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Volumn 5, Issue , 2012, Pages

Do the methods used to analyse missing data really matter? An examination of data from an observational study of Intermediate Care patients

Author keywords

Complete case analysis; Generalised linear model; Heckman selection; Missing data; Multiple imputation; Observational data

Indexed keywords

ARTICLE; COMPARATIVE STUDY; ECONOMICS; FEMALE; HEALTH CARE COST; HEALTH SERVICE; HEALTH SERVICES RESEARCH; HOSPITAL ADMISSION; HOSPITAL DISCHARGE; HUMAN; INFORMATION PROCESSING; LENGTH OF STAY; MALE; NURSING HOME; REGRESSION ANALYSIS; STATISTICAL ANALYSIS; STATISTICAL MODEL; STATISTICS; UNITED KINGDOM;

EID: 84862748393     PISSN: None     EISSN: 17560500     Source Type: Journal    
DOI: 10.1186/1756-0500-5-330     Document Type: Article
Times cited : (16)

References (57)
  • 2
    • 0023181426 scopus 로고
    • Do smoking prevention programs really work? Attrition and the internal and external validity of an evaluation of a refusal skills training program
    • DOI 10.1007/BF00846424
    • Do smoking prevention programs really work? Attrition and the internal and external validity of an evaluation of a refusal skills training program. Biglan A, Severson H, Ary D, Faller C, Gallison C, Thompson R, et al. J Behav Med 1987 10 159 171 10.1007/BF00846424 3612776 (Pubitemid 17095479)
    • (1987) Journal of Behavioral Medicine , vol.10 , Issue.2 , pp. 159-172
    • Biglan, A.1    Severson, H.2    Ary, D.3
  • 4
    • 68949186479 scopus 로고    scopus 로고
    • Multiple Imputation of Missing Data in Cross-Cultural Samples
    • 10.1177/1069397109333362
    • Multiple Imputation of Missing Data in Cross-Cultural Samples. Dow MM, Anthon Eff E, Cross-Cultural Research 2009 43 206 229 10.1177/1069397109333362
    • (2009) Cross-Cultural Research , vol.43 , pp. 206-229
    • Dow, M.M.1    Anthon Eff, E.2
  • 5
    • 33644655555 scopus 로고    scopus 로고
    • How attrition impacts the internal and external validity of longitudinal research
    • DOI 10.1111/j.1746-1561.2005.00035.x
    • How attrition impacts the internal and external validity of longitudinal research. Barry AE, J Sch Health 2005 75 267 270 16102089 (Pubitemid 43923990)
    • (2005) Journal of School Health , vol.75 , Issue.7 , pp. 267-270
    • Barry, A.E.1
  • 8
    • 4644318168 scopus 로고    scopus 로고
    • Alternative methods for handling attrition: An illustration using data from the fast track evaluation
    • DOI 10.1177/0193841X04264662
    • Alternative methods for handling attrition: an illustration using data from the Fast Track evaluation. Foster EM, Fang GY, Eval Rev 2004 28 434 464 10.1177/0193841X04264662 15358906 (Pubitemid 39305529)
    • (2004) Evaluation Review , vol.28 , Issue.5 , pp. 434-464
    • Foster, E.M.1    Fang, G.Y.2
  • 9
    • 0036283632 scopus 로고    scopus 로고
    • Multiple imputation to account for missing data in a survey: Estimating the prevalence of osteoporosis
    • DOI 10.1097/00001648-200207000-00012
    • Multiple imputation to account for missing data in a survey: estimating the prevalence of osteoporosis. Kmetic A, Joseph L, Berger C, Tenenhouse A, Epidemiology 2002 13 437 444 10.1097/00001648-200207000-00012 12094099 (Pubitemid 34627843)
    • (2002) Epidemiology , vol.13 , Issue.4 , pp. 437-444
    • Kmetic, A.1    Joseph, L.2    Berger, C.3    Tenenhouse, A.4
  • 10
  • 11
