Background
Methods
Study design
Sources of data
Study cohort
Wait times
Patient factors
Socioeconomic Status (SES)
Ambulatory Care Groups (ACGs)
Usual Provider Continuity (UPC index)
Physician factors
Practice location
Analysis
Results
Characteristic | EMRALD physicians | All other Ontario FPs | ||
---|---|---|---|---|
N | % | N | % | |
Total | 54 | 100.0 | 11,385 | 100.0 |
Sex | ||||
Male | 30 | 55.6 | 6,833 | 60.0 |
Female | 24 | 44.4 | 4,552 | 40.0 |
Age group | ||||
Under 35 years | 9 | 16.8 | 1,094 | 9.6 |
35-54 years | 33 | 61.1 | 5929 | 52.1 |
55+ | 12 | 22.2 | 4,362 | 38.3 |
Mean age (years) | 44.9 | 50.6 | ||
Medical training location | ||||
Canada | 47 | 86.6 | 8,731 | 76.7 |
US/International | 7 | 13.4 | 2,654 | 23.3 |
Average number years in practice | 14.0 | 17.0 | ||
Rurality | ||||
Rural | 11 | 20.3 | 850 | 7.5 |
Suburban | 8 | 14.8 | 1,871 | 16.4 |
Urban | 35 | 64.8 | 8,664 | 76.1 |
More than 25% of visits in the Emergency Department* | 10 | 18.5 | 1,560 | 13.7 |
Full time affiliation with a patient enrolment model group | 54 | 100.0 | 6,866 | 60.3 |
Time on EMR | ||||
<= 3years | 18 | 33.3 | NA | NA |
3 to 5 years | 26 | 48.2 | NA | NA |
> = 5 years | 10 | 18.5 | NA | NA |
Rostered patients | ||||
<=1000 patients | 18 | 33.3 | NA | NA |
1001 to 1500 patients | 20 | 37.0 | NA | NA |
> = 1501 patients | 16 | 29.7 | NA | NA |
Wait times
EMR specialist category | Number of the referrals in EMR 2008 | Number (percentage) of EMR referrals to the same or similar specialist with a consultation fee code found in the administrative data within two years |
---|---|---|
Mental health | 782 | 264 (33.76) |
Rheumatology | 422 | 351 (83.18) |
Gastroenterology | 2163 | 1876 (86.73) |
Cardiology | 754 | 644 (85.41) |
Dermatology | 2510 | 2162 (86.14) |
Orthopedics | 1129 | 913 (80.87) |
ENT | 1334 | 1086 (81.41) |
Urology | 888 | 680 (76.58) |
Plastics | 826 | 582 (70.46) |
General surgery | 1178 | 949 (80.56) |
Bivariate analyses
Patient factors | Dermatology | Gastroenterology | Rheumatology | Cardiology | Psychiatry | General surgery | Plastics | Urology | ENT | Orthopedics | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Median | 75th | Median | 75th | Median | 75th | Median | 75th | Median | 75th | Median | 75th | Median | 75th | Median | 75th | median | 75th | Median | 75th | ||
Sex
|
Female
| 41 | 97 | 77 | 162 | 62* | 127* | 39 | 78 | 77.5 | 207 | 30* | 60* | 54* | 117* | 44.5 | 87.5 | 62 | 112 | 73.5* | 159* |
Male
| 42 | 91 | 71 | 155 | 44.5* | 90* | 39.5 | 77 | 68 | 344 | 39* | 71* | 43* | 100* | 43 | 80.5 | 58.5 | 103 | 58* | 141* | |
Age groups (years)
|
<=20
| 48 | 113 | 139* | 187* | 52* | 147.5* | 37.5 | 58 | 121 | 478 | 28 | 65 | 46 | 190 | 54.5 | 94 | 59* | 101* | 24* | 39* |
21 to 40
| 40 | 92 | 71* | 152* | 59* | 122* | 25 | 64 | 62.5 | 231 | 35 | 69.5 | 49.5 | 123 | 46.5 | 81 | 53.5 | 98* | 61* | 157* | |
