메뉴 건너뛰기




Volumn 80, Issue 2, 2011, Pages 141-150

Application of data mining to the identification of critical factors in patient falls using a web-based reporting system

Author keywords

Data mining; Falls; Incidents; Information system; Nursing

Indexed keywords

ARTIFICIAL NEURAL NETWORK; CRITICAL FACTORS; DEPENDENT VARIABLES; FALLS; FEATURE SELECTION; HEALTHCARE INSTITUTIONS; HOSPITAL INFORMATION SYSTEMS; INCIDENT REPORTING SYSTEMS; INCIDENTS; LOGISTIC REGRESSIONS; MEDICAL CENTER; NEGATIVE PREDICTIVE VALUE; NURSING INTERVENTIONS; PATIENT SAFETY; POSITIVE PREDICTIVE VALUES; PREDICTIVE MODELS; REPORTING SYSTEMS; ROC CURVES;

EID: 78751705674     PISSN: 13865056     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ijmedinf.2010.10.009     Document Type: Article
Times cited : (51)

References (33)
  • 1
    • 33644841659 scopus 로고    scopus 로고
    • Information technology: changing nursing processes at the point of care
    • Courtney K.L., Demiris G., Alexander G.L. Information technology: changing nursing processes at the point of care. Nurs. Adm. Q. 2005, 29(4):315-322.
    • (2005) Nurs. Adm. Q. , vol.29 , Issue.4 , pp. 315-322
    • Courtney, K.L.1    Demiris, G.2    Alexander, G.L.3
  • 2
    • 28744453802 scopus 로고    scopus 로고
    • Impact of a falls menu-driven incident-reporting system on documentation and quality improvement in nursing homes
    • Wagner L.M., Capezuti E., Taylor J.A., Sattin R.W., Ouslander J.G. Impact of a falls menu-driven incident-reporting system on documentation and quality improvement in nursing homes. Gerontologist 2005, 45(6):835-842.
    • (2005) Gerontologist , vol.45 , Issue.6 , pp. 835-842
    • Wagner, L.M.1    Capezuti, E.2    Taylor, J.A.3    Sattin, R.W.4    Ouslander, J.G.5
  • 3
    • 13444306145 scopus 로고    scopus 로고
    • Active error management: use of a web-based reporting system to support patient safety initiative
    • Avery J., Beyea S.C., Campion P. Active error management: use of a web-based reporting system to support patient safety initiative. J. Nurs. Adm. 2005, 35(2):81-85.
    • (2005) J. Nurs. Adm. , vol.35 , Issue.2 , pp. 81-85
    • Avery, J.1    Beyea, S.C.2    Campion, P.3
  • 4
    • 3242723060 scopus 로고    scopus 로고
    • Characteristics of falls in hospitalized patients
    • Kerzman H., Chetrit A., Brin L., Toren O. Characteristics of falls in hospitalized patients. J. Adv. Nurs. 2004, 47(2):223-229.
    • (2004) J. Adv. Nurs. , vol.47 , Issue.2 , pp. 223-229
    • Kerzman, H.1    Chetrit, A.2    Brin, L.3    Toren, O.4
  • 5
    • 64749113289 scopus 로고    scopus 로고
    • Falls in the medicare population: incidence, associated factors, and impact on health care
    • Shumway-Cook A., Ciol M.A., Hoffman J., Dudgeon B.J., Yorkston K., Chan L. Falls in the medicare population: incidence, associated factors, and impact on health care. Phys. Ther. 2009, 89(4):324-332.
    • (2009) Phys. Ther. , vol.89 , Issue.4 , pp. 324-332
    • Shumway-Cook, A.1    Ciol, M.A.2    Hoffman, J.3    Dudgeon, B.J.4    Yorkston, K.5    Chan, L.6
  • 6
    • 40249086663 scopus 로고    scopus 로고
    • Risk factors of falls in elderly population in acute care hospitals and nursing homes in North Italy
    • Tommasini C., Talamini R., Bidoli E., Sicolo N., Palese A. Risk factors of falls in elderly population in acute care hospitals and nursing homes in North Italy. J. Nurs. Care Qual. 2008, 23(1):43-49.
    • (2008) J. Nurs. Care Qual. , vol.23 , Issue.1 , pp. 43-49
    • Tommasini, C.1    Talamini, R.2    Bidoli, E.3    Sicolo, N.4    Palese, A.5
  • 7
    • 40949123316 scopus 로고    scopus 로고
    • Self-reported falls and fall-related injuries among persons aged ≥65 years - United States, 2006