    • 0032960273 scopus 로고    scopus 로고
    • Multiple imputation: A primer
    • DOI 10.1191/096228099671525676
    • Multiple imputation: a primer. Schafer JL, Stat Methods Med Res 1999 8 3 15 10.1191/096228099671525676 10347857 (Pubitemid 29222784)
    • (1999) Statistical Methods in Medical Research , vol.8 , Issue.1 , pp. 3-15
    • Schafer, J.L.1
  • 12
    • 77955579966 scopus 로고    scopus 로고
    • Predicting missing quality of life data that were later recovered: An empirical comparison of approaches
    • 10.1177/1740774510374626 20576672
    • Predicting missing quality of life data that were later recovered: an empirical comparison of approaches. Fielding S, Fayers P, Ramsay C, Clin Trials 2010 7 333 342 10.1177/1740774510374626 20576672
    • (2010) Clin Trials , vol.7 , pp. 333-342
    • Fielding, S.1    Fayers, P.2    Ramsay, C.3
  • 13
    • 0002288950 scopus 로고
    • A comparison of methods for treating incomplete data in selection research
    • A comparison of methods for treating incomplete data in selection research. Raymond MR, Roberts DM, Educational and PsychologicalMeasurement 1987 47 13 26
    • (1987) Educational and PsychologicalMeasurement , vol.47 , pp. 13-26
    • Raymond, M.R.1    Roberts, D.M.2
  • 14
    • 0034339545 scopus 로고    scopus 로고
    • Multiple imputation for missing data: A cautionary tale
    • 10.1177/0049124100028003003
    • Multiple imputation for missing data: a cautionary tale. Allison PD, Sociological methods and Research 2000 28 301 309 10.1177/0049124100028003003
    • (2000) Sociological Methods and Research , vol.28 , pp. 301-309
    • Allison, P.D.1
  • 15
    • 0002105479 scopus 로고    scopus 로고
    • Application of Random-Effects Pattern-Mixture Models for Missing Data in Longitudinal Studies
    • Application of random-effects pattern-mixture models for missing data in longitudinal studies. Hedeker D, Gibbons RD, Psychological Methods 1997 2 64 78 (Pubitemid 127453671)
    • (1997) Psychological Methods , vol.2 , Issue.1 , pp. 64-78
    • Hedeker, D.1    Gibbons, R.D.2
  • 16
    • 0032219074 scopus 로고    scopus 로고
    • Multiple imputation for multivariate missing-data problems: A data analyst's perspective
    • Multiple imputation for multivariate missing-data problems: A data analysts perspective. Schafer JL, Olsen MK, Multivariate Behavioral Research 1998 33 545 571 10.1207/s15327906mbr3304/5 (Pubitemid 128337068)
    • (1998) Multivariate Behavioral Research , vol.33 , Issue.4 , pp. 545-571
    • Schafer, J.L.1    Olsen, M.K.2
  • 17
    • 0001766028 scopus 로고
    • The common structure of statistical models of truncation, sample selection and limited dependent variables and a simple estimator for such models
    • The common structure of statistical models of truncation, sample selection and limited dependent variables and a simple estimator for such models. Heckman JJ, Annals of Economic and Social Measurement 1976 5 475 492
    • (1976) Annals of Economic and Social Measurement , vol.5 , pp. 475-492
    • Heckman, J.J.1
  • 18
    • 0031111885 scopus 로고    scopus 로고
    • Annotation: What can be done about missing data? Approaches to imputation
    • 10.2105/AJPH.87.4.548 9146428
    • Annotation: what can be done about missing data? Approaches to imputation. Heitjan DF, Am J Public Health 1997 87 548 550 10.2105/AJPH.87.4.548 9146428
    • (1997) Am J Public Health , vol.87 , pp. 548-550
    • Heitjan, D.F.1
