메뉴 건너뛰기




Volumn 4, Issue 4, 2015, Pages

Using computational approaches to improve risk-stratified patient management: Rationale and methods

Author keywords

Computer simulation; Decision support techniques; Forecasting; Machine learning; Patient care management

Indexed keywords


EID: 84948649680     PISSN: None     EISSN: 19290748     Source Type: Journal    
DOI: 10.2196/resprot.5039     Document Type: Article
Times cited : (22)

References (90)
  • 1
    • 84956891854 scopus 로고    scopus 로고
    • AHRQ Publication Q14-0038. Rockville, MD: Agency for Healthcare Research and Quality; [accessed 2015-08-10] [WebCite Cache ID 6agZSmKuf]
    • Gerteis J, Izrael D, Deitz D, LeRoy L, Ricciardi R, Miller T, et al. Multiple Chronic Conditions Chartbook. AHRQ Publications No. Q14-0038. Rockville, MD: Agency for Healthcare Research and Quality; 2014. URL:http://www.ahrq.gov/sites/default/files/wysiwyg/professionals/prevention-chronic-care/decision/mcc/mccchartbook.pdf [accessed 2015-08-10] [WebCite Cache ID 6agZSmKuf]
    • (2014) Multiple Chronic Conditions Chartbook
    • Gerteis, J1    Izrael, D2    Deitz, D3    LeRoy, L4    Ricciardi, R5    Miller, T6
  • 2
    • 36448992960 scopus 로고    scopus 로고
    • Multiple chronic conditions: Prevalence, health consequences, and implications for quality, care management, and costs
    • Dec; Suppl 3: [FREE Full text] [doi] [Medline: 18026807]
    • Vogeli C, Shields A, Lee T, Gibson T, Marder W, Weiss K, et al. Multiple chronic conditions: Prevalence, health consequences, and implications for quality, care management, and costs. J Gen Intern Med 2007 Dec; 22 Suppl 3:391-395 [FREE Full text] [doi: 10.1007/s11606-007-0322-1] [Medline: 18026807]
    • (2007) J Gen Intern Med , vol.22 , pp. 391-395
    • Vogeli, C1    Shields, A2    Lee, T3    Gibson, T4    Marder, W5    Weiss, K6
  • 3
    • 84891797038 scopus 로고    scopus 로고
    • Managing manifest diseases, but not health risks, saved PepsiCo money over seven years
    • Jan; [doi] [Medline: 24395944]
    • Caloyeras J, Liu H, Exum E, Broderick M, Mattke S. Managing manifest diseases, but not health risks, saved PepsiCo money over seven years. Health Aff (Millwood) 2014 Jan; 33(1):124-131. [doi: 10.1377/hlthaff.2013.0625] [Medline: 24395944]
    • (2014) Health Aff (Millwood) , vol.33 , Issue.1 , pp. 124-131
    • Caloyeras, J1    Liu, H2    Exum, E3    Broderick, M4    Mattke, S.5
  • 4
    • 85106543171 scopus 로고    scopus 로고
    • Washington, DC: Congressional Budget Office; Jan. [accessed 2015-08-10] [WebCite Cache ID 6agZcFxD1]
    • Nelson L. Lessons from Medicare's Demonstration Projects on Disease Management and Care Coordination. Washington, DC: Congressional Budget Office; 2012 Jan. URL:https://www.cbo.gov/sites/default/files/112th-congress-2011-2012/workingpaper/WP2012-01_Nelson_Medicare_DMCC_Demonstrations_1.pdf [accessed 2015-08-10] [WebCite Cache ID 6agZcFxD1]
    • (2012) Lessons from Medicare's Demonstration Projects on Disease Management and Care Coordination
    • Nelson, L.1
  • 5
    • 84870634088 scopus 로고    scopus 로고
    • Oakland, CA: California HealthCare Foundation; Dec. [accessed 2015-08-10] [WebCite Cache ID 6agZoop2H]
    • Levine S, Adams J, Attaway K, Dorr D, Leung M, Popescu P, et al. Predicting the Financial Risks of Seriously Ill Patients. Oakland, CA: California HealthCare Foundation; 2011 Dec. URL:http://www.chcf.org/-/media/MEDIA%20LIBRARY%20Files/PDF/P/PDF%20PredictiveModelingRiskStratification.pdf [accessed 2015-08-10] [WebCite Cache ID 6agZoop2H]
    • (2011) Predicting the Financial Risks of Seriously Ill Patients
    • Levine, S1    Adams, J2    Attaway, K3    Dorr, D4    Leung, M5    Popescu, P6
  • 6
    • 0031786677 scopus 로고    scopus 로고
    • Clinical and economic impact of implementing a comprehensive diabetes management program in managed care
    • Aug; [doi] [Medline: 9709924]
    • Rubin R, Dietrich K, Hawk A. Clinical and economic impact of implementing a comprehensive diabetes management program in managed care. J Clin Endocrinol Metab 1998 Aug; 83(8):2635-2642. [doi: 10.1210/jcem.83.8.5075] [Medline: 9709924]
    • (1998) J Clin Endocrinol Metab , vol.83 , Issue.8 , pp. 2635-2642
    • Rubin, R1    Dietrich, K2    Hawk, A.3
  • 7
    • 0033017539 scopus 로고    scopus 로고
    • A randomized controlled trial of a pediatric asthma outreach program
    • Mar; (Pt 1): [Medline: 10069877]
    • Greineder D, Loane K, Parks P. A randomized controlled trial of a pediatric asthma outreach program. J Allergy Clin Immunol 1999 Mar; 103(3 Pt 1):436-440. [Medline: 10069877]
    • (1999) J Allergy Clin Immunol , vol.103 , Issue.3 , pp. 436-440
    • Greineder, D1    Loane, K2    Parks, P.3
  • 8
    • 0034063846 scopus 로고    scopus 로고
    • Outcomes evaluation of a comprehensive intervention program for asthmatic children enrolled in medicaid
    • May; [Medline: 10790458]
    • Kelly C, Morrow A, Shults J, Nakas N, Strope G, Adelman R. Outcomes evaluation of a comprehensive intervention program for asthmatic children enrolled in medicaid. Pediatrics 2000 May; 105(5):1029-1035. [Medline: 10790458]
    • (2000) Pediatrics , vol.105 , Issue.5 , pp. 1029-1035
    • Kelly, C1    Morrow, A2    Shults, J3    Nakas, N4    Strope, G5    Adelman, R.6
  • 9
    • 0345503505 scopus 로고    scopus 로고
    • A disease management program utilizing life coaches for children with asthma
    • Axelrod R, Zimbro K, Chetney R, Sabol J, Ainsworth V. A disease management program utilizing life coaches for children with asthma. J Clin Outcomes Manag 2001; 8(6):38-42.
