medical diagnosis and treatment
    • Dilsizian S.E., Siegel E.L. Artificial intelligence in medicine and cardiac imaging: harnessing big data and advanced computing to provide personalized medical diagnosis and treatment. Curr Cardiol Rep 2014, 16:441.
    • (2014) Curr Cardiol Rep , vol.16 , pp. 441
    • Dilsizian, S.E.1    Siegel, E.L.2
  • 15
  • 16
    • 27144449606 scopus 로고    scopus 로고
    • Guidelines for management of small pulmonary nodules detected on CT scans: a statement from the Fleischner Society
    • MacMahon H., Austin J.H., Gamsu G., et al. Guidelines for management of small pulmonary nodules detected on CT scans: a statement from the Fleischner Society. Radiology 2005, 237:395-400.
    • (2005) Radiology , vol.237 , pp. 395-400
    • MacMahon, H.1    Austin, J.H.2    Gamsu, G.3
  • 17
    • 84922001280 scopus 로고    scopus 로고
    • Data-driven decision support for radiologists: re-using the National Lung Screening Trial dataset for pulmonary nodule management
    • Morrison J.J., Hostetter J., Wang K., et al. Data-driven decision support for radiologists: re-using the National Lung Screening Trial dataset for pulmonary nodule management. J Digit Imaging 2015, 28:18-23.
    • (2015) J Digit Imaging , vol.28 , pp. 18-23
    • Morrison, J.J.1    Hostetter, J.2    Wang, K.3
  • 18
    • 58149459500 scopus 로고    scopus 로고
    • Arterial age as a function of coronary artery calcium (from the Multi-Ethnic Study of Atherosclerosis [MESA])
    • McClelland R.L., Nasir K., Budoff M., et al. Arterial age as a function of coronary artery calcium (from the Multi-Ethnic Study of Atherosclerosis [MESA]). Am J Cardiol 2009, 103:59-63.
    • (2009) Am J Cardiol , vol.103 , pp. 59-63
    • McClelland, R.L.1    Nasir, K.2    Budoff, M.3
  • 19
    • 84883271258 scopus 로고    scopus 로고
    • Envisioning Watson as a rapid-learning system for oncology
    • Malin J.L. Envisioning Watson as a rapid-learning system for oncology. J Oncol Pract 2013, 9:155-157.
    • (2013) J Oncol Pract , vol.9 , pp. 155-157
    • Malin, J.L.1
  • 20
    • 77649277855 scopus 로고    scopus 로고
    • Combined structural and neurochemical evaluation of the corticospinal tract in amyotrophic lateral sclerosis
    • Pyra T., Hui B., Hanstock C., et al. Combined structural and neurochemical evaluation of the corticospinal tract in amyotrophic lateral sclerosis. Amyotroph Lateral Scler 2010, 11:157-165.
    • (2010) Amyotroph Lateral Scler , vol.11 , pp. 157-165
    • Pyra, T.1    Hui, B.2    Hanstock, C.3
  • 21
    • 84921327707 scopus 로고    scopus 로고
    • Buying time: a rationale for examining the use of circadian rhythm and sleep interventions to delay progression of mild cognitive impairment to Alzheimer's disease
    • Landry G.J., Liu-Ambrose T. Buying time: a rationale for examining the use of circadian rhythm and sleep interventions to delay progression of mild cognitive impairment to Alzheimer's disease. Front Aging Neurosci 2014, 6:325.
    • (2014) Front Aging Neurosci , vol.6 , pp. 325
    • Landry, G.J.1    Liu-Ambrose, T.2
  • 22
    • 84879077265 scopus 로고    scopus 로고
    • Alzheimer disease in the United States (2010-2050) estimated using the 2010 census
    • Hebert L.E., Weuve J., Scherr P.A., et al. Alzheimer disease in the United States (2010-2050) estimated using the 2010 census. Neurology 2013, 80:1778-1783.
    • (2013) Neurology , vol.80 , pp. 1778-1783
    • Hebert, L.E.1    Weuve, J.2    Scherr, P.A.3
  • 23
    • 84919343493 scopus 로고    scopus 로고
    • The diagnosis and management of mild cognitive impairment: a clinical review
    • Langa K.M., Levine D.A. The diagnosis and management of mild cognitive impairment: a clinical review. JAMA 2014, 312:2551-2561.
