| Literature DB >> 27687902 |
Mayilee Canizares1, Monique Gignac2, Sheilah Hogg-Johnson3, Richard H Glazier4, Elizabeth M Badley5.
Abstract
OBJECTIVE: In light of concerns for meeting the provision of healthcare services given the large numbers of ageing baby boomers, we compared the trajectories of primary care and specialist services use across the lifecourse of 5 birth cohorts and examined factors associated with birth cohort differences.Entities:
Keywords: BABY BOOMERS; BIRTH COHORT; MULTIMORBIDITY; PRIMARY CARE; SPECIALTY CARE
Year: 2016 PMID: 27687902 PMCID: PMC5051394 DOI: 10.1136/bmjopen-2016-013276
Source DB: PubMed Journal: BMJ Open ISSN: 2044-6055 Impact factor: 2.692
Characteristics of birth cohorts at baseline (1994–1995). Canadian NPHS, 1994–2011
| Pre-World War II (1925–1934) | World War II (1935–1944) | Older baby boomer (1945–1954) | Younger Baby Boomer (1955–1964) | Gen X (1965–1974) | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Women | Men | Women | Men | Women | Men | Women | Men | Women | Men | |
| N | 787 | 597 | 857 | 739 | 1150 | 1055 | 1510 | 1268 | 1201 | 1022 |
| Outcomes | ||||||||||
| % physician services use | 75.2 | 66.6 | 69.9 | 57.9 | 67.3 | 51.7 | 71.3 | 48.4 | 76.7 | 43.1 |
| % primary care users | 69.5 | 59.6 | 64.1 | 51.8 | 60.4 | 46.5 | 63.4 | 43.5 | 69.3 | 38.5 |
| % specialist users | 31.9 | 30.0 | 31.2 | 24.5 | 31.4 | 19.2 | 33.4 | 17.2 | 34.1 | 13.1 |
| Enabling factors | ||||||||||
| Mean age | 63.7 | 63.8 | 53.8 | 53.6 | 43.6 | 43.8 | 33.9 | 34.0 | 24.2 | 24.2 |
| Mean years of schooling | 10.7 | 10.7 | 11.7 | 11.8 | 13.2 | 13.1 | 13.3 | 13.4 | 13.5 | 13.5 |
| Predisposing factors | ||||||||||
| Mean household income* | 40.7 | 45.4 | 54.7 | 59.0 | 59.7 | 62.3 | 53.6 | 56.2 | 49.7 | 54.7 |
| % with regular doctor | 94.7 | 93.1 | 93.6 | 88.7 | 90.1 | 80.6 | 89.8 | 78.9 | 87.8 | 70.3 |
| Behaviour-related factors | ||||||||||
| % smokers (current or former) | 54.4 | 80.8 | 53.1 | 76.8 | 56.8 | 71.7 | 62.0 | 63.8 | 59.1 | 54.4 |
| Mean BMI | 26.1 | 26.6 | 26.2 | 26.9 | 25.3 | 26.5 | 24.2 | 26.0 | 23.4 | 24.7 |
| % obese | 18.5 | 18.9 | 16.3 | 16.6 | 16.1 | 14.7 | 11.6 | 11.4 | 10.1 | 10.0 |
| % physically inactive | 44.1 | 49.1 | 41.9 | 39.3 | 38.7 | 46.4 | 42.1 | 48.0 | 47.0 | 55.0 |
| % sedentary | 17.1 | 19.9 | 17.2 | 21.4 | 22.7 | 22.0 | 20.4 | 21.3 | 22.1 | 18.2 |
| Need factors | ||||||||||
| Mean number of chronic conditions | 1.6 | 1.4 | 1.3 | 1.0 | 0.9 | 0.7 | 0.8 | 0.6 | 0.7 | 0.5 |
| % with 1 chronic condition | 29.7 | 32.9 | 29.7 | 36.1 | 31.8 | 29.9 | 28.5 | 30.1 | 26.5 | 26.5 |
| % with 2+ chronic conditions | 43.0 | 38.2 | 34.6 | 25.0 | 21.2 | 17.5 | 18.7 | 13.5 | 18.4 | 10.7 |
| Attrition† | ||||||||||
| % died | 30.3 | 48.9 | 11.7 | 19.3 | 5.4 | 6.1 | 1.7 | 3.1 | 1.7 | 2.6 |
| % dropped-out | 19.8 | 21.0 | 20.2 | 25.3 | 23.5 | 23.5 | 28.0 | 30.2 | 34.1 | 37.8 |
*In Canadian dollars and expressed in thousands.
†Proportions calculated based on the status at the end of the study.
BMI, body mass index; Gen X, Generation X; NPHS, National Population Health Survey.