    • Centers for Disease Control Prevention
    • Centers for Disease Control Prevention Self-reported falls and fall-related injuries among persons aged ≥65 years - United States, 2006. MMWR 2008, 57(9):225-229.
    • (2008) MMWR , vol.57 , Issue.9 , pp. 225-229
  • 8
    • 37249089420 scopus 로고    scopus 로고
    • Predictive data mining in clinical medicine: current issues and guidelines
    • Bellazzi R., Zupan B. Predictive data mining in clinical medicine: current issues and guidelines. Int. J. Med. Inf. 2008, 77(2):81-97.
    • (2008) Int. J. Med. Inf. , vol.77 , Issue.2 , pp. 81-97
    • Bellazzi, R.1    Zupan, B.2
  • 9
    • 19344364327 scopus 로고    scopus 로고
    • Predicting breast cancer survivability: a comparison of three data mining methods
    • Delen D., Walker G., Kadam A. Predicting breast cancer survivability: a comparison of three data mining methods. Artif. Intell. Med. 2005, 34(2):113-127.
    • (2005) Artif. Intell. Med. , vol.34 , Issue.2 , pp. 113-127
    • Delen, D.1    Walker, G.2    Kadam, A.3
  • 10
    • 33847257363 scopus 로고    scopus 로고
    • Predictors of urinary tract infection based on artificial neural networks and genetic algorithms
    • Heckerling P.S., Canaris G.J., Flach S.D., Tape T.G., Wigton R.S., Gerber B.S. Predictors of urinary tract infection based on artificial neural networks and genetic algorithms. Int. J. Med. Inf. 2007, 76(4):289-296.
    • (2007) Int. J. Med. Inf. , vol.76 , Issue.4 , pp. 289-296
    • Heckerling, P.S.1    Canaris, G.J.2    Flach, S.D.3    Tape, T.G.4    Wigton, R.S.5    Gerber, B.S.6
  • 12
    • 33644870106 scopus 로고    scopus 로고
    • A data mining approach in home healthcare: outcomes and service use
    • Madigan E.A., Curet O.L. A data mining approach in home healthcare: outcomes and service use. BMC Health Serv. Res. 2006, 6(18):1-10.
    • (2006) BMC Health Serv. Res. , vol.6 , Issue.18 , pp. 1-10
    • Madigan, E.A.1    Curet, O.L.2
  • 13
    • 41549102923 scopus 로고    scopus 로고
    • Improving the capture of fall events in hospitals: combining a service for evaluating inpatient falls with an incident report system
    • Shorr R.I., Mion L.C., Chandler A.M., Rosenblatt L.C., Lynch D., Kessler L.A. Improving the capture of fall events in hospitals: combining a service for evaluating inpatient falls with an incident report system. J. Am. Geriatr. Soc. 2008, 56(4):701-704.
    • (2008) J. Am. Geriatr. Soc. , vol.56 , Issue.4 , pp. 701-704
    • Shorr, R.I.1    Mion, L.C.2    Chandler, A.M.3    Rosenblatt, L.C.4    Lynch, D.5    Kessler, L.A.6
  • 14
    • 33947266360 scopus 로고    scopus 로고
    • Patient falls and open visiting hours: a case study in a Taiwanese medical center
    • Tzeng H.M., Yin C.Y., Tsai S.L., Lin S., Yin T.J.C. Patient falls and open visiting hours: a case study in a Taiwanese medical center. J. Nurs. Care Qual. 2007, 22(2):145-151.
    • (2007) J. Nurs. Care Qual. , vol.22 , Issue.2 , pp. 145-151
    • Tzeng, H.M.1    Yin, C.Y.2    Tsai, S.L.3    Lin, S.4    Yin, T.J.C.5
  • 15
    • 33947221880 scopus 로고    scopus 로고
    • Falls prevention at Mayo Clinic Rochester: a path to quality care
    • Sulla S.J., McMyler E. Falls prevention at Mayo Clinic Rochester: a path to quality care. J. Nurs. Care Qual. 2007, 22(2):138-144.
    • (2007) J. Nurs. Care Qual. , vol.22 , Issue.2 , pp. 138-144
    • Sulla, S.J.1    McMyler, E.2
  • 16
    • 65249163551 scopus 로고    scopus 로고
    • Implementation of a patient safety incident management system as viewed by doctors, nurses and allied health professionals