  • 19
    • 2642680043 scopus 로고    scopus 로고
    • Identifying the types of missingness in quality of life data from clinical trials
    • Identifying the types of missingness in quality of life data from clinical trials. Curran D, Bacchi M, Schmitz SF, Molenberghs G, Sylvester RJ, Stat Med 1998 17 739 756 10.1002/(SICI)1097-0258(19980315/15)17:5/7<739::AID- SIM818>3.0.CO;2-M 9549820 (Pubitemid 28118943)
    • (1998) Statistics in Medicine , vol.17 , Issue.5-7 , pp. 739-756
    • Curran, D.1    Bacchi, M.2    Hsu Schmitz, S.F.3    Molenberghs, G.4    Sylvester, R.J.5
  • 22
    • 54249126547 scopus 로고    scopus 로고
    • Costs and health outcomes of intermediate care: Results from five UK case study sites
    • 10.1111/j.1365-2524.2008.00780.x 18384358
    • Costs and health outcomes of intermediate care: results from five UK case study sites. Kaambwa B, Bryan S, Barton P, Parker H, Martin G, Hewitt G, et al. Health Soc Care Community 2008 16 573 581 10.1111/j.1365-2524.2008.00780.x 18384358
    • (2008) Health Soc Care Community , vol.16 , pp. 573-581
    • Kaambwa, B.1    Bryan, S.2    Barton, P.3    Parker, H.4    Martin, G.5    Hewitt, G.6
  • 24
    • 0029895931 scopus 로고    scopus 로고
    • Using the SF-36 and euroqol on an elderly population
    • DOI 10.1007/BF00434741
    • Using the SF-36 and Euroqol on an elderly population. Brazier JE, Walters SJ, Nicholl JP, Kohler B, Qual Life Res 1996 5 195 204 10.1007/BF00434741 8998488 (Pubitemid 26180667)
    • (1996) Quality of Life Research , vol.5 , Issue.2 , pp. 195-204
    • Brazier, J.E.1    Walters, S.J.2    Nicholl, J.P.3    Kohler, B.4
  • 26
    • 0030743632 scopus 로고    scopus 로고
    • Health status and disability among elderly people in three UK districts
    • DOI 10.1093/ageing/26.3.203
    • Health status and disability among elderly people in three UK districts. Lyons RA, Crome P, Monaghan S, Killalea D, Daley JA, Age Ageing 1997 26 203 209 10.1093/ageing/26.3.203 9223716 (Pubitemid 27290389)
    • (1997) Age and Ageing , vol.26 , Issue.3 , pp. 203-209
    • Lyons, R.A.1    Crome, P.2    Monaghan, S.3    Killalea, D.4    Daley, J.A.5
  • 27
    • 4644372794 scopus 로고    scopus 로고
    • A comparison of the EQ-5D and SF-6D across seven patient groups
    • DOI 10.1002/hec.866
    • A comparison of the EQ-5D and SF-6D across seven patient groups. Brazier J, Roberts J, Tsuchiya A, Busschbach J, Health Econ 2004 13 873 884 10.1002/hec.866 15362179 (Pubitemid 39264234)
    • (2004) Health Economics , vol.13 , Issue.9 , pp. 873-884
    • Brazier, J.1    Roberts, J.2    Tsuchiya, A.3    Busschbach, J.4
  • 28
    • 0031279593 scopus 로고    scopus 로고
    • Modeling Valuations for EuroQol Health States
    • Modeling valuations for EuroQol health states. Dolan P, Med Care 1997 35 1095 1108 10.1097/00005650-199711000-00002 9366889 (Pubitemid 127453463)
    • (1997) Medical Care , vol.35 , Issue.11 , pp. 1095-1108
    • Dolan, P.1
  • 30
    • 0035042988 scopus 로고    scopus 로고
    • Effect of experience of severe stroke on subjective valuations of quality of life after stroke
    • DOI 10.1136/jnnp.70.5.679
    • Effect of experience of severe stroke on subjective valuations of quality of life after stroke. Murphy R, Sackley CM, Miller P, Harwood RH, J Neurol Neurosurg Psychiatry 2001 70 679 681 10.1136/jnnp.70.5.679 11309467 (Pubitemid 32398008)
    • (2001) Journal of Neurology Neurosurgery and Psychiatry , vol.70 , Issue.5 , pp. 679-681