    • (2001) J Clin Outcomes Manag , vol.8 , Issue.6 , pp. 38-42
    • Axelrod, R1    Zimbro, K2    Chetney, R3    Sabol, J4    Ainsworth, V.5
  • 11
    • 0742287028 scopus 로고    scopus 로고
    • Predictive modeling in health plans
    • [doi]
    • Axelrod R, Vogel D. Predictive modeling in health plans. Disease Management & Health Outcomes 2003; 11(12):779-787. [doi: 10.2165/00115677-200311120-00003]
    • (2003) Disease Management & Health Outcomes , vol.11 , Issue.12 , pp. 779-787
    • Axelrod, R1    Vogel, D.2
  • 12
    • 84973146356 scopus 로고    scopus 로고
    • Commission for Case Manager Certification. [accessed 2015-08-10] [WebCite Cache ID 6agZuMc1N]
    • Commission for Case Manager Certification. Definition and philosophy of case managementURL:http://ccmcertification. org/about-us/about-case-management/definition-and-philosophy-case-management [accessed 2015-08-10] [WebCite Cache ID 6agZuMc1N]
    • Definition and philosophy of case managementURL
  • 14
    • 0842263890 scopus 로고    scopus 로고
    • Asthma population management: Development and validation of a practical 3-level risk stratification scheme
    • Jan; [FREE Full text] [Medline: 14738184]
    • Schatz M, Nakahiro R, Jones C, Roth R, Joshua A, Petitti D. Asthma population management: Development and validation of a practical 3-level risk stratification scheme. Am J Manag Care 2004 Jan; 10(1):25-32 [FREE Full text] [Medline: 14738184]
    • (2004) Am J Manag Care , vol.10 , Issue.1 , pp. 25-32
    • Schatz, M1    Nakahiro, R2    Jones, C3    Roth, R4    Joshua, A5    Petitti, D.6
  • 15
    • 84865115234 scopus 로고    scopus 로고
    • Health Dialog, King's Fund, New York University. London, UK: King's Fund; Dec. [accessed 2015-08-09] [WebCite Cache ID 6agZysnRM]
    • Health Dialog, King's Fund, New York University. Combined Predictive Model: Final Report. London, UK: King's Fund; 2006 Dec. URL:http://www.kingsfund.org.uk/sites/files/kf/field/field_document/PARR-combined-predictive-model-final-report-dec06.pdf [accessed 2015-08-09] [WebCite Cache ID 6agZysnRM]
    • (2006) Combined Predictive Model: Final Report
  • 16
    • 80051558663 scopus 로고    scopus 로고
    • Inability of providers to predict unplanned readmissions
    • Jul; [FREE Full text] [doi] [Medline: 21399994]
    • Allaudeen N, Schnipper J, Orav E, Wachter R, Vidyarthi A. Inability of providers to predict unplanned readmissions. J Gen Intern Med 2011 Jul; 26(7):771-776 [FREE Full text] [doi: 10.1007/s11606-011-1663-3] [Medline: 21399994]
    • (2011) J Gen Intern Med , vol.26 , Issue.7 , pp. 771-776
    • Allaudeen, N1    Schnipper, J2    Orav, E3    Wachter, R4    Vidyarthi, A.5
  • 17
    • 34447565455 scopus 로고    scopus 로고
    • London, UK: King's Fund; Jun. [accessed 2015-08-10] [WebCite Cache ID 6aga2XBFC]
    • Curry N, Billings J, Darin B, Dixon J, Williams M, Wennberg D. Predictive Risk Project: Literature Review. London, UK: King's Fund; 2015 Jun. URL:http://www.kingsfund.org.uk/sites/files/kf/field/field_document/predictive-risk-literature-review-june2005.pdf [accessed 2015-08-10] [WebCite Cache ID 6aga2XBFC]
    • (2015) Predictive Risk Project: Literature Review
    • Curry, N1    Billings, J2    Darin, B3    Dixon, J4    Williams, M5    Wennberg, D.6
  • 19
    • 33646798449 scopus 로고    scopus 로고
    • Using the SF-12 health status measure to improve predictions of medical expenditures
    • May; (Suppl): [doi] [Medline: 16625065]
    • Fleishman J, Cohen J, Manning W, Kosinski M. Using the SF-12 health status measure to improve predictions of medical expenditures. Med Care 2006 May; 44(5 Suppl):I54-I63. [doi: 10.1097/01.mlr.0000208141.02083.86] [Medline: 16625065]
    • (2006) Med Care , vol.44 , Issue.5 , pp. I54-I63
    • Fleishman, J1    Cohen, J2    Manning, W3    Kosinski, M.4
  • 21