41 to 55
| 42 | 92 | 79* | 168* | 57* | 133* | 42 | 76 | 71.5 | 204 | 33.5 | 67.5 | 50 | 108 | 48 | 87 | 61.5* | 117* | 62.5* | 150* | |
56 to 65
| 42 | 97 | 81* | 174.5* | 60* | 116* | 37 | 79 | 85 | 291 | 34 | 61 | 45 | 100 | 41 | 76 | 63* | 116* | 83* | 173* | |
66 to 85
| 37 | 96 | 60.5* | 141* | 56* | 105* | 44 | 78 | 123.5 | 322 | 29 | 55 | 55 | 99 | 41.5 | 88 | 65* | 106* | 71* | 149* | |
> = 86
| 50.5 | 99 | 25* | 71* | 33* | 98* | 27 | 121 | 35 | 56 | 41 | 68 | 29.5 | 40 | 33 | 43 | 48* | 142* | 37* | 84* | |
Socioeconomic status
|
1 (Low)
| 38 | 89 | 70* | 142* | 57 | 122 | 41 | 77 | 101.5 | 385 | 33.5 | 64 | 73* | 132* | 39.5 | 79.5 | 54.5 | 98 | 99* | 165* |
2
| 42 | 93 | 78* | 155* | 59 | 116 | 37 | 84 | 88 | 236 | 42 | 76 | 62* | 140* | 49 | 98 | 61 | 112 | 64* | 144* | |
3
| 48 | 98 | 63* | 137* | 55 | 116 | 35 | 62 | 75.5 | 220 | 25 | 59 | 49* | 116* | 41 | 77 | 58 | 110 | 62* | 140* | |
4
| 38.5 | 88 | 73* | 152.5* | 50.5 | 127 | 42 | 93 | 47.5 | 160 | 32 | 63 | 46* | 99* | 46 | 85 | 62.5 | 108 | 68* | 152* | |
5 (High)
| 41 | 109 | 84* | 212* | 69 | 124 | 42.5 | 78 | 48.5 | 128 | 30 | 60 | 41* | 90* | 43 | 81 | 60 | 111 | 54* | 159* | |
Comorbidity (ACG group)
|
0-5 (Low)
| 42 | 93 | 81* | 172* | 59.5 | 119.5 | 37 | 68 | 60 | 243 | 33.5 | 62 | 49 | 108 | 45 | 77.5 | 64 | 113 | 65 | 150 |
6 to 9
| 42 | 97 | 63.5* | 146* | 55.5 | 116 | 46 | 87 | 84 | 209 | 32 | 64 | 51 | 106 | 41.5 | 80 | 53 | 103 | 69 | 145 | |
> = 10 (High)
| 33 | 112 | 66.5* | 138.5* | 57 | 150 | 26 | 73 | 100 | 230 | 33.5 | 82 | 44 | 100 | 40 | 147 | 47 | 98 | 67 | 188 | |
Continuity of care (UPC)
|
Low UPC
| 43 | 104 | 75 | 146 | 59 | 117 | 41.5 | 103 | 77.5 | 187 | 31 | 69 | 49 | 112 | 49 | 105 | 57 | 105 | 52 | 139 |
High UPC
| 39 | 90 | 76 | 173 | 58 | 118 | 36.5 | 68 | 86 | 233 | 32.5 | 63.5 | 47 | 103 | 43 | 80 | 63 | 116 | 78 | 161 | |
N0 UPC
| 43 | 94 | 71 | 151 | 56.5 | 128.5 | 41 | 71 | 65 | 308 | 35 | 60 | 55 | 118 | 40 | 81.5 | 57 | 104 | 58.5 | 150 |
Physician characteristics | Dermatology | Gastroenterology | Rheumatology | Cardiology | Psychiatry | General surgery | Plastics | Urology | ENT | Orthopedics | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Median | 75th | Median | 75th | Median | 75th | Median | 75th | Median | 75th | Median | 75th | Median | 75th | Median | 75th | Median | 75th | Median | 75th | ||
MD gender
| Male MD | 55* | 134* | 70 | 149 | 58 | 120 | 43* | 84* | 65 | 188 | 33 | 60 | 53.5 | 108.5 | 42 | 77 | 67* | 120* | 70.5 | 155 |
Female MD | 35* | 73* | 80 | 175 | 57 | 121.5 | 35* | 66* | 87 | 326 | 33.5 | 70.5 | 45.5 | 106 | 47.5 | 94.5 | 53* | 92* | 60 | 141 | |
MD Age
| <=35 years | 43 | 87.5 | 69* | 144.5* | 56 | 115 | 37 | 96 | 92 | 354 | 31 | 63 | 48 | 107.5 | 39.5 | 88 | 57 | 93 | 62 | 149 |
