Using The Apriori Algorithm To Classify The Care Needs Of Patients With Different Types Of Dementia

References

• Livingston G, Sommerlad A, Orgeta V, et al. Dementia prevention, intervention, and care. Lancet. 2017;390(10113):2673–2734. doi:10.1016/S0140-6736(17)31363-628735855
   PubMed Web of Science ®Google Scholar
• Prince M, Bryce R, Albanese E, Wimo A, Ribeiro W, Ferri CP. The global prevalence of dementia: a systematic review and metaanalysis. Alzheimers Dement. 2013;9(1):63–75e2. doi:10.1016/j.jalz.2012.11.00723305823
   PubMed Web of Science ®Google Scholar
• Prince M, Ali G-C, Guerchet M, Prina AM, Albanese E, Wu Y-T. Recent global trends in the prevalence and incidence of dementia, and survival with dementia. Alzheimer’s Res Ther. 2016;8(1):23. doi:10.1186/s13195-016-0188-827473681
   PubMed Web of Science ®Google Scholar
• Wu YT, Lee HY, Norton S, et al. Prevalence studies of dementia in mainland China, Hong Kong and Taiwan: a systematic review and meta-analysis. PLoS One. 2013;8(6):e66252. doi:10.1371/journal.pone.006625223776645
   PubMed Web of Science ®Google Scholar
• Statistical Yearbook of Interior 2018 Available from: https://www.moi.gov.tw/stat/news_detail.aspx?sn=13742 Accessed June 13, 2019.
   Google Scholar
• Sun Y, Lee HJ, Yang SC, et al. A nationwide survey of mild cognitive impairment and dementia, including very mild dementia, in Taiwan. PLoS One. 2014;9(6):e100303. doi:10.1371/journal.pone.010030324940604
   PubMed Web of Science ®Google Scholar
• van der Roest HG, Meiland FJ, Maroccini R, Comijs HC, Jonker C, Dröes RM. Subjective needs of people with dementia: a review of the literature. Int Psychogeriatr. 2007;19(3):559–592. doi:10.1017/S104161020600471617201993
   PubMed Web of Science ®Google Scholar
• Austrom MG, Carvell CA, Alder CA, Gao S, Boustani M, LaMantia M. Workforce development to provide person-centered care. Aging Ment Health. 2016;20(8):781–792. doi:10.1080/13607863.2015.111980226666358
   PubMed Web of Science ®Google Scholar
• Khanassov V, Vedel I. Family physician-case manager collaboration and needs of patients with dementia and their caregivers: a systematic mixed studies review. Ann Fam Med. 2016;14(2):166–177. doi:10.1370/afm.189826951593
   PubMed Web of Science ®Google Scholar
• Molony SL, Kolanowski A, Van Haitsma K, Rooney KE. Person-centered assessment and care planning. Gerontologist. 2018;58(suppl_1):S32–S47. doi:10.1093/geront/gnx17329361071
   PubMed Web of Science ®Google Scholar
• Reilly S, Miranda-Castillo C, Malouf R, et al. Case management approaches to home support for people with dementia. Cochrane Database Syst Rev. 2015;5(1):CD008345.
   Google Scholar
• Dreier-Wolfgramm A, Michalowsky B, Austrom MG, et al. Dementia care management in primary care : current collaborative care models and the case for interprofessional education. Z Gerontol Geriatr. 2017;50(Suppl 2):68–77. doi:10.1007/s00391-017-1220-828364258
   PubMed Web of Science ®Google Scholar
• Ganz DA, Koretz BK, Bail JK, et al. Nurse practitioner comanagement for patients in an academic geriatric practice. Am J Manag Care. 2010;16(12):e343–e355.21291291
   PubMed Web of Science ®Google Scholar
• Vickrey BG, Mittman BS, Connor KI, et al. The effect of a disease management intervention on quality and outcomes of dementia care: a randomized, controlled trial. Ann Intern Med. 2006;145(10):713–726. doi:10.7326/0003-4819-145-10-200611210-0000417116916
   PubMed Web of Science ®Google Scholar
• Callahan CM, Boustani MA, Unverzagt FW, et al. Effectiveness of collaborative care for older adults with Alzheimer disease in primary care: a randomized controlled trial. JAMA. 2006;295(18):2148–2157. doi:10.1001/jama.295.18.214816684985
   PubMed Web of Science ®Google Scholar
• Hsu YY, Chen FM, Wang WF, Lin CW, Wu HH. Using classification and regression tree to identify care target combinations for different dementia patients from a medical center in Taiwan. J Med Imag Health In. 2018;8(4):701–705.