    • (2014) JAMA , vol.312 , pp. 2551-2561
    • Langa, K.M.1    Levine, D.A.2
  • 24
    • 79956306210 scopus 로고    scopus 로고
    • Mild cognitive impairment: baseline and longitudinal structural MR imaging measures improve predictive prognosis
    • McEvoy L.K., Holland D., Hagler D.J., et al. Mild cognitive impairment: baseline and longitudinal structural MR imaging measures improve predictive prognosis. Radiology 2011, 259:834-843.
    • (2011) Radiology , vol.259 , pp. 834-843
    • McEvoy, L.K.1    Holland, D.2    Hagler, D.J.3
  • 25
    • 84867139157 scopus 로고    scopus 로고
    • Radiomics: the process and the challenges
    • Kumar V., Gu Y., Basu S., et al. Radiomics: the process and the challenges. Magn Reson Imaging 2012, 30:1234-1248.
    • (2012) Magn Reson Imaging , vol.30 , pp. 1234-1248
    • Kumar, V.1    Gu, Y.2    Basu, S.3
  • 26
    • 84857037061 scopus 로고    scopus 로고
    • Radiomics: extracting more information from medical images using advanced feature analysis
    • Lambin P., Rios-Velazquez E., Leijenaar R., et al. Radiomics: extracting more information from medical images using advanced feature analysis. Eur J Cancer 2012, 48:441-446.
    • (2012) Eur J Cancer , vol.48 , pp. 441-446
    • Lambin, P.1    Rios-Velazquez, E.2    Leijenaar, R.3
  • 27
    • 84901946941 scopus 로고    scopus 로고
    • Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach
    • Aerts H.J., Velazquez E.R., Leijenaar R.T., et al. Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach. Nat Commun 2014, 5:4006.
    • (2014) Nat Commun , vol.5 , pp. 4006
    • Aerts, H.J.1    Velazquez, E.R.2    Leijenaar, R.T.3
  • 28
    • 84938605070 scopus 로고    scopus 로고
    • Radiogenomics: what it is and why it is important
    • Mazurowski M.A. Radiogenomics: what it is and why it is important. J Am Coll Radiol 2015, 12:862-866.
    • (2015) J Am Coll Radiol , vol.12 , pp. 862-866
    • Mazurowski, M.A.1
  • 29
    • 84903188157 scopus 로고    scopus 로고
    • Radiogenomics: radiobiology enters the era of big data and team science
    • Rosenstein B.S., West C.M., Bentzen S.M., et al. Radiogenomics: radiobiology enters the era of big data and team science. Int J Radiat Oncol Biol Phys 2014, 89:709-713.
    • (2014) Int J Radiat Oncol Biol Phys , vol.89 , pp. 709-713
    • Rosenstein, B.S.1    West, C.M.2    Bentzen, S.M.3
  • 30
    • 67650473563 scopus 로고    scopus 로고
    • A strategy for health care reform-toward a value-based system
    • Porter M.E. A strategy for health care reform-toward a value-based system. N Engl J Med 2009, 361:109-112.
    • (2009) N Engl J Med , vol.361 , pp. 109-112
    • Porter, M.E.1
  • 31
    • 78650589643 scopus 로고    scopus 로고
    • What is value in health care?
    • Porter M.E. What is value in health care?. N Engl J Med 2010, 363:2477-2481.
    • (2010) N Engl J Med , vol.363 , pp. 2477-2481
    • Porter, M.E.1
  • 32
    • 84865731495 scopus 로고    scopus 로고
    • Beyond diagnostic accuracy: the clinical utility of diagnostic tests
    • Bossuyt P.M., Reitsma J.B., Linnet K., et al. Beyond diagnostic accuracy: the clinical utility of diagnostic tests. Clin Chem 2012, 58:1636-1643.
