Machine Learning Analysis of Digital Clock Drawing Test Performance for Differential Classification of Mild Cognitive Impairment Subtypes Versus Alzheimer's Disease

作者: Russell Binaco , Nicholas Calzaretto , Jacob Epifano , Sean McGuire , Muhammad Umer

DOI: 10.1017/S1355617720000144

关键词: Machine learningArtificial neural networkTest performanceCognitive impairmentFeature selectionNeuropsychologyArtificial intelligenceDigital clockDiseaseCross-validationMedicine

摘要: Objective:To determine how well machine learning … features obtained from the digital Clock Drawing Test (dCDT).… clock drawing command and copy procedures, that is, draw the face of …

参考文章(54)
Tracey Holsinger, Brenda L. Plassman, Karen M. Stechuchak, James R. Burke, Cynthia J. Coffman, John W. Williams, Stability of Diagnoses of Cognitive Impairment, Not Dementia in a Veterans Affairs Primary Care Population. Journal of the American Geriatrics Society. ,vol. 63, pp. 1105- 1111 ,(2015) , 10.1111/JGS.13455
Diederik P. Kingma, Jimmy Ba, Adam: A Method for Stochastic Optimization arXiv: Learning. ,(2014)
Dean C. Delis, Gordon Winocur, Larry Leach, Morris Freedman, Edith Kaplan, Kenneth I. Shulman, Clock Drawing: A Neuropsychological Analysis ,(1994)
Marshal F. Folstein, Susan E. Folstein, Paul R. McHugh, “Mini-mental state” Journal of Psychiatric Research. ,vol. 12, pp. 189- 198 ,(1975) , 10.1016/0022-3956(75)90026-6
Tania Giovannetti Carew, Melissa Lamar, Blaine S. Cloud, Murray Grossman, David J. Libon, Impairment in Category Fluency in Ischemic Vascular Dementia Neuropsychology (journal). ,vol. 11, pp. 400- 412 ,(1997) , 10.1037/0894-4105.11.3.400
H. Tuokko, T. Hadjistavropoulos, J. A. Miller, B. L. Beattie, The Clock Test: a sensitive measure to differentiate normal elderly from those with Alzheimer disease. Journal of the American Geriatrics Society. ,vol. 40, pp. 579- 584 ,(1992) , 10.1111/J.1532-5415.1992.TB02106.X
Lena Ehreke, Melanie Luppa, Tobias Luck, Birgitt Wiese, Siegfried Weyerer, Sandra Eifflaender-Gorfer, Dagmar Weeg, Julia Olbrich, Hendrik van den Bussche, Cadja Bachmann, Marion Eisele, Wolfgang Maier, Frank Jessen, Michael Wagner, Angela Fuchs, Michael Pentzek, Matthias C. Angermeyer, Hans-Helmut König, Steffi G. Riedel-Heller, Is the clock drawing test appropriate for screening for mild cognitive impairment?--Results of the German study on Ageing, Cognition and Dementia in Primary Care Patients (AgeCoDe). Dementia and Geriatric Cognitive Disorders. ,vol. 28, pp. 365- 372 ,(2009) , 10.1159/000253484
Melissa Lamar, Catherine C Price, Kelly L Davis, Edith Kaplan, David J Libon, Capacity to maintain mental set in dementia. Neuropsychologia. ,vol. 40, pp. 435- 445 ,(2002) , 10.1016/S0028-3932(01)00125-7
Stephanie Cosentino, Angela Jefferson, Douglas L Chute, Edith Kaplan, David J Libon, Clock drawing errors in dementia: neuropsychological and neuroanatomical considerations. Cognitive and Behavioral Neurology. ,vol. 17, pp. 74- 84 ,(2004) , 10.1097/01.WNN.0000119564.08162.46