Age and cohort effects (model 1) on physician services use: results from logistic cross-classified multilevel models. Canadian NPHS, 1994–2011
| Any physician use | Primary care | Specialist care | |
|---|---|---|---|
| OR (95% CI) | OR (95% CI) | OR (95% CI) | |
| Fixed effects | |||
| Age and cohort effects | |||
| Linear age‡ | 0.99 (0.98 to 0.99)*** | 0.99 (0.98 to 1.00)*** | 1.01 (1.00 to 1.02)** |
| Birth cohort (Ref: pre-World War) | |||
| World War II | 1.23 (1.04 to 1.45)* | 1.08 (0.91 to 1.29) | 1.38 (1.20 to 1.58)*** |
| Older Baby Boomer | 1.08 (0.90 to 1.31) | 0.96 (0.77 to 1.19) | 1.49 (1.25 to 1.78)*** |
| Younger Baby Boomer | 0.94 (0.76 to 1.15) | 0.84 (0.63 to 1.10) | 1.48 (1.19 to 1.83)*** |
| Gen X | 0.91 (0.73 to 1.15) | 0.79 (0.64 to 0.99)** | 1.67 (1.29 to 2.15)*** |
| Random effects§ | |||
| Individual | 1.32 (1.28 to 1.34)*** | 1.39 (1.31 to 1.47)*** | 0.91 (0.85 to 0.97)*** |
| Period (survey year) | 0.01 (0.00 to 0.03) | 0.01 (0.00 to 0.01)* | 0.00 (−0.04 to 0.04) |
| Fixed effects | |||
| Age and cohort effects | |||
| Linear age | 1.03 (1.02 to 1.03)*** | 1.02 (1.01 to 1.03)*** | 1.03 (1.02 to 1.04)*** |
| Birth cohort (Ref: Pre-World War) | |||
| World War II | 1.32 (1.10 to 1.59)** | 1.16 (0.97 to 1.39) | 1.32 (1.11 to 1.58)*** |
| Older Baby Boomer | 1.36 (1.12 to 1.66)** | 1.09 (0.90 to 1.33) | 1.36 (1.10 to 1.69)*** |
| Younger Baby Boomer | 1.47 (1.18 to 1.82)** | 1.03 (0.81 to 1.30) | 1.52 (1.18 to 1.96)*** |
| Gen X | 1.48 (1.16 to 1.88)** | 0.99 (0.99 to 0.99) | 1.73 (1.27 to 2.37)*** |
| Random effects§ | |||
| Individual | 1.27 (1.11 to 1.34)*** | 1.37 (1.31 to 1.43)*** | 0.87 (0.79 to 0.95)*** |
| Period (survey year) | 0.01 (0.00 to 0.04) | 0.00 (−0.04 to 0.04) | 0.04 (−0.02 to 0.10) |
*p<0.05, **p<0.01, ***p<0.0001.
‡Age was centred at the mean of the distribution in 1994–1995 (39 years). Models included a quadratic age term.
§Estimates are variances.
Gen X, Generation X; NPHS, National Population Health Survey.
Figure 1Age trajectories and birth cohort for (A) primary care use and (B) specialist care use. Values are predictions from the fixed part of models in table 2. GenX, Generation X; OBB, Older Baby Boomer; pre-WW, pre-World War II; YBB, Younger Baby Boomer; WW2, World War II.
Predisposing, enabling, behaviour-related and need factors as predictors of physician use for women: results from logistic cross-classified multilevel models.‡ Canadian NPHS, 1994–2011
| Primary care | Specialist care | |||
|---|---|---|---|---|
| Model 2 | Model 3 | Model 2 | Model 3 | |
| OR (95% CI) | OR (95% CI) | OR (95% CI) | OR (95% CI) | |
| Linear age§ | 0.85 (0.84 to 0.86)*** | 0.71 (0.70 to 0.73)*** | 1.03 (1.03 to 1.04) | 0.92 (0.92 to 0.93)*** |
| Birth cohort (Ref: pre-World War) | ||||