    • (2012) Clin Chem , vol.58 , pp. 1636-1643
    • Bossuyt, P.M.1    Reitsma, J.B.2    Linnet, K.3
  • 33
    • 84858061434 scopus 로고    scopus 로고
    • Assessing the value of diagnostic tests: a framework for designing and evaluating trials
    • Ferrante di Ruffano L., Hyde C.J., McCaffery K.J., et al. Assessing the value of diagnostic tests: a framework for designing and evaluating trials. BMJ 2012, 344:e686.
    • (2012) BMJ , vol.344 , pp. e686
    • Ferrante di Ruffano, L.1    Hyde, C.J.2    McCaffery, K.J.3
  • 34
    • 33748796017 scopus 로고    scopus 로고
    • Estimated annual number of incident and recurrent, non-fatal and fatal venous thromboembolism (VTE) events in the US
    • Heit J., Cohen A., Anderson F.J. Estimated annual number of incident and recurrent, non-fatal and fatal venous thromboembolism (VTE) events in the US. Blood 2005, 106:267A.
    • (2005) Blood , vol.106 , pp. 267A
    • Heit, J.1    Cohen, A.2    Anderson, F.J.3
  • 35
    • 84920765628 scopus 로고    scopus 로고
    • Inpatient resource use and cost burden of deep vein thrombosis and pulmonary embolism in the United States
    • LaMori J.C., Shoheiber O., Mody S.H., et al. Inpatient resource use and cost burden of deep vein thrombosis and pulmonary embolism in the United States. Clin Ther 2015, 37:62-70.
    • (2015) Clin Ther , vol.37 , pp. 62-70
    • LaMori, J.C.1    Shoheiber, O.2    Mody, S.H.3
  • 36
    • 0026640165 scopus 로고
    • Central pulmonary thromboembolism: diagnosis with spiral volumetric CT with the single-breath-hold technique-comparison with pulmonary angiography
    • Remy-Jardin M., Remy J., Wattinne L., et al. Central pulmonary thromboembolism: diagnosis with spiral volumetric CT with the single-breath-hold technique-comparison with pulmonary angiography. Radiology 1992, 185:381-387.
    • (1992) Radiology , vol.185 , pp. 381-387
    • Remy-Jardin, M.1    Remy, J.2    Wattinne, L.3
  • 37
    • 27144440472 scopus 로고    scopus 로고
    • Use of spiral computed tomography contrast angiography and ultrasonography to exclude the diagnosis of pulmonary embolism in the emergency department
    • Anderson D.R., Kovacs M.J., Dennie C., et al. Use of spiral computed tomography contrast angiography and ultrasonography to exclude the diagnosis of pulmonary embolism in the emergency department. J Emerg Med 2005, 29:399-404.
    • (2005) J Emerg Med , vol.29 , pp. 399-404
    • Anderson, D.R.1    Kovacs, M.J.2    Dennie, C.3
  • 38
    • 84857700816 scopus 로고    scopus 로고
    • ACR Appropriateness Criteria(R) acute chest pain-suspected pulmonary embolism
    • Bettmann M.A., Baginski S.G., White R.D., et al. ACR Appropriateness Criteria(R) acute chest pain-suspected pulmonary embolism. J Thorac Imaging 2012, 27:W28-W31.
    • (2012) J Thorac Imaging , vol.27 , pp. W28-W31
    • Bettmann, M.A.1    Baginski, S.G.2    White, R.D.3
  • 39
    • 49149094139 scopus 로고    scopus 로고
    • CT angiography in the evaluation of acute pulmonary embolus
    • Costantino M.M., Randall G., Gosselin M., et al. CT angiography in the evaluation of acute pulmonary embolus. AJR Am J Roentgenol 2008, 191:471-474.
    • (2008) AJR Am J Roentgenol , vol.191 , pp. 471-474
    • Costantino, M.M.1    Randall, G.2    Gosselin, M.3
  • 40
    • 79955765656 scopus 로고    scopus 로고
    • Time trends in pulmonary embolism in the United States: evidence of overdiagnosis
    • Wiener R.S., Schwartz L.M., Woloshin S. Time trends in pulmonary embolism in the United States: evidence of overdiagnosis. Arch Intern Med 2011, 171:831-837.
