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Research

Use of hospital-related health care among Health Links enrollees in the Central Ontario health region: a propensity-matched difference-in-differences study

Luke Mondor, Kevin Walker, Yu Qing Bai and Walter P. Wodchis
October 12, 2017 5 (4) E753-E759; DOI: https://doi.org/10.9778/cmajo.20170054
Luke Mondor
Institute for Clinical Evaluative Sciences (Mondor, Wodchis); Health System Performance Research Network (Mondor, Walker, Bai, Wodchis); Institute of Health Policy, Management and Evaluation (Walker, Bai, Wodchis), University of Toronto; Toronto Rehabilitation Institute (Wodchis), Toronto, Ont.
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Kevin Walker
Institute for Clinical Evaluative Sciences (Mondor, Wodchis); Health System Performance Research Network (Mondor, Walker, Bai, Wodchis); Institute of Health Policy, Management and Evaluation (Walker, Bai, Wodchis), University of Toronto; Toronto Rehabilitation Institute (Wodchis), Toronto, Ont.
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Yu Qing Bai
Institute for Clinical Evaluative Sciences (Mondor, Wodchis); Health System Performance Research Network (Mondor, Walker, Bai, Wodchis); Institute of Health Policy, Management and Evaluation (Walker, Bai, Wodchis), University of Toronto; Toronto Rehabilitation Institute (Wodchis), Toronto, Ont.
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Walter P. Wodchis
Institute for Clinical Evaluative Sciences (Mondor, Wodchis); Health System Performance Research Network (Mondor, Walker, Bai, Wodchis); Institute of Health Policy, Management and Evaluation (Walker, Bai, Wodchis), University of Toronto; Toronto Rehabilitation Institute (Wodchis), Toronto, Ont.
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    Figure 1

    Study flow diagram showing patient selection. *Exclusions not mutually exclusive. Note: CHRIS = Client Health and Related Information System, CCP = coordinated care plan, LHIN = Local Health Integration Network, RPDB = Registered Persons Database.

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    Table 1: Comparison of characteristics of Health Links enrollees and comparator patients, before and after matching*
    CharacteristicNo. (%) of patients†
    Before matchingAfter matching
    Enrollees
    n = 344
    Full comparator pool
    n = 34 820
    SDiffEnrollees
    n = 313
    Comparator patients
    n = 313
    SDiff
    Age at index date, mean ± SD, yr75.5 ± 14.369.9 ± 15.50.37675.6 ± 13.975.5 ± 15.00.010
    Male sex136 (39.5)15 470 (44.4)0.099126 (40.3)125 (39.9)0.007
    Area-based income quintile
        1 (lowest)66 (19.2)4708 (13.5)0.15458 (18.5)64 (20.4)0.048
        265 (18.9)5548 (15.9)0.07858 (18.5)59 (18.8)0.008
        365 (18.9)7526 (21.6)0.06861 (19.5)65 (20.8)0.032
        482 (23.8)9676 (27.8)0.09076 (24.3)69 (22.0)0.053
        5 (highest)66 (19.2)7362 (21.1)0.04960 (19.2)56 (17.9)0.033
    Rurality Index of Ontario score, mean ± SD6.7 ± 9.15.1 ± 6.80.2076.4 ± 8.96.8 ± 8.60.045
    Health Link
        South Simcoe168 (48.8)8846 (25.4)0.500152 (48.6)155 (49.5)0.019
        Southwest York12 (3.5)13 895 (39.9)0.98512 (3.8)16 (5.1)0.062
        North York Central164 (47.7)12 079 (34.7)0.266149 (47.6)142 (45.4)0.045
    Primary care model affiliation
        Family Health Team56 (16.3)2928 (8.4)0.24152 (16.6)53 (16.9)0.009
        Family Health Group123 (35.8)15 711 (45.1)0.192115 (36.7)105 (33.5)0.067
        Family Health Organization110 (32.0)9006 (25.9)0.13597 (31.0)105 (33.5)0.055
        Other9 (2.6)1302 (3.7)0.0647 (2.2)9 (2.9)0.040
        Not rostered in a model46 (13.4)5873 (16.9)0.09842 (13.4)41 (13.1)0.009
    Comorbidity (CADGs 1-12)
        Acute minor332 (96.5)29 315 (84.2)0.427301 (96.2)304 (97.1)0.053
        Acute major332 (96.5)31 134 (89.4)0.280301 (96.2)304 (97.1)0.053
        Likely to recur286 (83.1)25 326 (72.7)0.253257 (82.1)254 (81.2)0.025
        Asthma52 (15.1)4131 (11.9)0.09545 (14.4)39 (12.5)0.056
        Chronic medical unstable330 (95.9)27 667 (79.4)0.518299 (95.5)302 (96.5)0.049
        Chronic medical stable315 (91.6)30 039 (86.3)0.169285 (91.0)283 (90.4)0.022
        Chronic specialty stable34 (9.9)3150 (9.0)0.02933 (10.5)35 (11.2)0.021
        Eye/dental55 (16.0)4569 (13.1)0.08153 (16.9)51 (16.3)0.017
        Chronic specialty unstable80 (23.2)7008 (20.1)0.07668 (21.7)74 (23.6)0.046
        Psychosocial238 (69.2)20 928 (60.1)0.191213 (68.0)204 (65.2)0.061
        Preventive/administrative221 (64.2)10 477 (30.1)0.728197 (62.9)191 (61.0)0.039
        PregnancySuppr.308 (0.9)0.078Suppr.Suppr.0.000
    Use in prior year, mean ± SD
        Dialysis visits1.2 ± 12.41.1 ± 12.60.0080.9 ± 10.51.5 ± 14.60.052
        Oncology visits0.5 ± 3.50.6 ± 3.70.0320.4 ± 3.20.4 ± 2.80.018
        Primary care visits26.4 ± 22.016.4 ± 14.20.53924.7 ± 20.524.7 ± 17.50.001
        Specialist visits66.4 ± 47.725.8 ± 29.21.02662.9 ± 46.764.5 ± 52.20.031
        Home care services121.5 ± 176.322.7 ± 79.20.722114.2 ± 171.6126.4 ± 187.30.068
        Mental hospital admissions0.1 ± 0.50.0 ± 0.30.1220.1 ± 0.50.1 ± 0.30.057
    Emergency department visits in previous year, mean ± SD
        First quarter2.4 ± 2.70.4 ± 1.00.9852.2 ± 2.32.3 ± 2.90.044
        Second quarter1.5 ± 2.60.4 ± 1.00.5841.4 ± 2.11.3 ± 2.00.042
        Third quarter1.2 ± 1.90.4 ± 1.00.5691.1 ± 1.71.1 ± 1.90.000
        Fourth quarter1.2 ± 2.20.3 ± 0.90.4981.0 ± 1.81.0 ± 2.20.011
    Hospital admissions in previous year, mean ± SD
        First quarter1.2 ± 1.10.1 ± 0.41.3161.1 ± 1.01.1 ± 0.90.024
        Second quarter0.6 ± 0.90.1 ± 0.40.6800.6 ± 0.90.5 ± 0.80.064
        Third quarter0.5 ± 0.80.1 ± 0.40.5710.4 ± 0.70.4 ± 0.70.055
        Fourth quarter0.4 ± 0.80.1 ± 0.40.4140.3 ± 0.80.3 ± 0.60.090