36 to 55 years | 41 | 103 | 76* | 155* | 62 | 125 | 41 | 76.5 | 70 | 233 | 36 | 72 | 43 | 104 | 45 | 81 | 67* | 120.5 | 67 | 150 | |
> = 56 years | 41 | 84 | 78* | 178* | 41.5 | 97 | 37 | 77 | 64 | 158 | 30 | 52 | 66.5 | 113.5 | 41 | 86 | 46* | 98 | 64 | 157 | |
Practice location
| Metropolitan | 39* | 85* | 81.5* | 182* | 52 | 116 | 42 | 83 | 80.5 | 232.5 | 36* | 77* | 48 | 112 | 39* | 70* | 60 | 106 | 55* | 136* |
Suburban | 73* | 192* | 40* | 77* | 69 | 133 | 28.5 | 84 | 117.5 | 344 | 24* | 46.5* | 55 | 102 | 34* | 94.5* | 55* | 98* | 89* | 174.5* | |
Rural | 51* | 168* | 71* | 127* | 76 | 133 | 37 | 68 | 41.5 | 65 | 38* | 68* | 52 | 114 | 67.5* | 140.5* | 76* | 142* | 79* | 174.5* | |
Primary care model
| FHN/FHO | 42 | 97 | 96.5* | 205* | 49* | 115* | 43.5 | 78 | 90.5 | 232.5 | 40* | 82* | 45 | 123 | 44.5 | 78 | 57 | 110 | 62* | 141 |
FHG/other | 41 | 90 | 57* | 121* | 67.5* | 130* | 36 | 76.5 | 63 | 231.5 | 29* | 53* | 51 | 103 | 42 | 88 | 62 | 106 | 68.5* | 163 | |
Rostered patients
| 500 to 1000 | 37* | 71* | 66.5* | 129* | 56 | 147 | 46 | 78 | 60 | 239.5 | 37 | 78 | 49 | 100 | 41 | 80 | 49 | 99 | 62 | 137 |
1001 to 1500 | 36* | 73* | 60* | 136* | 58 | 117 | 35 | 62 | 88 | 334 | 27.5 | 53 | 45 | 97 | 38.5 | 72 | 68 | 109.5 | 58.5 | 142 | |
> = 1500 | 50* | 134* | 90* | 226* | 55.5 | 119.5 | 43 | 86.5 | 72.5 | 187 | 37 | 68 | 55 | 125 | 48 | 95 | 59 | 110 | 67 | 150 |
Multivariate analyses
Dermatology | Degree of freedom | Sum or square | Mean square | F statistic | p value |
---|---|---|---|---|---|
Patient age | 1 | 0.61 | 0.61 | 0.37 | .054 |
Patient sex | 1 | 0.17 | 0.17 | 0.11 | 0.74 |
Socioeconomic status | 4 | 5.28 | 1.32 | 0.81 | 0.52 |
Patient ACG index | 2 | 2.73 | 1.63 | 0.84 | 0.43 |
Continuity of care with their FP | 2 | 2.08 | 1.04 | 0.64 | 0.53 |
Gastroenterology | Degree of freedom | Sum or square | Mean square | F statistic | p value |
Patient age | 1 | 5.96 | 5.96 | 4.08 | 0.044 |
Patient sex | 1 | 1.33 | 1.33 | 0.91 | 0.34 |
Socioeconomic status | 4 | 19.22 | 4.8 | 3.29 | 0.011 |
Patient ACG index | 2 | 20.67 | 10.33 | 7.07 | 0.0009 |
Continuity of care with their FP | 2 | 1.45 | 0.72 | 0.5 | 0.61 |
Rheumatology | Degree of freedom | Sum or square | Mean square | F statistic | p value |
Patient age | 1 | 0.025 | 0.025 | 0.02 | 0.89 |
Patient sex | 1 | 8.86 | 8.86 | 7.44 | 0.0067 |
Socioeconomic status | 4 | 5.38 | 1.34 | 1.13 | 0.34 |
Patient ACG index | 2 | 0.44 | 0.22 | 0.19 | 0.83 |
Continuity of care with their FP | 2 | 0.16 | 0.081 | 0.07 | 0.93 |
Cardiology | Degree of freedom | Sum or square | Mean square | F statistic | p value |
Patient age | 1 | 2.07 | 2.068 | 1.42 | 0.23 |
Patient sex | 1 | 1.35 | 1.35 | 0.93 | 0.34 |
Socioeconomic status | 4 | 3.02 | 0.75 | 0.52 | 0.73 |
Patient ACG index | 2 | 4.18 | 2.08 | 1.43 | 0.24 |
Continuity of care with their FP | 2 | 4.37 | 2.18 | 1.5 | 0.22 |