| World war II | 1.04 (0.89 to 1.22) | 0.86 (0.54 to 1.38) | 1.38 (1.11 to 1.71) | 1.15 (0.92 to 1.44) |
| Older Baby Boomer | 0.85 (0.69 to 1.06) | 0.68 (0.45 to 1.01) | 1.38 (1.13 to 1.68) | 1.06 (0.86 to 1.30) |
| Younger Baby Boomer | 0.71 (0.53 to 0.96)*** | 0.55 (0.39 to 0.79)*** | 1.31 (1.10 to 1.56) | 0.95 (0.79 to 1.15) |
| Gen X | 0.64 (0.44 to 0.93)*** | 0.48 (0.28 to 0.81)*** | 1.45 (1.14 to 1.83)** | 0.97 (0.75 to 1.25) |
| Education (Ref: 16+years) | ||||
| 12–16 years | 0.96 (0.78 to 1.19) | 0.99 (0.81 to 1.21) | 0.79 (0.66 to 0.96)* | 0.81 (0.68 to 0.97)* |
| <12 years | 0.91 (0.72 to 1.15) | 0.93 (0.75 to 1.15) | 0.57 (0.46 to 0.69)*** | 0.57 (0.47 to 0.70)*** |
| Income quartiles (Ref: bottom (Q1)) | ||||
| Q2 | 0.92 (0.85 to 1.00)† | 0.96 (0.89 to 1.05) | 0.95 (0.88 to 1.03) | 0.99 (0.92 to 1.07) |
| Q3 | 0.94 (0.86 to 1.03) | 0.98 (0.90 to 1.07) | 1.00 (0.92 to 1.09) | 1.06 (0.97 to 1.15) |
| Top (Q4) | 0.96 (0.87 to 1.05) | 1.00 (0.91 to 1.10) | 1.03 (0.95 to 1.13) | 1.10 (1.01 to 1.19)* |
| Missing | 0.86 (0.73 to 1.02)† | 0.89 (0.75 to 1.04) | 0.94 (0.81 to 1.10) | 0.98 (0.84 to 1.14) |
| Have regular source of care | 3.82 (3.45 to 4.23)*** | 3.51 (3.17 to 3.89)*** | 1.44 (1.30 to 1.60)*** | 1.30 (1.17 to 1.44)*** |
| Smokers (Ref: never) | ||||
| Current | 1.01 (0.91 to 1.11) | 0.92 (0.84 to 1.01) | 1.06 (0.97 to 1.16) | 0.99 (0.91 to 1.07) |
| Former | 1.07 (0.98 to 1.16) | 1.01 (0.93 to 1.09) | 1.13 (1.04 to 1.22)** | 1.07 (0.99 to 1.15)† |
| BMI (Ref: normal)¶ | ||||
| Underweight | 1.08 0.89 to 1.30) | 1.08 (0.90 to 1.30) | 1.11 (0.93 to 1.33) | 1.12 (0.94 to 1.33) |
| Overweight | 1.31 (1.22 to 1.42)*** | 1.24 (1.15 to 1.33)*** | 1.06 (0.99 to 1.14)† | 1.00 (0.93 to 1.07) |
| Moderate obese | 1.81 (1.62 to 2.01)*** | 1.52 (1.37 to 1.68)*** | 1.18 (1.07 to 1.29)*** | 1.01 (0.92 to 1.11) |
| Severe obese | 2.10 (1.80 to 2.45)*** | 1.53 (1.32 to 1.77)*** | 1.30 (1.15 to 1.48)*** | 0.99 (0.87 to 1.12) |
| Physically inactive | 0.90 (0.85 to 0.95)*** | 0.90 (0.85 to 0.96)*** | 0.88 (0.83 to 0.92)*** | 0.88 (0.83 to 0.93)*** |
| Sedentary lifestyle | 1.09 (1.02 to 1.17)* | 1.07 (1.00 to 1.14)*** | 1.13 (1.06 to 1.21)*** | 1.11 (1.04 to 1.18)** |
| Chronic conditions (Ref: none) | ||||
| 1 | 2.03 (1.89 to 2.17)*** | 1.73 (1.61 to 1.86)*** | ||
| 2+ | 3.30 (3.03 to 3.60)*** | 4.98 (4.49 to 5.54)*** | ||
*p<0.05, **p<0.01, ***p<0.0001, †p<0.1.
‡Models include period (survey year) as a random effect.
§Age was centred at the mean of the distribution in 1994–1995 (39 years). Models included a quadratic age term.
¶Severe obese (≥35.0), moderate obese (30.0–34.9), overweight (25.0–29.9), underweight (<18.5), normal (18.5–24.9).
BMI, body mass index; Gen X, Generation X; NPHS, National Population Health Survey.