    • 1342283081 scopus 로고    scopus 로고
    • Risk classification of Medicare HMO enrollee cost levels using a decision-tree approach
    • Feb; (Pt 1): [FREE Full text] [Medline: 15011809]
    • Anderson R, Balkrishnan R, Camacho F. Risk classification of Medicare HMO enrollee cost levels using a decision-tree approach. Am J Manag Care 2004 Feb; 10(2 Pt 1):89-98 [FREE Full text] [Medline: 15011809]
    • (2004) Am J Manag Care , vol.10 , Issue.2 , pp. 89-98
    • Anderson, R1    Balkrishnan, R2    Camacho, F.3
  • 22
    • 0642372938 scopus 로고    scopus 로고
    • Using risk-adjustment models to identify high-cost risks
    • Nov; [doi] [Medline: 14583693]
    • Meenan R, Goodman M, Fishman P, Hornbrook M, O'Keeffe-Rosetti MC, Bachman D. Using risk-adjustment models to identify high-cost risks. Med Care 2003 Nov; 41(11):1301-1312. [doi: 10.1097/01.MLR.0000094480.13057.75] [Medline: 14583693]
    • (2003) Med Care , vol.41 , Issue.11 , pp. 1301-1312
    • Meenan, R1    Goodman, M2    Fishman, P3    Hornbrook, M4    O'Keeffe-Rosetti, MC5    Bachman, D.6
  • 23
    • 55949113561 scopus 로고    scopus 로고
    • Case selection for a Medicaid chronic care management program
    • [FREE Full text] [Medline: 19040174]
    • Weir S, Aweh G, Clark R. Case selection for a Medicaid chronic care management program. Health Care Financ Rev 2008; 30(1):61-74 [FREE Full text] [Medline: 19040174]
    • (2008) Health Care Financ Rev , vol.30 , Issue.1 , pp. 61-74
    • Weir, S1    Aweh, G2    Clark, R.3
  • 24
    • 21544443483 scopus 로고    scopus 로고
    • Managed care rebound? Recent changes in health plans' cost containment strategies
    • Suppl Web Exclusives:W4-427-W4-436 [FREE Full text] [doi] [Medline: 15451964]
    • Mays G, Claxton G, White J. Managed care rebound? Recent changes in health plans' cost containment strategies. Health Aff (Millwood) 2004; Suppl Web Exclusives:W4-427-W4-436 [FREE Full text] [doi: 10.1377/hlthaff.w4.427] [Medline: 15451964]
    • (2004) Health Aff (Millwood)
    • Mays, G1    Claxton, G2    White, J.3
  • 26
    • 0033009724 scopus 로고    scopus 로고
    • Methods for analyzing health care utilization and costs
    • [doi] [Medline: 10352853]
    • Diehr P, Yanez D, Ash A, Hornbrook M, Lin D. Methods for analyzing health care utilization and costs. Annu Rev Public Health 1999; 20:125-144. [doi: 10.1146/annurev.publhealth.20.1.125] [Medline: 10352853]
    • (1999) Annu Rev Public Health , vol.20 , pp. 125-144
    • Diehr, P1    Yanez, D2    Ash, A3    Hornbrook, M4    Lin, D.5
  • 29
    • 0041932515 scopus 로고    scopus 로고
    • Risk factors for asthma hospitalizations in a managed care organization: Development of a clinical prediction rule
    • Aug; [FREE Full text] [Medline: 12921231]
    • Schatz M, Cook E, Joshua A, Petitti D. Risk factors for asthma hospitalizations in a managed care organization: Development of a clinical prediction rule. Am J Manag Care 2003 Aug; 9(8):538-547 [FREE Full text] [Medline: 12921231]
    • (2003) Am J Manag Care , vol.9 , Issue.8 , pp. 538-547
    • Schatz, M1    Cook, E2    Joshua, A3    Petitti, D.4
  • 30
    • 0031977352 scopus 로고    scopus 로고
    • Computer-based models to identify high-risk children with asthma
    • Apr; (Pt 1): [doi] [Medline: 9563736]
    • Lieu T, Quesenberry C, Sorel M, Mendoza G, Leong A. Computer-based models to identify high-risk children with asthma. Am J Respir Crit Care Med 1998 Apr; 157(4 Pt 1):1173-1180. [doi: 10.1164/ajrccm.157.4.9708124] [Medline: 9563736]
    • (1998) Am J Respir Crit Care Med , vol.157 , Issue.4 , pp. 1173-1180
    • Lieu, T1    Quesenberry, C2    Sorel, M3    Mendoza, G4    Leong, A.5
  • 31
    • 0033024392 scopus 로고    scopus 로고
    • Computer-based models to identify high-risk adults with asthma: Is the glass half empty of half full?