    • Murphy, R.1    Sackley, C.M.2    Miller, P.3    Harwood, R.H.4
  • 31
    • 19044369801 scopus 로고    scopus 로고
    • Reliability of the Barthel Index when used with older people
    • DOI 10.1093/ageing/afi063
    • Reliability of the Barthel Index when used with older people. Sainsbury A, Seebass G, Bansal A, Young JB, Age Ageing 2005 34 228 232 10.1093/ageing/afi063 15863408 (Pubitemid 40711734)
    • (2005) Age and Ageing , vol.34 , Issue.3 , pp. 228-232
    • Sainsbury, A.1    Seebass, G.2    Bansal, A.3    Young, J.B.4
  • 32
    • 77956423116 scopus 로고    scopus 로고
    • Validation of the Barthel Index in elderly patients attended in outpatient clinics, in Brazil
    • 10.1590/S0103-21002010000200011
    • Validation of the Barthel Index in elderly patients attended in outpatient clinics, in Brazil. Minosso JSM, Amendola F, Alvarenga MRM, de Campos Oliveira MA, Acta Paul Enferm 2010 23 218 223 10.1590/S0103-21002010000200011
    • (2010) Acta Paul Enferm , vol.23 , pp. 218-223
    • Minosso, J.S.M.1    Amendola, F.2    Alvarenga, M.R.M.3    De Campos Oliveira, M.A.4
  • 33
    • 70450195021 scopus 로고
    • Functional Evaluation: The Barthel Index
    • 5832033
    • Functional Evaluation: The Barthel Index. Mahoney FI, Barthel D, Md State Med J 1965 14 61 65 5832033
    • (1965) Md State Med J , vol.14 , pp. 61-65
    • Mahoney, F.I.1    Barthel, D.2
  • 34
    • 0026094263 scopus 로고
    • Assessment of scales of disability and handicap for stroke patients
    • 10.1161/01.STR.22.10.1242 1833860
    • Assessment of scales of disability and handicap for stroke patients. Wolfe CD, Taub NA, Woodrow EJ, Burney PG, Stroke 1991 22 1242 1244 10.1161/01.STR.22.10.1242 1833860
    • (1991) Stroke , vol.22 , pp. 1242-1244
    • Wolfe, C.D.1    Taub, N.A.2    Woodrow, E.J.3    Burney, P.G.4
  • 35
    • 0024376034 scopus 로고
    • Improving the sensitivity of the Barthel Index for stroke rehabilitation
    • DOI 10.1016/0895-4356(89)90065-6
    • Improving the sensitivity of the Barthel Index for stroke rehabilitation. Shah S, Vanclay F, Cooper B, J Clin Epidemiol 1989 42 703 709 10.1016/0895-4356(89)90065-6 2760661 (Pubitemid 19213114)
    • (1989) Journal of Clinical Epidemiology , vol.42 , Issue.8 , pp. 703-709
    • Shah, S.1    Vanclay, F.2    Cooper, B.3
  • 36
    • 0036834375 scopus 로고    scopus 로고
    • A comparison of imputation techniques for handling missing data
    • 10.1177/019394502762477004 12428897
    • A comparison of imputation techniques for handling missing data. Musil CM, Warner CB, Yobas PK, Jones SL, West J Nurs Res 2002 24 815 829 10.1177/019394502762477004 12428897
    • (2002) West J Nurs Res , vol.24 , pp. 815-829
    • Musil, C.M.1    Warner, C.B.2    Yobas, P.K.3    Jones, S.L.4
  • 37
    • 67651089498 scopus 로고    scopus 로고
    • Investigating the missing data mechanism in quality of life outcomes: A comparison of approaches
    • 10.1186/1477-7525-7-57 19545408
    • Investigating the missing data mechanism in quality of life outcomes: a comparison of approaches. Fielding S, Fayers PM, Ramsay CR, Health Qual Life Outcomes 2009 7 57 10.1186/1477-7525-7-57 19545408
    • (2009) Health Qual Life Outcomes , vol.7 , pp. 57
    • Fielding, S.1    Fayers, P.M.2    Ramsay, C.R.3
  • 39
    • 0034993174 scopus 로고    scopus 로고
    • Estimating log models: To transform or not to transform?