    Note: CADGs = Johns Hopkins Collapsed Adjusted Clinical Groups, SD = standard deviation, SDiff = standardized difference, Suppr. = cell suppressed owing to small number (n < 5).

    *Only mean values and SDs are reported for continuous variables. Median values were also balanced between groups after matching.

    †Except where noted otherwise.

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      Table 2: Results from difference-in-differences analysis for selected indicators
      Measure; groupRate or mean (95% CI)Pre-post difference, IRR (95% CI)Difference-in-differences
      (95% CI)
      Before index date*After index date
      Hospital admissions†
          Health Links enrollees2.26 (2.06-2.49)2.07 (1.81-2.36)0.91 (0.79-1.05)1.74 (1.40-2.17)
          Comparator group2.06 (1.89-2.26)1.08 (0.91-1.29)0.53 (0.44-0.63)
      Emergency department visits†
          Health Links enrollees3.02 (2.42-3.78)3.10 (2.09-4.59)1.02 (0.80-1.31)1.61 (1.18-2.20)
          Comparator group3.52 (2.97-4.18)2.24 (1.72-2.9)0.64 (0.52-0.77)
      Days in acute care†
          Health Links enrollees18.4 (16.3-20.8)24.9 (20.7-30.0)1.35 (1.11-1.65)1.51 (1.06-2.15)
          Comparator group19.9 (17.3-23.1)17.9 (13.5-23.8)0.90 (0.66-1.21)
      30-day readmissions, %‡
          Health Links enrollees30.4 (26.1-35.4)36.2 (31.2-41.9)1.19 (0.95-1.49)1.43 (0.96-2.13)
          Comparator group25.6 (22.2-29.5)21.2 (16.2-27.8)0.83 (0.61-1.14)
      7-day primary care follow-up, %‡
          Health Links enrollees36.5 (32.6-41.9)37.5 (32.7-43.1)1.03 (0.88-1.20)1.01 (0.76-1.33)
          Comparator group34.9 (31.0-39.3)35.7 (29.0-44.0)1.02 (0.82-1.28)

      Note: CI = confidence interval, IRR = incidence rate ratio.

      *All comparisons (enrollees v. comparator patients) were nonsignificant.

      †Rate per person-year.

      ‡Per index hospital admission.

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      Use of hospital-related health care among Health Links enrollees in the Central Ontario health region: a propensity-matched difference-in-differences study
      Luke Mondor, Kevin Walker, Yu Qing Bai, Walter P. Wodchis
      Oct 2017, 5 (4) E753-E759; DOI: 10.9778/cmajo.20170054

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      Use of hospital-related health care among Health Links enrollees in the Central Ontario health region: a propensity-matched difference-in-differences study
      Luke Mondor, Kevin Walker, Yu Qing Bai, Walter P. Wodchis
      Oct 2017, 5 (4) E753-E759; DOI: 10.9778/cmajo.20170054
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