    • Jun; [Medline: 10386500]
    • Lieu T, Capra A, Quesenberry C, Mendoza G, Mazar M. Computer-based models to identify high-risk adults with asthma: Is the glass half empty of half full? J Asthma 1999 Jun; 36(4):359-370. [Medline: 10386500]
    • (1999) J Asthma , vol.36 , Issue.4 , pp. 359-370
    • Lieu, T1    Capra, A2    Quesenberry, C3    Mendoza, G4    Mazar, M.5
  • 32
    • 84891896103 scopus 로고    scopus 로고
    • A roadmap for designing a personalized search tool for individual healthcare providers
    • Feb; [doi] [Medline: 24424432]
    • Luo G. A roadmap for designing a personalized search tool for individual healthcare providers. J Med Syst 2014 Feb; 38(2):6. [doi: 10.1007/s10916-014-0006-4] [Medline: 24424432]
    • (2014) J Med Syst , vol.38 , Issue.2 , pp. 6
    • Luo, G.1
  • 33
    • 79957958439 scopus 로고    scopus 로고
    • How Intermountain trimmed health care costs through robust quality improvement efforts
    • Jun; [FREE Full text] [doi] [Medline: 21596758]
    • James B, Savitz L. How Intermountain trimmed health care costs through robust quality improvement efforts. Health Aff (Millwood) 2011 Jun; 30(6):1185-1191 [FREE Full text] [doi: 10.1377/hlthaff.2011.0358] [Medline: 21596758]
    • (2011) Health Aff (Millwood) , vol.30 , Issue.6 , pp. 1185-1191
    • James, B1    Savitz, L.2
  • 34
    • 85106544141 scopus 로고    scopus 로고
    • The Dartmouth Atlas of Health Care. Medicare reimbursementsURL: [accessed 2015-08-10] [WebCite Cache ID 6agaBuCzH]
    • The Dartmouth Atlas of Health Care. Medicare reimbursementsURL:http://www.dartmouthatlas.org/data/topic/topic. aspx?cat=21 [accessed 2015-08-10] [WebCite Cache ID 6agaBuCzH]
  • 36
    • 42449101769 scopus 로고    scopus 로고
    • Provider-level effects on psychiatric inpatient length of stay for youth with mental health and substance abuse disorders
    • Mar; [doi] [Medline: 18388838]
    • Gifford E, Foster E. Provider-level effects on psychiatric inpatient length of stay for youth with mental health and substance abuse disorders. Med Care 2008 Mar; 46(3):240-246. [doi: 10.1097/MLR.0b013e318158aee7] [Medline: 18388838]
    • (2008) Med Care , vol.46 , Issue.3 , pp. 240-246
    • Gifford, E1    Foster, E.2
  • 37
    • 0034007397 scopus 로고    scopus 로고
    • Psychiatric practice variations in the diagnosis and treatment of major depression
    • Mar; [Medline: 10686240]
    • Kramer T, Daniels A, Zieman G, Williams C, Dewan N. Psychiatric practice variations in the diagnosis and treatment of major depression. Psychiatr Serv 2000 Mar; 51(3):336-340. [Medline: 10686240]
    • (2000) Psychiatr Serv , vol.51 , Issue.3 , pp. 336-340
    • Kramer, T1    Daniels, A2    Zieman, G3    Williams, C4    Dewan, N.5
  • 38
    • 39749093168 scopus 로고
    • The magical number seven plus or minus two: Some limits on our capacity for processing information
    • Mar; [Medline: 13310704]
    • Miller G. The magical number seven plus or minus two: Some limits on our capacity for processing information. Psychol Rev 1956 Mar; 63(2):81-97. [Medline: 13310704]
    • (1956) Psychol Rev , vol.63 , Issue.2 , pp. 81-97
    • Miller, G.1
  • 40
    • 84906334449 scopus 로고    scopus 로고
    • Comprehensible classification models
    • Mar 17; [doi]
    • Freitas A. Comprehensible classification models. SIGKDD Explor Newsl 2014 Mar 17; 15(1):1-10. [doi: 10.1145/2594473.2594475]
    • (2014) SIGKDD Explor Newsl , vol.15 , Issue.1 , pp. 1-10
    • Freitas, A.1
  • 43
    • 0031457586 scopus 로고    scopus 로고
    • The effect of accurate patient screening on the cost-effectiveness of case management programs
    • Dec; [Medline: 9432994]
    • Mukamel D, Chou C, Zimmer J, Rothenberg B. The effect of accurate patient screening on the cost-effectiveness of case management programs. Gerontologist 1997 Dec; 37(6):777-784. [Medline: 9432994]
    • (1997) Gerontologist , vol.37 , Issue.6 , pp. 777-784
    • Mukamel, D1    Chou, C2    Zimmer, J3    Rothenberg, B.4
  • 44
    • 80051973127 scopus 로고    scopus 로고
    • Predicting hospital admissions at emergency department triage using routine administrative data
    • Aug; [FREE Full text] [doi] [Medline: 21843220]
    • Sun Y, Heng B, Tay S, Seow E. Predicting hospital admissions at emergency department triage using routine administrative data. Acad Emerg Med 2011 Aug; 18(8):844-850 [FREE Full text] [doi: 10.1111/j.1553-2712.2011.01125.x] [Medline: 21843220]
    • (2011) Acad Emerg Med , vol.18 , Issue.8 , pp. 844-850
    • Sun, Y1    Heng, B2    Tay, S3    Seow, E.4
  • 45
    • 0034751089 scopus 로고    scopus 로고
    • Predictors of patient satisfaction
    • Feb; [Medline: 11206657]
    • Jackson J, Chamberlin J, Kroenke K. Predictors of patient satisfaction. Soc Sci Med 2001 Feb; 52(4):609-620. [Medline: 11206657]
    • (2001) Soc Sci Med , vol.52 , Issue.4 , pp. 609-620
    • Jackson, J1    Chamberlin, J2    Kroenke, K.3
  • 46
    • 85106545039 scopus 로고    scopus 로고
    • Sep. Predicting patient adherence: why and howURL: [accessed 2015-08-10] [WebCite Cache ID 6agaJvbtY]