Predisposing, enabling, behaviour-related and need factors as predictors of physician use for men: results from logistic cross-classified multilevel models.‡ Canadian NPHS, 1994–2011
| Primary care | Specialist care | |||
|---|---|---|---|---|
| Model 2 | Model 3 | Model 2 | Model 3 | |
| OR (95% CI) | OR (95% CI) | OR (95% CI) | OR (95% CI) | |
| Linear age§ | 1.08 (1.08 to 1.08)*** | 0.85 (0.85 to 0.85)*** | 1.28 (1.27 to 1.29)*** | 1.08 (1.08 to 1.09)*** |
| Birth cohort (Ref: pre-World War) | ||||
| World War II | 1.08 (0.82 to 1.43) | 0.87 (0.64 to 1.19) | 1.35 (1.06 to 1.72)** | 1.12 (0.88 to 1.41) |
| Older Baby Boomer | 0.99 (0.77 to 1.28) | 0.70 (0.53 to 0.93)*** | 1.36 (1.09 to 1.71)** | 1.00 (0.81 to 1.24) |
| Younger Baby Boomer | 0.86 (0.68 to 1.09) | 0.54 (0.42 to 0.70)*** | 1.51 (1.21 to 1.87)** | 0.99 (0.81 to 1.20) |
| Gen X | 0.79 (0.57 to 1.08) | 0.46 (0.32 to 0.65)*** | 1.73 (1.32 to 2.28)*** | 1.04 (0.81 to 1.34) |
| Education (Ref: 16+years) | ||||
| 12–15 years | 1.20 (0.98 to 1.48) | 1.19 (0.98 to 1.43) | 0.76 (0.63 to 0.92)** | 0.75 (0.63 to 0.90)*** |
| <12 years | 1.20 (0.96 to 1.50) | 1.17 (0.96 to 1.44) | 0.6 (0.49 to 0.74)*** | 0.58 (0.48 to 0.71)*** |
| Income quartiles (Ref: bottom (Q1)) | ||||
| Q2 | 0.90 (0.82 to 0.99)*** | 0.94 (0.86 to 1.04) | 1.01 (0.91 to 1.11) | 1.07 (0.97 to 1.18) |
| Q3 | 0.90 (0.81 to 0.99)*** | 0.94 (0.85 to 1.04) | 1.03 (0.93 to 1.14) | 1.10 (0.99 to 1.22)† |
| Top (Q4) | 0.84 (0.75 to 0.93)*** | 0.89 (0.81 to 0.99)*** | 0.98 (0.88 to 1.09) | 1.07 (0.96 to 1.18) |
| Missing | 0.69 (0.56 to 0.87)*** | 0.71 (0.57 to 0.88)*** | 0.98 (0.78 to 1.23) | 1.01 (0.81 to 1.26) |
| Have regular source of care | 3.36 (3.06 to 3.68)*** | 3.03 (2.77 to 3.32)*** | 2.14 (1.93 to 2.39)*** | 1.86 (1.67 to 2.06)*** |
| Smokers (Ref: never) | ||||
| Current | 0.96 (0.86 to 1.07) | 0.92 (0.83 to 1.02) | 1.01 (0.91 to 1.13) | 0.97 (0.87 to 1.07) |
| Former | 1.16 (1.06 to 1.28) | 1.09 (0.99 to 1.19) | 1.21 (1.10 to 1.33)*** | 1.15 (1.04 to 1.26)*** |
| BMI (Ref: normal)¶ | ||||
| Underweight | 1.38 (0.90 to 2.10) | 1.29 (0.85 to 1.97) | 1.24 (1.04 to 1.49)*** | 0.96 (0.80 to 1.14) |
| Overweight | 1.14 (1.05 to 1.23)*** | 1.12 (1.04 to 1.21)*** | 1.04 (0.93 to 1.17) | 0.91 (0.82 to 1.02) |
| Moderate obese | 1.45 (1.29 to 1.62)*** | 1.30 (1.17 to 1.45)*** | 0.92 (0.85 to 1.00)† | 0.90 (0.83 to 0.97)*** |
| Severe obese | 2.09 (1.72 to 2.54)*** | 1.69 (1.40 to 2.03)*** | 1.30 (0.86 to 1.97) | 1.23 (0.81 to 1.86) |
| Physically inactive | 0.98 (0.92 to 1.04) | 0.95 (0.89 to 1.01) | 1.09 (1.02 to 1.16)* | 1.06 (1.00 to 1.14)† |
| Sedentary lifestyle | 1.21 (1.12 to 1.30)*** | 1.14 (1.06 to 1.23)*** | 1.28 (1.19 to 1.38)*** | 1.21 (1.12 to 1.31)*** |
| Chronic conditions (Ref: none) | ||||
| 1 | 2.27 (2.11 to 2.44)*** | 2.03 (1.87 to 2.21)*** | ||
| 2+ | 4.04 (3.69 to 4.43)*** | 6.86 (5.99 to 7.87)*** | ||
*p<0.05, **p<0.01, ***p<0.0001, †p<0.1.
‡Models include period (survey year) as a random effect.
§Age was centred at the mean of the distribution in 1994–1995 (39 years). Models included a quadratic age term.
¶Severe obese (≥35.0), moderate obese (30.0–34.9), overweight (25.0–29.9), underweight (<18.5), normal (18.5–24.9).
BMI, body mass index; Gen X, Generation X; NPHS, National Population Health Survey.
Figure 2Age trajectories of primary care use by number of chronic conditions and birth cohort. Predictions from models with interactions between chronic condition groups and age, and with birth cohort. Models included predisposing, enabling, behavioural risk and need factors (see online supplementary table S1). GenX: Generation X; pre-WW: pre-World War II; OBB: Older Baby Boomer; WW2: World War II; YBB: Younger Baby Boomer.