Psychiatry | Degree of freedom | Sum or square | Mean square | F statistic | p value |
Patient age | 1 | 0.21 | 0.21 | 0.1 | 0.75 |
Patient sex | 1 | 0.9 | 0.9 | 0.45 | 0.51 |
Socioeconomic status | 4 | 17.1 | 4.26 | 2.14 | 0.077 |
Patient ACG index | 2 | 6.29 | 3.14 | 1.58 | 0.21 |
Continuity of care with their FP | 2 | 2.29 | 1.14 | 0.57 | 0.56 |
General surgery | Degree of freedom | Sum or square | Mean square | F statistic | p value |
Patient age | 1 | 2.41 | 2.41 | 1.79 | 0.18 |
Patient sex | 1 | 12.3 | 12.3 | 9.14 | 0.0026 |
Socioeconomic status | 4 | 5.83 | 1.46 | 1.08 | 0.36 |
Patient ACG index | 2 | 0.77 | 0.39 | 0.29 | 0.75 |
Continuity of care with their FP | 2 | 1.73 | 0.86 | 0.64 | 0.53 |
Plastic | Degree of freedom | Sum or square | Mean square | F statistic | p value |
Patient age | 1 | 0.21 | 0.21 | 0.13 | 0.72 |
Patient sex | 1 | 9.63 | 9.63 | 6.05 | 0.014 |
Socioeconomic status | 4 | 17.8 | 4.46 | 2.81 | 0.025 |
Patient ACG index | 2 | 2.55 | 1.28 | 0.8 | 0.45 |
Continuity of care with their FP | 2 | 0.38 | 0.19 | 0.12 | 0.89 |
Urology | Degree of freedom | Sum or square | Mean square | F statistic | p value |
Patient age | 1 | 0.0064 | 0.0064 | 0.01 | 0.94 |
Patient sex | 1 | 1.26 | 1.26 | 1 | 0.32 |
Socioeconomic status | 4 | 1.1 | 0.28 | 0.22 | 0.93 |
Patient ACG index | 2 | 1.98 | 0.99 | 0.79 | 0.45 |
Continuity of care with their FP | 2 | 3.78 | 1.88 | 1.5 | 0.22 |
ENT (Otolaryngology) | Degree of freedom | Sum or square | Mean square | F statistic | p value |
Patient age | 1 | 0.42 | 0.42 | 0.32 | 0.57 |
Patient sex | 1 | 5.74 | 5.74 | 4.36 | 0.037 |
Socioeconomic status | 4 | 0.76 | 0.19 | 0.14 | 0.97 |
Patient ACG index | 2 | 15.9 | 7.98 | 6.06 | 0.0024 |
Continuity of care with their FP | 2 | 1.38 | 0.69 | 0.52 | 0.59 |
Orthopedics | Degree of freedom | Sum or square | Mean square | F statistic | p value |
Patient age | 1 | 21.2 | 21.25 | 12.3 | 0.0005 |
Patient sex | 1 | 6.78 | 6.78 | 3.92 | 0.048 |
Socioeconomic status | 4 | 15.9 | 3.99 | 2.31 | 0.56 |
Patient ACG index | 2 | 2.11 | 1.06 | 0.61 | 0.54 |
Continuity of care with their FP | 2 | 18.9 | 9.49 | 5.49 | 0.0043 |
Dermatology | Degree of freedom | Sum or square | Mean square | F statistic | p value |
---|---|---|---|---|---|
Patient age | 1 | 0.61 | 0.61 | 0.37 | .054 |
Patient sex | 1 | 0.17 | 0.17 | 0.11 | 0.74 |
Socioeconomic status | 4 | 5.28 | 1.32 | 0.81 | 0.52 |
Patient ACG index | 2 | 2.73 | 1.63 | 0.84 | 0.43 |
Continuity of care with their FP | 2 | 2.08 | 1.04 | 0.64 | 0.53 |
Gastroenterology | Degree of freedom | Sum or square | Mean square | F statistic | p value |
Patient age | 1 | 5.96 | 5.96 | 4.08 | 0.044 |
Patient sex | 1 | 1.33 | 1.33 | 0.91 | 0.34 |
Socioeconomic status | 4 | 19.22 | 4.8 | 3.29 | 0.011 |
Patient ACG index | 2 | 20.67 | 10.33 | 7.07 | 0.0009 |
Continuity of care with their FP | 2 | 1.45 | 0.72 | 0.5 | 0.61 |