    • Saha Y, Singal R. Cognizant 20-20 Insights. 2013 Sep. Predicting patient adherence: why and howURL:http://www. cognizant.com/InsightsWhitepapers/Predicting-Patient-Adherence-Why-and-How.pdf [accessed 2015-08-10] [WebCite Cache ID 6agaJvbtY]
    • (2013) Cognizant 20-20 Insights
    • Saha, Y1    Singal, R.2
  • 47
    • 51749125903 scopus 로고    scopus 로고
    • Missed appointments in an outpatient clinic for adolescents, an approach to predict the risk of missing
    • Jul; [doi] [Medline: 18565436]
    • Chariatte V, Berchtold A, Akre C, Michaud P, Suris J. Missed appointments in an outpatient clinic for adolescents, an approach to predict the risk of missing. J Adolesc Health 2008 Jul; 43(1):38-45. [doi: 10.1016/j.jadohealth.2007.12.017] [Medline: 18565436]
    • (2008) J Adolesc Health , vol.43 , Issue.1 , pp. 38-45
    • Chariatte, V1    Berchtold, A2    Akre, C3    Michaud, P4    Suris, J.5
  • 50
    • 84895809445 scopus 로고    scopus 로고
    • Machine learning for outcome prediction of acute ischemic stroke post intra-arterial therapy
    • [FREE Full text] [doi] [Medline: 24520356]
    • Asadi H, Dowling R, Yan B, Mitchell P. Machine learning for outcome prediction of acute ischemic stroke post intra-arterial therapy. PLoS One 2014; 9(2):e88225 [FREE Full text] [doi: 10.1371/journal.pone.0088225] [Medline: 24520356]
    • (2014) PLoS One , vol.9 , Issue.2 , pp. e88225
    • Asadi, H1    Dowling, R2    Yan, B3    Mitchell, P.4
  • 51
    • 84880831803 scopus 로고    scopus 로고
    • Clinical use of an enterprise data warehouse
    • [FREE Full text] [Medline: 23304288]
    • Evans R, Lloyd J, Pierce L. Clinical use of an enterprise data warehouse. AMIA Annu Symp Proc 2012; 2012:189-198 [FREE Full text] [Medline: 23304288]
    • (2012) AMIA Annu Symp Proc , vol.2012 , pp. 189-198
    • Evans, R1    Lloyd, J2    Pierce, L.3
  • 52
    • 84863535777 scopus 로고    scopus 로고
    • Costs and infant outcomes after implementation of a care process model for febrile infants
    • Jul; [FREE Full text] [doi] [Medline: 22732178]
    • Byington C, Reynolds C, Korgenski K, Sheng X, Valentine K, Nelson R, et al. Costs and infant outcomes after implementation of a care process model for febrile infants. Pediatrics 2012 Jul; 130(1):e16-e24 [FREE Full text] [doi: 10.1542/peds.2012-0127] [Medline: 22732178]
    • (2012) Pediatrics , vol.130 , Issue.1 , pp. e16-e24
    • Byington, C1    Reynolds, C2    Korgenski, K3    Sheng, X4    Valentine, K5    Nelson, R6
  • 53
    • 0003564810 scopus 로고    scopus 로고
    • AsthmaURL: [accessed 2015-08-10] [WebCite Cache ID 6agaQMYxr]
    • Centers for Disease Control and Prevention. AsthmaURL:http://www.cdc.gov/nchs/fastats/asthma.htm [accessed 2015-08-10] [WebCite Cache ID 6agaQMYxr]
    • Centers for Disease Control and Prevention
  • 54
    • 84855283737 scopus 로고    scopus 로고
    • Asthma prevalence, health care use, and mortality: United States, 2005-2009
    • Jan [FREE Full text] [Medline: 21355352]
    • Akinbami L, Moorman J, Liu X. Asthma prevalence, health care use, and mortality: United States, 2005-2009. Natl Health Stat Report 2011 Jan 12(32):1-14 [FREE Full text] [Medline: 21355352]
    • (2011) Natl Health Stat Report , vol.12 , Issue.32 , pp. 1-14
    • Akinbami, L1    Moorman, J2    Liu, X.3
  • 55
    • 84866752292 scopus 로고    scopus 로고
    • Trends in asthma prevalence, health care use, and mortality in the United States, 2001-2010
    • May [FREE Full text] [Medline: 22617340]
    • Akinbami L, Moorman J, Bailey C, Zahran H, King M, Johnson C, et al. Trends in asthma prevalence, health care use, and mortality in the United States, 2001-2010. NCHS Data Brief 2012 May(94):1-8 [FREE Full text] [Medline: 22617340]
    • (2012) NCHS Data Brief , Issue.94 , pp. 1-8
    • Akinbami, L1    Moorman, J2    Bailey, C3    Zahran, H4    King, M5    Johnson, C6
  • 56
    • 83155181372 scopus 로고    scopus 로고
    • Predicting asthma exacerbations in children
    • Jan; [FREE Full text] [doi] [Medline: 22081091]
    • Forno E, Celedon J. Predicting asthma exacerbations in children. Curr Opin Pulm Med 2012 Jan; 18(1):63-69 [FREE Full text] [doi: 10.1097/MCP.0b013e32834db288] [Medline: 22081091]
    • (2012) Curr Opin Pulm Med , vol.18 , Issue.1 , pp. 63-69
    • Forno, E1    Celedon, J.2
  • 57
    • 84896840815 scopus 로고    scopus 로고
    • Associations between environmental exposures and asthma control and exacerbations in young children: A systematic review
    • [FREE Full text] [doi] [Medline: 24523420]
    • Dick S, Doust E, Cowie H, Ayres J, Turner S. Associations between environmental exposures and asthma control and exacerbations in young children: A systematic review. BMJ Open 2014; 4(2):e003827 [FREE Full text] [doi: 10.1136/bmjopen-2013-003827] [Medline: 24523420]
    • (2014) BMJ Open , vol.4 , Issue.2 , pp. e003827
    • Dick, S1    Doust, E2    Cowie, H3    Ayres, J4    Turner, S.5
  • 58
    • 84860731406 scopus 로고    scopus 로고
    • Predictors of asthma control: what can we modify?