    • (2011) Arch Intern Med , vol.171 , pp. 831-837
    • Wiener, R.S.1    Schwartz, L.M.2    Woloshin, S.3
  • 41
    • 84928096416 scopus 로고    scopus 로고
    • You should eliminate paper from your PACS workflow: why and how?
    • Khorasani R. You should eliminate paper from your PACS workflow: why and how?. J Am Coll Radiol 2006, 3:628-629.
    • (2006) J Am Coll Radiol , vol.3 , pp. 628-629
    • Khorasani, R.1
  • 42
    • 84928100831 scopus 로고    scopus 로고
    • Which radiology application drives your workflow? Which should?
    • Prevedello L., Khorasani R. Which radiology application drives your workflow? Which should?. J Am Coll Radiol 2013, 10:80-82.
    • (2013) J Am Coll Radiol , vol.10 , pp. 80-82
    • Prevedello, L.1    Khorasani, R.2
  • 43
    • 77949904903 scopus 로고    scopus 로고
    • Informatics in radiology: automated Web-based graphical dashboard for radiology operational business intelligence
    • Nagy P.G., Warnock M.J., Daly M., et al. Informatics in radiology: automated Web-based graphical dashboard for radiology operational business intelligence. Radiographics 2009, 29:1897-1906.
    • (2009) Radiographics , vol.29 , pp. 1897-1906
    • Nagy, P.G.1    Warnock, M.J.2    Daly, M.3
  • 44
    • 79959692092 scopus 로고    scopus 로고
    • Improving financial performance by modeling and analysis of radiology procedure scheduling at a large community hospital
    • Lu L., Li J., Gisler P. Improving financial performance by modeling and analysis of radiology procedure scheduling at a large community hospital. J Med Syst 2011, 35:299-307.
    • (2011) J Med Syst , vol.35 , pp. 299-307
    • Lu, L.1    Li, J.2    Gisler, P.3
  • 45
    • 84861326925 scopus 로고    scopus 로고
    • Automated detection of critical results in radiology reports
    • Lakhani P., Kim W., Langlotz C.P. Automated detection of critical results in radiology reports. J Digit Imaging 2012, 25:30-36.
    • (2012) J Digit Imaging , vol.25 , pp. 30-36
    • Lakhani, P.1    Kim, W.2    Langlotz, C.P.3
  • 46
    • 13844299378 scopus 로고    scopus 로고
    • Utilization of radiology services in the United States: levels and trends in modalities, regions, and populations
    • Bhargavan M., Sunshine J.H. Utilization of radiology services in the United States: levels and trends in modalities, regions, and populations. Radiology 2005, 234:824-832.
    • (2005) Radiology , vol.234 , pp. 824-832
    • Bhargavan, M.1    Sunshine, J.H.2
  • 47
    • 77950604929 scopus 로고    scopus 로고
    • Geographic variation in the utilization of noninvasive diagnostic imaging: national medicare data, 1998-2007
    • Parker L., Levin D.C., Frangos A., et al. Geographic variation in the utilization of noninvasive diagnostic imaging: national medicare data, 1998-2007. AJR Am J Roentgenol 2010, 194:1034-1039.
    • (2010) AJR Am J Roentgenol , vol.194 , pp. 1034-1039
    • Parker, L.1    Levin, D.C.2    Frangos, A.3
  • 48
    • 84928096123 scopus 로고    scopus 로고
    • The national radiology data registry: a necessary component of quality health care
    • Patti J.A. The national radiology data registry: a necessary component of quality health care. J Am Coll Radiol 2011, 8:453.
    • (2011) J Am Coll Radiol , vol.8 , pp. 453
    • Patti, J.A.1
  • 49
    • 84928095988 scopus 로고    scopus 로고
    • ACR Appropriateness Criteria(R) right lower quadrant pain-suspected appendicitis
    • Rosen M.P., Ding A., Blake M.A., et al. ACR Appropriateness Criteria(R) right lower quadrant pain-suspected appendicitis. J Am Coll Radiol 2011, 8:749-755.