    • Travaglia J.F., Westbrook M.T., Braithwaite J. Implementation of a patient safety incident management system as viewed by doctors, nurses and allied health professionals. Health (London) 2009, 13(3):277-296.
    • (2009) Health (London) , vol.13 , Issue.3 , pp. 277-296
    • Travaglia, J.F.1    Westbrook, M.T.2    Braithwaite, J.3
  • 17
    • 44449160871 scopus 로고    scopus 로고
    • Attitude toward the large-scale implementation of an incident reporting system
    • Braithwaite J., Westbrook M., Travaglia J. Attitude toward the large-scale implementation of an incident reporting system. Int. J. Qual. Health Care 2008, 20(3):184-191.
    • (2008) Int. J. Qual. Health Care , vol.20 , Issue.3 , pp. 184-191
    • Braithwaite, J.1    Westbrook, M.2    Travaglia, J.3
  • 18
    • 33845372399 scopus 로고    scopus 로고
    • Nurses' perceptions of causes of medication errors and barriers to reporting
    • Ulanimo V.M., O'Leary-Kelley C., Connolly P.M. Nurses' perceptions of causes of medication errors and barriers to reporting. J. Nurs. Care Qual. 2007, 22(1):28-33.
    • (2007) J. Nurs. Care Qual. , vol.22 , Issue.1 , pp. 28-33
    • Ulanimo, V.M.1    O'Leary-Kelley, C.2    Connolly, P.M.3
  • 19
    • 34247181254 scopus 로고    scopus 로고
    • Remembering the basics: administrative technology and nursing care in a hospital emergency department
    • Sharman Z. Remembering the basics: administrative technology and nursing care in a hospital emergency department. Int. J. Med. Inf. 2007, 76(S1):222-228.
    • (2007) Int. J. Med. Inf. , vol.76 , Issue.S1 , pp. 222-228
    • Sharman, Z.1
  • 20
    • 35548975678 scopus 로고    scopus 로고
    • Feature selection and classification model construction on type 2 diabetic patients' data
    • Huang Y., McCullagh P., Black N., Harper R. Feature selection and classification model construction on type 2 diabetic patients' data. Artif. Intell. Med. 2007, 41(3):251-262.
    • (2007) Artif. Intell. Med. , vol.41 , Issue.3 , pp. 251-262
    • Huang, Y.1    McCullagh, P.2    Black, N.3    Harper, R.4
  • 21
    • 33947517995 scopus 로고    scopus 로고
    • A comparison of MICU survival prediction using the logistic regression model and artificial neural network model
    • Lin S.P., Lee C.H., Lu Y.S., Hsu L.N. A comparison of MICU survival prediction using the logistic regression model and artificial neural network model. J. Nurs. Res. 2006, 14(4):306-313.
    • (2006) J. Nurs. Res. , vol.14 , Issue.4 , pp. 306-313
    • Lin, S.P.1    Lee, C.H.2    Lu, Y.S.3    Hsu, L.N.4
  • 22
    • 27644463448 scopus 로고    scopus 로고
    • Artificial neural network models for prediction of acute coronary syndromes using clinical data from the time of presentation
    • Harrison R.F., Kennedy R.L. Artificial neural network models for prediction of acute coronary syndromes using clinical data from the time of presentation. Ann. Emerg. Med. 2005, 46(5):431-439.
    • (2005) Ann. Emerg. Med. , vol.46 , Issue.5 , pp. 431-439
    • Harrison, R.F.1    Kennedy, R.L.2
  • 23
    • 77953259612 scopus 로고    scopus 로고
    • Exploring relationship of psychotropic medications to fall events in an inpatient geriatric psychiatric population
    • Blair E.W., Szared B.L. Exploring relationship of psychotropic medications to fall events in an inpatient geriatric psychiatric population. Int. J. Psychiatry Nurs. Res. 2008, 14(1):1698-1710.
    • (2008) Int. J. Psychiatry Nurs. Res. , vol.14 , Issue.1 , pp. 1698-1710
    • Blair, E.W.1    Szared, B.L.2
  • 24
    • 41649116051 scopus 로고    scopus 로고
    • Clinical practice algorithms: medication management to reduce fall risk in the elderly - Part 4, anticoagulants, anticonvulsants, anticholinergics/bladder relaxants, and antipsychotics