    • Jun; [doi] [Medline: 22517290]
    • Schatz M. Predictors of asthma control: what can we modify? Curr Opin Allergy Clin Immunol 2012 Jun; 12(3):263-268. [doi: 10.1097/ACI.0b013e32835335ac] [Medline: 22517290]
    • (2012) Curr Opin Allergy Clin Immunol , vol.12 , Issue.3 , pp. 263-268
    • Schatz, M.1
  • 59
    • 73949156046 scopus 로고    scopus 로고
    • Generating nurse profiles from computerized labor and delivery documentation
    • [FREE Full text] [Medline: 18998796]
    • Hall E, Thornton S. Generating nurse profiles from computerized labor and delivery documentation. AMIA Annu Symp Proc 2008; 2008:268-272 [FREE Full text] [Medline: 18998796]
    • (2008) AMIA Annu Symp Proc , vol.2008 , pp. 268-272
    • Hall, E1    Thornton, S.2
  • 61
    • 36248995911 scopus 로고    scopus 로고
    • Winter air pollution and infant bronchiolitis in Paris
    • Jan; [doi] [Medline: 17585899]
    • Segala C, Poizeau D, Mesbah M, Willems S, Maidenberg M. Winter air pollution and infant bronchiolitis in Paris. Environ Res 2008 Jan; 106(1):96-100. [doi: 10.1016/j.envres.2007.05.003] [Medline: 17585899]
    • (2008) Environ Res , vol.106 , Issue.1 , pp. 96-100
    • Segala, C1    Poizeau, D2    Mesbah, M3    Willems, S4    Maidenberg, M.5
  • 62
    • 72849129272 scopus 로고    scopus 로고
    • Influence of ambient air pollutant sources on clinical encounters for infant bronchiolitis
    • Nov 15; [doi] [Medline: 19713450]
    • Karr C, Demers P, Koehoorn M, Lencar C, Tamburic L, Brauer M. Influence of ambient air pollutant sources on clinical encounters for infant bronchiolitis. Am J Respir Crit Care Med 2009 Nov 15; 180(10):995-1001. [doi: 10.1164/rccm.200901-0117OC] [Medline: 19713450]
    • (2009) Am J Respir Crit Care Med , vol.180 , Issue.10 , pp. 995-1001
    • Karr, C1    Demers, P2    Koehoorn, M3    Lencar, C4    Tamburic, L5    Brauer, M.6
  • 63
    • 84869864081 scopus 로고    scopus 로고
    • Short-acting β-agonist use and its ability to predict future asthma-related outcomes
    • Dec; [doi] [Medline: 23176877]
    • Stanford R, Shah M, D'Souza A, Dhamane A, Schatz M. Short-acting β-agonist use and its ability to predict future asthma-related outcomes. Ann Allergy Asthma Immunol 2012 Dec; 109(6):403-407. [doi: 10.1016/j.anai.2012.08.014] [Medline: 23176877]
    • (2012) Ann Allergy Asthma Immunol , vol.109 , Issue.6 , pp. 403-407
    • Stanford, R1    Shah, M2    D'Souza, A3    Dhamane, A4    Schatz, M.5
  • 64
    • 77952832447 scopus 로고    scopus 로고
    • Relationship of asthma control to asthma exacerbations using surrogate markers within a managed care database
    • May; [FREE Full text] [Medline: 20469953]
    • Schatz M, Zeiger R, Yang S, Chen W, Crawford W, Sajjan S, et al. Relationship of asthma control to asthma exacerbations using surrogate markers within a managed care database. Am J Manag Care 2010 May; 16(5):327-333 [FREE Full text] [Medline: 20469953]
    • (2010) Am J Manag Care , vol.16 , Issue.5 , pp. 327-333
    • Schatz, M1    Zeiger, R2    Yang, S3    Chen, W4    Crawford, W5    Sajjan, S6
  • 65
    • 77950598667 scopus 로고    scopus 로고
    • Ratio of controller to total asthma medications: Determinants of the measure
    • Mar; [FREE Full text] [Medline: 20225912]
    • Broder M, Gutierrez B, Chang E, Meddis D, Schatz M. Ratio of controller to total asthma medications: Determinants of the measure. Am J Manag Care 2010 Mar; 16(3):170-178 [FREE Full text] [Medline: 20225912]
    • (2010) Am J Manag Care , vol.16 , Issue.3 , pp. 170-178
    • Broder, M1    Gutierrez, B2    Chang, E3    Meddis, D4    Schatz, M.5
  • 66
    • 85045924892 scopus 로고    scopus 로고
    • National Committee for Quality Assurance. [accessed 2015-08-10] [WebCite Cache ID 6agaUCgFo]
    • National Committee for Quality Assurance. HEDIS 2015 final NDC listsURL:http://www.ncqa.org/HEDISQualityMeasurement/HEDISMeasures/HEDIS2015/HEDIS2015NDCLicense/HEDIS2015FinalNDCLists.aspx [accessed 2015-08-10] [WebCite Cache ID 6agaUCgFo]
    • HEDIS 2015 final NDC listsURL
  • 67
    • 0033713272 scopus 로고    scopus 로고
    • Effect of physician and patient gender concordance on patient satisfaction and preventive care practices
    • Nov; [FREE Full text] [Medline: 11119167]
    • Schmittdiel J, Grumbach K, Selby J, Quesenberry CP. Effect of physician and patient gender concordance on patient satisfaction and preventive care practices. J Gen Intern Med 2000 Nov; 15(11):761-769 [FREE Full text] [Medline: 11119167]