   Web of Science ®Google Scholar
• Sanders AE, Nininger J, Absher J, Bennett A, Shugarman S, Roca R. Quality improvement in neurology: dementia management quality measurement set update. Neurology. 2017;88(20):1951–1957. doi:10.1212/WNL.000000000000391728461640
   PubMed Web of Science ®Google Scholar
• Black BS, Johnston D, Rabins PV, Morrison A, Lyketsos C, Samus QM. Unmet needs of community-residing persons with dementia and their informal caregivers: findings from the maximizing independence at home study. J Am Geriatr Soc. 2013;61(12):2087–2095. doi:10.1111/jgs.1254924479141
   PubMed Web of Science ®Google Scholar
• Eichler T, Thyrian JR, Hertel J, et al. Unmet needs of community-dwelling primary care patients with dementia in Germany: prevalence and correlates. J Alzheimers Dis. 2016;51(3):847–855. doi:10.3233/JAD-15093526890767
   PubMed Web of Science ®Google Scholar
• Johnston D, Samus QM, Morrison A, et al. Identification of community-residing individuals with dementia and their unmet needs for care. Int J Geriatr Psychiatry. 2011;26(3):292–298. doi:10.1002/gps.252720658473
   PubMed Web of Science ®Google Scholar
• Han J, Kamber M. Data Mining: Concepts and Techniques. 2nd ed. New York: Morgan Kaufmann Publishers; 2006.
   Google Scholar
• Albert MS, DeKosky ST, Dickson D, et al. The diagnosis of mild cognitive impairment due to Alzheimer’s disease: recommendations from the National Institute on Aging-Alzheimer’s Association workgroups on diagnostic guidelines for Alzheimer’s disease. Alzheimers Dement. 2011;7(3):270–279. doi:10.1016/j.jalz.2011.03.00821514249
   PubMed Web of Science ®Google Scholar
• McKhann GM, Knopman DS, Chertkow H, et al. The diagnosis of dementia due to Alzheimer’s disease: recommendations from the National Institute on Aging-Alzheimer’s Association workgroups on diagnostic guidelines for Alzheimer’s disease. Alzheimers Dement. 2011;7(3):263–269. doi:10.1016/j.jalz.2011.03.00521514250
   PubMed Web of Science ®Google Scholar
• Sachdev P, Kalaria R, O’Brien J, et al. Diagnostic criteria for vascular cognitive disorders: a VASCOG statement. Alzheimer Dis Assoc Disord. 2014;28(3):206–218. doi:10.1097/WAD.000000000000003424632990
   PubMed Web of Science ®Google Scholar
• Emre M, Aarsland D, Brown R, et al. Clinical diagnostic criteria for dementia associated with Parkinson’s disease. Mov Disord. 2007;22(12):1689–1707. doi:10.1002/mds.2150717542011
   PubMed Web of Science ®Google Scholar
• Lee YC, Huang CH, Lin YC, Wu HH. Association rule mining to Identify critical demographic variables influencing the degree of burnout in a regional teaching hospital. Tem J. 2017;6(3):497–502.
   Google Scholar
• Yan GJ, Wang WF, Jhang KM, Lin CW, Wu HH. Association between patients with dementia and high caregiving burden for caregivers from a medical center in Taiwan. Psychol Res Behav Manag. 2019;12:55–65. doi:10.2147/PRBM.S18767630697090
   PubMed Web of Science ®Google Scholar
• Larose DT. Discovering Knowledge in Data: An Introduction to Data Mining. Hoboken, NJ: John Wiley and Sons; 2005.
   Google Scholar
• Millenaar JK, Bakker C, Koopmans RT, Verhey FR, Kurz A, de Vugt ME. The care needs and experiences with the use of services of people with young-onset dementia and their caregivers: a systematic review. Int J Geriatr Psychiatry. 2016;31(12):1261–1276. doi:10.1002/gps.450227271788
   PubMed Web of Science ®Google Scholar
• Goldman JG, Vernaleo BA, Camicioli R, et al. Cognitive impairment in Parkinson’s disease: a report from a multidisciplinary symposium on unmet needs and future directions to maintain cognitive health. NPJ Parkinsons Dis. 2018;4:19. doi:10.1038/s41531-018-0055-329951580
   PubMed Web of Science ®Google Scholar
• Galvin JE, Duda JE, Kaufer DI, Lippa CF, Taylor A, Zarit SH. Lewy body dementia: caregiver burden and unmet needs. Alzheimer Dis Assoc Disord. 2010;24(2):177–181. doi:10.1097/WAD.0b013e3181c72b5d20505434
   PubMed Web of Science ®Google Scholar
• Petersen RC, Lopez O, Armstrong MJ, et al. Practice guideline update summary: mild cognitive impairment: report of the guideline development, dissemination, and implementation subcommittee of the American Academy of Neurology. Neurology. 2018;90(3):126–135. doi:10.1212/WNL.000000000000482629282327
   PubMed Web of Science ®Google Scholar
• Wawrziczny E, Pasquier F, Ducharme F, Kergoat MJ, Antoine P. Do spouse caregivers of young and older persons with dementia have different needs? A comparative study. Psychogeriatrics. 2017;17(5):282–291. doi:10.1111/psyg.1223428130806
   PubMed Web of Science ®Google Scholar