    • (2011) J Am Coll Radiol , vol.8 , pp. 749-755
    • Rosen, M.P.1    Ding, A.2    Blake, M.A.3
  • 50
    • 84864407083 scopus 로고    scopus 로고
    • A critical evaluation of US for the diagnosis of pediatric acute appendicitis in a real-life setting: how can we improve the diagnostic value of sonography?
    • Trout A.T., Sanchez R., Ladino-Torres M.F., et al. A critical evaluation of US for the diagnosis of pediatric acute appendicitis in a real-life setting: how can we improve the diagnostic value of sonography?. Pediatr Radiol 2012, 42:813-823.
    • (2012) Pediatr Radiol , vol.42 , pp. 813-823
    • Trout, A.T.1    Sanchez, R.2    Ladino-Torres, M.F.3
  • 51
    • 85027949896 scopus 로고    scopus 로고
    • RADPEER peer review: relevance, use, concerns, challenges, and direction forward
    • Abujudeh H., Pyatt R.S., Bruno M.A., et al. RADPEER peer review: relevance, use, concerns, challenges, and direction forward. J Am Coll Radiol 2014, 11:899-904.
    • (2014) J Am Coll Radiol , vol.11 , pp. 899-904
    • Abujudeh, H.1    Pyatt, R.S.2    Bruno, M.A.3
  • 52
    • 84891641234 scopus 로고    scopus 로고
    • Making the switch to vendor-neutral archiving. How to optimize comprehensive data storage for healthcare's new age
    • 2-3
    • Strowig G. Making the switch to vendor-neutral archiving. How to optimize comprehensive data storage for healthcare's new age. Health Manag Technol 2013, 34:10. 2-3.
    • (2013) Health Manag Technol , vol.34 , pp. 10
    • Strowig, G.1
  • 53
    • 84949667861 scopus 로고    scopus 로고
    • METEOR: an enterprise health informatics environment to support evidence-based medicine
    • Puppala M., He T., Chen S., et al. METEOR: an enterprise health informatics environment to support evidence-based medicine. IEEE Trans Biomed Eng 2015, http://dx.doi.org/10.1109/TBME.2015.2450181.
    • (2015) IEEE Trans Biomed Eng
    • Puppala, M.1    He, T.2    Chen, S.3
  • 54
    • 84940451018 scopus 로고    scopus 로고
    • Enabling a learning health system through a unified enterprise data warehouse: the experience of the Northwestern University Clinical and Translational Sciences (NUCATS) Institute
    • Starren J.B., Winter A.Q., Lloyd-Jones D.M. Enabling a learning health system through a unified enterprise data warehouse: the experience of the Northwestern University Clinical and Translational Sciences (NUCATS) Institute. Clin Transl Sci 2015, 8:269-271.
    • (2015) Clin Transl Sci , vol.8 , pp. 269-271
    • Starren, J.B.1    Winter, A.Q.2    Lloyd-Jones, D.M.3
  • 55
  • 56
    • 79952761041 scopus 로고    scopus 로고
    • The DEDUCE Guided Query tool: providing simplified access to clinical data for research and quality improvement
    • Horvath M.M., Winfield S., Evans S., et al. The DEDUCE Guided Query tool: providing simplified access to clinical data for research and quality improvement. J Biomed Inform 2011, 44:266-276.
    • (2011) J Biomed Inform , vol.44 , pp. 266-276
    • Horvath, M.M.1    Winfield, S.2    Evans, S.3
  • 57
    • 77953147757 scopus 로고    scopus 로고
    • The enterprise data trust at Mayo Clinic: a semantically integrated warehouse of biomedical data
    • Chute C.G., Beck S.A., Fisk T.B., et al. The enterprise data trust at Mayo Clinic: a semantically integrated warehouse of biomedical data. J Am Med Inform Assoc 2010, 17:131-135.
    • (2010) J Am Med Inform Assoc , vol.17 , pp. 131-135
    • Chute, C.G.1    Beck, S.A.2    Fisk, T.B.3
  • 58
    • 84928096721 scopus 로고    scopus 로고
    • Practical examples of natural language processing in radiology
    • Lacson R., Khorasani R. Practical examples of natural language processing in radiology. J Am Coll Radiol 2011, 8:872-874.