    • (2000) J Gen Intern Med , vol.15 , Issue.11 , pp. 761-769
    • Schmittdiel, J1    Grumbach, K2    Selby, J3    Quesenberry, CP.4
  • 68
    • 77949583504 scopus 로고    scopus 로고
    • Physician cost profiling-reliability and risk of misclassification
    • Mar 18; [FREE Full text] [doi] [Medline: 20237347]
    • Adams J, Mehrotra A, Thomas J, McGlynn E. Physician cost profiling-reliability and risk of misclassification. N Engl J Med 2010 Mar 18; 362(11):1014-1021 [FREE Full text] [doi: 10.1056/NEJMsa0906323] [Medline: 20237347]
    • (2010) N Engl J Med , vol.362 , Issue.11 , pp. 1014-1021
    • Adams, J1    Mehrotra, A2    Thomas, J3    McGlynn, E.4
  • 69
    • 0022127016 scopus 로고
    • Health care episodes: Definition, measurement and use
    • [Medline: 10274864]
    • Hornbrook M, Hurtado A, Johnson R. Health care episodes: Definition, measurement and use. Med Care Rev 1985; 42(2):163-218. [Medline: 10274864]
    • (1985) Med Care Rev , vol.42 , Issue.2 , pp. 163-218
    • Hornbrook, M1    Hurtado, A2    Johnson, R.3
  • 70
    • 84862295530 scopus 로고    scopus 로고
    • Diabetes and asthma case identification, validation, and representativeness when using electronic health data to construct registries for comparative effectiveness and epidemiologic research
    • Jul; Suppl: [doi] [Medline: 22692256]
    • Desai J, Wu P, Nichols G, Lieu T, O'Connor P. Diabetes and asthma case identification, validation, and representativeness when using electronic health data to construct registries for comparative effectiveness and epidemiologic research. Med Care 2012 Jul; 50 Suppl:S30-S35. [doi: 10.1097/MLR.0b013e318259c011] [Medline: 22692256]
    • (2012) Med Care , vol.50 , pp. S30-S35
    • Desai, J1    Wu, P2    Nichols, G3    Lieu, T4    O'Connor, P.5
  • 71
    • 33749563316 scopus 로고    scopus 로고
    • Modifications to HEDIS and CSTE algorithms improve case recognition of pediatric asthma
    • Oct; [doi] [Medline: 16871628]
    • Wakefield D, Cloutier M. Modifications to HEDIS and CSTE algorithms improve case recognition of pediatric asthma. Pediatr Pulmonol 2006 Oct; 41(10):962-971. [doi: 10.1002/ppul.20476] [Medline: 16871628]
    • (2006) Pediatr Pulmonol , vol.41 , Issue.10 , pp. 962-971
    • Wakefield, D1    Cloutier, M.2
  • 72
    • 79959682373 scopus 로고    scopus 로고
    • Genome Wide Association Study to predict severe asthma exacerbations in children using random forests classifiers
    • [FREE Full text] [doi] [Medline: 21718536]
    • Xu M, Tantisira K, Wu A, Litonjua A, Chu J, Himes B, et al. Genome Wide Association Study to predict severe asthma exacerbations in children using random forests classifiers. BMC Med Genet 2011; 12:90 [FREE Full text] [doi: 10.1186/1471-2350-12-90] [Medline: 21718536]
    • (2011) BMC Med Genet , vol.12 , pp. 90
    • Xu, M1    Tantisira, K2    Wu, A3    Litonjua, A4    Chu, J5    Himes, B6
  • 73
    • 78349239695 scopus 로고    scopus 로고
    • Risk factors and predictive clinical scores for asthma exacerbations in childhood
    • Nov; [FREE Full text] [doi] [Medline: 20472862]
    • Forno E, Fuhlbrigge A, Soto-Quiros M, Avila L, Raby B, Brehm J, et al. Risk factors and predictive clinical scores for asthma exacerbations in childhood. Chest 2010 Nov; 138(5):1156-1165 [FREE Full text] [doi: 10.1378/chest.09-2426] [Medline: 20472862]
    • (2010) Chest , vol.138 , Issue.5 , pp. 1156-1165
    • Forno, E1    Fuhlbrigge, A2    Soto-Quiros, M3    Avila, L4    Raby, B5    Brehm, J6
  • 75
    • 85106541056 scopus 로고    scopus 로고
    • United States Department of Labor, Bureau of Labor Statistics. Apr 10. [accessed 2015-08-10] [WebCite Cache ID 6agaajPCS]
    • United States Department of Labor, Bureau of Labor Statistics. 2012 Apr 10. Consumer Price Index: Measuring price change for medical care in the CPIURL:http://www.bls.gov/cpi/cpifact4.htm [accessed 2015-08-10] [WebCite Cache ID 6agaajPCS]
    • (2012) Consumer Price Index: Measuring price change for medical care in the CPIURL
  • 76
    • 85106541962 scopus 로고    scopus 로고
    • [accessed 2015-08-10] [WebCite Cache ID 6agaeGTXm]
    • The APCD (all-payer claims database) Council. URL:http://www.apcdcouncil.org/[accessed 2015-08-10] [WebCite Cache ID 6agaeGTXm]
    • The APCD (all-payer claims database) Council
  • 77
    • 85106541130 scopus 로고    scopus 로고
    • Medicare.gov. Health Maintenance Organization (HMO) PlanURL: [accessed 2015-08-10] [WebCite Cache ID 6agahAVYf]