    • DOI 10.1016/S0167-6296(01)00086-8, PII S0167629601000868
    • Estimating log models: to transform or not to transform? Manning WG, Mullahy J, J Health Econ 2001 20 461 494 10.1016/S0167-6296(01)00086-8 11469231 (Pubitemid 32515166)
    • (2001) Journal of Health Economics , vol.20 , Issue.4 , pp. 461-494
    • Manning, W.G.1    Mullahy, J.2
  • 41
    • 33344461767 scopus 로고    scopus 로고
    • A robust approach for skewed and heavy-tailed outcomes in the analysis of health care expenditures
    • DOI 10.1016/j.jhealeco.2005.04.010, PII S0167629605001153
    • A robust approach for skewed and heavy-tailed outcomes in the analysis of health care expenditures. Cantoni E, Ronchetti E, J Health Econ 2006 25 198 213 10.1016/j.jhealeco.2005.04.010 16413941 (Pubitemid 43288922)
    • (2006) Journal of Health Economics , vol.25 , Issue.2 , pp. 198-213
    • Cantoni, E.1    Ronchetti, E.2
  • 42
    • 51949111620 scopus 로고
    • Smearing estimate a nonparametric retransformation method
    • 10.1080/01621459.1983.10478017
    • Smearing estimate a nonparametric retransformation method. Duan N, J Amer Statist Assoc 1983 78 605 610 10.1080/01621459.1983.10478017
    • (1983) J Amer Statist Assoc , vol.78 , pp. 605-610
    • Duan, N.1
  • 43
    • 0036523763 scopus 로고    scopus 로고
    • A comparison of methods to handle skew distributed cost variables in the analysis of the resource consumption in schizophrenia treatment
    • A comparison of methods to handle skew distributed cost variables in the analysis of the resource consumption in schizophrenia treatment. Kilian R, Matschinger H, Loeffler W, Roick C, Angermeyer MC, J Ment Health Policy Econ 2002 5 21 31 12529567 (Pubitemid 36054685)
    • (2002) Journal of Mental Health Policy and Economics , vol.5 , Issue.1 , pp. 21-31
    • Kilian, R.1    Matschinger, H.2    Loffler, W.3    Roick, C.4    Angermeyer, M.C.5
  • 44
    • 77954887399 scopus 로고    scopus 로고
    • A review of studies mapping (or cross walking) non-preference based measures of health to generic preference-based measures
    • 10.1007/s10198-009-0168-z 19585162
    • A review of studies mapping (or cross walking) non-preference based measures of health to generic preference-based measures. Brazier JE, Yang Y, Tsuchiya A, Rowen DL, Eur J Health Econ 2010 11 215 225 10.1007/s10198-009-0168- z 19585162
    • (2010) Eur J Health Econ , vol.11 , pp. 215-225
    • Brazier, J.E.1    Yang, Y.2    Tsuchiya, A.3    Rowen, D.L.4
  • 48
    • 0034850045 scopus 로고    scopus 로고
    • Stroke rehabilitation after hospital discharge: A randomized trial comparing domiciliary and day-hospital care
    • DOI 10.1093/ageing/30.4.303
    • Stroke rehabilitation after hospital discharge: a randomized trial comparing domiciliary and day-hospital care. Roderick P, Low J, Day R, Peasgood T, Mullee MA, Turnbull JC, et al. Age Ageing 2001 30 303 310 10.1093/ageing/30.4.303 11509308 (Pubitemid 32798961)
    • (2001) Age and Ageing , vol.30 , Issue.4 , pp. 303-310
    • Roderick, P.1    Low, J.2    Day, R.3    Peasgood, T.4    Mullee, M.A.5    Turnbull, J.C.6    Villar, T.7    Raftery, J.8
  • 50
    • 85047673373 scopus 로고    scopus 로고
    • Missing data: Our view of the state of the art
    • 12090408
    • Missing data: our view of the state of the art. Schafer JL, Graham JW, Psychological Methods 2002 7 147 177 12090408
    • (2002) Psychological Methods , vol.7 , pp. 147-177
    • Schafer, J.L.1    Graham, J.W.2
  • 55
    • 34548736509 scopus 로고    scopus 로고
    • Regression with missing Ys: An improved strategy for analyzing multiply imputed data
    • 10.1111/j.1467-9531.2007.00180.x
    • Regression with missing Ys: An improved strategy for analyzing multiply imputed data. Von Hippel PT, Sociological Methodology 2007 37 83 117 10.1111/j.1467-9531.2007.00180.x
    • (2007) Sociological Methodology , vol.37 , pp. 83-117
    • Von Hippel, P.T.1


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