    • (2011) J Am Coll Radiol , vol.8 , pp. 872-874
    • Lacson, R.1    Khorasani, R.2
  • 59
    • 73949108124 scopus 로고    scopus 로고
    • The annotation and image mark-up project
    • Channin D.S., Mongkolwat P., Kleper V., et al. The annotation and image mark-up project. Radiology 2009, 253:590-592.
    • (2009) Radiology , vol.253 , pp. 590-592
    • Channin, D.S.1    Mongkolwat, P.2    Kleper, V.3
  • 60
    • 84880152875 scopus 로고    scopus 로고
    • Creating accountability in image quality analysis part 3: creation of a standardized image-centric mark-up and annotation tool
    • Reiner B.I. Creating accountability in image quality analysis part 3: creation of a standardized image-centric mark-up and annotation tool. J Digit Imaging 2013, 26:600-604.
    • (2013) J Digit Imaging , vol.26 , pp. 600-604
    • Reiner, B.I.1
  • 61
    • 84994026358 scopus 로고    scopus 로고
    • Nipype: a flexible, lightweight and extensible neuroimaging data processing framework in python
    • Gorgolewski K., Burns C.D., Madison C., et al. Nipype: a flexible, lightweight and extensible neuroimaging data processing framework in python. Front Neuroinform 2011, 5:13.
    • (2011) Front Neuroinform , vol.5 , pp. 13
    • Gorgolewski, K.1    Burns, C.D.2    Madison, C.3
  • 62
    • 0036826508 scopus 로고    scopus 로고
    • Automatic "pipeline" analysis of 3-D MRI data for clinical trials: application to multiple sclerosis
    • Zijdenbos A.P., Forghani R., Evans A.C. Automatic "pipeline" analysis of 3-D MRI data for clinical trials: application to multiple sclerosis. IEEE Trans Med Imaging 2002, 21:1280-1291.
    • (2002) IEEE Trans Med Imaging , vol.21 , pp. 1280-1291
    • Zijdenbos, A.P.1    Forghani, R.2    Evans, A.C.3
  • 63
    • 84880079763 scopus 로고    scopus 로고
    • Potentiality of big data in the medical sector: focus on how to reshape the healthcare system
    • Jee K., Kim G.H. Potentiality of big data in the medical sector: focus on how to reshape the healthcare system. Healthc Inform Res 2013, 19:79-85.
    • (2013) Healthc Inform Res , vol.19 , pp. 79-85
    • Jee, K.1    Kim, G.H.2
  • 64
    • 84883448855 scopus 로고    scopus 로고
    • Making data sharing work: the FCP/INDI experience
    • Mennes M., Biswal B.B., Castellanos F.X., et al. Making data sharing work: the FCP/INDI experience. Neuroimage 2013, 82:683-691.
    • (2013) Neuroimage , vol.82 , pp. 683-691
    • Mennes, M.1    Biswal, B.B.2    Castellanos, F.X.3
  • 65
    • 11144270160 scopus 로고    scopus 로고
    • The dragon on the gold: myths and realities for data mining in biomedicine and biotechnology using digital and molecular libraries
    • Robson B. The dragon on the gold: myths and realities for data mining in biomedicine and biotechnology using digital and molecular libraries. J Proteome Res 2004, 3:1113-1119.
    • (2004) J Proteome Res , vol.3 , pp. 1113-1119
    • Robson, B.1
  • 66
    • 84861403768 scopus 로고    scopus 로고
    • The methods of comparative effectiveness research
    • Sox H.C., Goodman S.N. The methods of comparative effectiveness research. Annu Rev Public Health 2012, 33:425-445.
    • (2012) Annu Rev Public Health , vol.33 , pp. 425-445
    • Sox, H.C.1    Goodman, S.N.2
  • 69
    • 7044224928 scopus 로고    scopus 로고
    • Multiple analyses in clinical trials: sound science or data dredging?
    • Lord S.J., Gebski V.J., Keech A.C. Multiple analyses in clinical trials: sound science or data dredging?. Med J Aust 2004, 181:452-454.
    • (2004) Med J Aust , vol.181 , pp. 452-454
    • Lord, S.J.1    Gebski, V.J.2    Keech, A.C.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.