    • Medicare.gov. Health Maintenance Organization (HMO) PlanURL:https://www.medicare.gov/sign-up-change-plans/medicare-health-plans/medicare-advantage-plans/hmo-plans.html [accessed 2015-08-10] [WebCite Cache ID 6agahAVYf]
  • 78
    • 84925313759 scopus 로고    scopus 로고
    • Major bleeding with dabigatran and rivaroxaban in patients with atrial fibrillation: A real-world setting
    • Oct; [doi] [Medline: 24875781]
    • Fontaine G, Mathews K, Woller S, Stevens S, Lloyd J, Evans R. Major bleeding with dabigatran and rivaroxaban in patients with atrial fibrillation: A real-world setting. Clin Appl Thromb Hemost 2014 Oct; 20(7):665-672. [doi: 10.1177/1076029614536606] [Medline: 24875781]
    • (2014) Clin Appl Thromb Hemost , vol.20 , Issue.7 , pp. 665-672
    • Fontaine, G1    Mathews, K2    Woller, S3    Stevens, S4    Lloyd, J5    Evans, R.6
  • 81
    • 84942803269 scopus 로고    scopus 로고
    • [accessed 2015-08-10] [WebCite Cache ID 6agakLPsf]
    • Spark MLlib. URL:https://spark.apache.org/mllib/[accessed 2015-08-10] [WebCite Cache ID 6agakLPsf]
    • Spark MLlib
  • 82
    • 84890488567 scopus 로고    scopus 로고
    • Development of a HIPAA-compliant environment for translational research data and analytics
    • [FREE Full text] [doi] [Medline: 23911553]
    • Bradford W, Hurdle J, LaSalle B, Facelli J. Development of a HIPAA-compliant environment for translational research data and analytics. J Am Med Inform Assoc 2014; 21(1):185-189 [FREE Full text] [doi: 10.1136/amiajnl-2013-001769] [Medline: 23911553]
    • (2014) J Am Med Inform Assoc , vol.21 , Issue.1 , pp. 185-189
    • Bradford, W1    Hurdle, J2    LaSalle, B3    Facelli, J.4
  • 84
    • 78149313084 scopus 로고    scopus 로고
    • CMAR: Accurate and efficient classification based on multiple class-association rules
    • November 29-December 2, San Jose, CA [doi]
    • Li W, Han J, Pei J. CMAR: Accurate and efficient classification based on multiple class-association rules. In: Proc ICDM. 2001 Presented at: IEEE International Conference on Data Mining; November 29-December 2, 2001; San Jose, CA p. 369-376. [doi: 10.1109/ICDM.2001.989541]
    • (2001) Proc ICDM. 2001 Presented at: IEEE International Conference on Data Mining , pp. 369-376
    • Li, W1    Han, J2    Pei, J.3
  • 86
    • 0034997351 scopus 로고    scopus 로고
    • Data mining for indicators of early mortality in a database of clinical records
    • Jun; [Medline: 11377148]
    • Richards G, Rayward-Smith V, Sonksen P, Carey S, Weng C. Data mining for indicators of early mortality in a database of clinical records. Artif Intell Med 2001 Jun; 22(3):215-231. [Medline: 11377148]
    • (2001) Artif Intell Med , vol.22 , Issue.3 , pp. 215-231
    • Richards, G1    Rayward-Smith, V2    Sonksen, P3    Carey, S4    Weng, C.5
  • 87
    • 0035210113 scopus 로고    scopus 로고
    • Acceptance of rules generated by machine learning among medical experts
    • [Medline: 11776735]
    • Pazzani M, Mani S, Shankle W. Acceptance of rules generated by machine learning among medical experts. Methods Inf Med 2001; 40(5):380-385. [Medline: 11776735]
    • (2001) Methods Inf Med , vol.40 , Issue.5 , pp. 380-385
    • Pazzani, M1    Mani, S2    Shankle, W.3
  • 88
    • 27644586469 scopus 로고    scopus 로고
    • Direct and indirect costs of asthma in school-age children
    • Jan; [FREE Full text] [Medline: 15670464]
    • Wang L, Zhong Y, Wheeler L. Direct and indirect costs of asthma in school-age children. Prev Chronic Dis 2005 Jan; 2(1):A11 [FREE Full text] [Medline: 15670464]
    • (2005) Prev Chronic Dis , vol.2 , Issue.1 , pp. A11
    • Wang, L1    Zhong, Y2    Wheeler, L.3
  • 89
    • 85106542427 scopus 로고    scopus 로고
    • Observational Medical Outcomes Partnership. Common Data ModelURL: [accessed 2015-08-10] [WebCite Cache ID 6agamjByZ]
    • Observational Medical Outcomes Partnership. Common Data ModelURL:http://omop.org/CDM [accessed 2015-08-10] [WebCite Cache ID 6agamjByZ]
  • 90
    • 84856771418 scopus 로고    scopus 로고
    • Validation of a common data model for active safety surveillance research
    • [FREE Full text] [doi] [Medline: 22037893]
    • Overhage J, Ryan P, Reich C, Hartzema A, Stang P. Validation of a common data model for active safety surveillance research. J Am Med Inform Assoc 2012; 19(1):54-60 [FREE Full text] [doi: 10.1136/amiajnl-2011-000376] [Medline: 22037893]
    • (2012) J Am Med Inform Assoc , vol.19 , Issue.1 , pp. 54-60
    • Overhage, J1    Ryan, P2    Reich, C3    Hartzema, A4    Stang, P.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.