Rheumatology | Degree of freedom | Sum or square | Mean square | F statistic | p value |
Patient age | 1 | 0.025 | 0.025 | 0.02 | 0.89 |
Patient sex | 1 | 8.86 | 8.86 | 7.44 | 0.0067 |
Socioeconomic status | 4 | 5.38 | 1.34 | 1.13 | 0.34 |
Patient ACG index | 2 | 0.44 | 0.22 | 0.19 | 0.83 |
Continuity of care with their FP | 2 | 0.16 | 0.081 | 0.07 | 0.93 |
Cardiology | Degree of freedom | Sum or square | Mean square | F statistic | p value |
Patient age | 1 | 2.07 | 2.068 | 1.42 | 0.23 |
Patient sex | 1 | 1.35 | 1.35 | 0.93 | 0.34 |
Socioeconomic status | 4 | 3.02 | 0.75 | 0.52 | 0.73 |
Patient ACG index | 2 | 4.18 | 2.08 | 1.43 | 0.24 |
Continuity of care with their FP | 2 | 4.37 | 2.18 | 1.5 | 0.22 |
Psychiatry | Degree of freedom | Sum or square | Mean square | F statistic | p value |
Patient age | 1 | 0.21 | 0.21 | 0.1 | 0.75 |
Patient sex | 1 | 0.9 | 0.9 | 0.45 | 0.51 |
Socioeconomic status | 4 | 17.1 | 4.26 | 2.14 | 0.077 |
Patient ACG index | 2 | 6.29 | 3.14 | 1.58 | 0.21 |
Continuity of care with their FP | 2 | 2.29 | 1.14 | 0.57 | 0.56 |
General surgery | Degree of freedom | Sum or square | Mean square | F statistic | p value |
Patient age | 1 | 2.41 | 2.41 | 1.79 | 0.18 |
Patient sex | 1 | 12.3 | 12.3 | 9.14 | 0.0026 |
Socioeconomic status | 4 | 5.83 | 1.46 | 1.08 | 0.36 |
Patient ACG index | 2 | 0.77 | 0.39 | 0.29 | 0.75 |
Continuity of care with their FP | 2 | 1.73 | 0.86 | 0.64 | 0.53 |
Plastic | Degree of freedom | Sum or square | Mean square | F statistic | p value |
Patient age | 1 | 0.21 | 0.21 | 0.13 | 0.72 |
Patient sex | 1 | 9.63 | 9.63 | 6.05 | 0.014 |
Socioeconomic status | 4 | 17.8 | 4.46 | 2.81 | 0.025 |
Patient ACG index | 2 | 2.55 | 1.28 | 0.8 | 0.45 |
Continuity of care with their FP | 2 | 0.38 | 0.19 | 0.12 | 0.89 |
Urology | Degree of freedom | Sum or square | Mean square | F statistic | p value |
Patient age | 1 | 0.0064 | 0.0064 | 0.01 | 0.94 |
Patient sex | 1 | 1.26 | 1.26 | 1 | 0.32 |
Socioeconomic status | 4 | 1.1 | 0.28 | 0.22 | 0.93 |
Patient ACG index | 2 | 1.98 | 0.99 | 0.79 | 0.45 |
Continuity of care with their FP | 2 | 3.78 | 1.88 | 1.5 | 0.22 |
ENT (Otolaryngology) | Degree of freedom | Sum or square | Mean square | F statistic | p value |
Patient age | 1 | 0.42 | 0.42 | 0.32 | 0.57 |
Patient sex | 1 | 5.74 | 5.74 | 4.36 | 0.037 |
Socioeconomic status | 4 | 0.76 | 0.19 | 0.14 | 0.97 |
Patient ACG index | 2 | 15.9 | 7.98 | 6.06 | 0.0024 |
Continuity of care with their FP | 2 | 1.38 | 0.69 | 0.52 | 0.59 |
Orthopedics | Degree of freedom | Sum or square | Mean square | F statistic | p value |
Patient age | 1 | 21.2 | 21.25 | 12.3 | 0.0005 |
Patient sex | 1 | 6.78 | 6.78 | 3.92 | 0.048 |
Socioeconomic status | 4 | 15.9 | 3.99 | 2.31 | 0.56 |
Patient ACG index | 2 | 2.11 | 1.06 | 0.61 | 0.54 |
Continuity of care with their FP | 2 | 18.9 | 9.49 | 5.49 | 0.0043 |