    • Bulat T., Castle S.C., Rutledge M., Quigley P. Clinical practice algorithms: medication management to reduce fall risk in the elderly - Part 4, anticoagulants, anticonvulsants, anticholinergics/bladder relaxants, and antipsychotics. J. Am. Acad. Nurse Pract. 2008, 20(4):181-190.
    • (2008) J. Am. Acad. Nurse Pract. , vol.20 , Issue.4 , pp. 181-190
    • Bulat, T.1    Castle, S.C.2    Rutledge, M.3    Quigley, P.4
  • 25
    • 0036668444 scopus 로고    scopus 로고
    • Iatrogenic causes of falls in hospitalised elderly patients: a case-control study
    • Frels C., Williams P., Narayanan S., Gariballa S.E. Iatrogenic causes of falls in hospitalised elderly patients: a case-control study. Postgrad. Med. J. 2002, 78(922):487-489.
    • (2002) Postgrad. Med. J. , vol.78 , Issue.922 , pp. 487-489
    • Frels, C.1    Williams, P.2    Narayanan, S.3    Gariballa, S.E.4
  • 26
    • 33646870125 scopus 로고    scopus 로고
    • Drugs and falls in community-dwelling older people: a national veterans study
    • French D.D., Campbell R., Spehar A., Cunningham F., Bulat T., Luther S.L. Drugs and falls in community-dwelling older people: a national veterans study. Clin. Ther. 2006, 28(4):619-630.
    • (2006) Clin. Ther. , vol.28 , Issue.4 , pp. 619-630
    • French, D.D.1    Campbell, R.2    Spehar, A.3    Cunningham, F.4    Bulat, T.5    Luther, S.L.6
  • 27
    • 70349762227 scopus 로고    scopus 로고
    • How are all those medications affecting your older patient? Learn about the risks of polypharmacy and how you can minimize them
    • Greenawalt K.L. How are all those medications affecting your older patient? Learn about the risks of polypharmacy and how you can minimize them. Nursing 2009, 39(5):56hn1-156hn2.
    • (2009) Nursing , vol.39 , Issue.5
    • Greenawalt, K.L.1
  • 28
    • 0034168758 scopus 로고    scopus 로고
    • The experience of a community hospital in quantifying and reducing patient falls
    • Alcee D. The experience of a community hospital in quantifying and reducing patient falls. J. Nurs. Care Qual. 2000, 14(3):43-53.
    • (2000) J. Nurs. Care Qual. , vol.14 , Issue.3 , pp. 43-53
    • Alcee, D.1
  • 29
    • 34248189111 scopus 로고    scopus 로고
    • Information professional in the text mine
    • Lavengood K.A., Kiser P. Information professional in the text mine. ONLINE 2007, 31(3):16-21.
    • (2007) ONLINE , vol.31 , Issue.3 , pp. 16-21
    • Lavengood, K.A.1    Kiser, P.2
  • 30
    • 34548566277 scopus 로고    scopus 로고
    • Managing the information explosion: with power text solutions' text mining and summarization software
    • Perez E. Managing the information explosion: with power text solutions' text mining and summarization software. ONLINE 2007, 31(5):34-38.
    • (2007) ONLINE , vol.31 , Issue.5 , pp. 34-38
    • Perez, E.1
  • 31
    • 78751703209 scopus 로고    scopus 로고
    • Text mining patient literature: a case scenario of a methodology for analyzing unstructured data
    • March R.W. Text mining patient literature: a case scenario of a methodology for analyzing unstructured data. Searcher 2008, 16(2):30-35.
    • (2008) Searcher , vol.16 , Issue.2 , pp. 30-35
    • March, R.W.1
  • 32
    • 41549166508 scopus 로고    scopus 로고
    • Workforce analysis using data mining and linear regression to understand HIV/AIDS prevalence patterns
    • Madigan E.A., Curet O.L., Zrinyi M. Workforce analysis using data mining and linear regression to understand HIV/AIDS prevalence patterns. Hum. Resour. Health 2008, 6(2):1-6.
    • (2008) Hum. Resour. Health , vol.6 , Issue.2 , pp. 1-6
    • Madigan, E.A.1    Curet, O.L.2    Zrinyi, M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.