| Literature DB >> 28733300 |
Caroline S Clarke1, Jeff Round2, Stephen Morris3, Kalpa Kharicha1, John Ford4, Jill Manthorpe5, Steve Iliffe1, Claire Goodman6, Kate Walters1.
Abstract
OBJECTIVES: Given many countries' ageing populations, policymakers must consider how to mitigate or reduce health problems associated with old age, within budgetary constraints. Evidence of use of digital technology in delaying the onset of illness and reducing healthcare service use is mixed, with no clear consensus as yet. Our aim was to investigate the relationship between frequent internet use and patterns of health or social care resource use in primary care attendees who took part in a study seeking to improve the health of older adults.Entities:
Keywords: Older adults; health service resource use; internet use; logistic regression; panel data; primary care
Mesh:
Year: 2017 PMID: 28733300 PMCID: PMC5642753 DOI: 10.1136/bmjopen-2017-015839
Source DB: PubMed Journal: BMJ Open ISSN: 2044-6055 Impact factor: 2.692
Baseline characteristics of participants, given for the overall group, as well as split according to whether or not they used the internet frequently
| Covariates | Overall (n=454) | Using internet infrequently (n=198) | Using internet frequently (n=247) | |
| Site (semirural; other option was urban) (%) | 62.3 | 63.6 | 62.4 | |
| Season at start (autumn; other option was summer) (%) | 47.6 | 47.5 | 48.2 | |
| Gender (female) (%) | 52.9 | 58.6 | 48.6 | |
| 65–74 | 59.9 | 44.4 | 73.7 | |
| 75–84 | 33.3 | 42.4 | 24.3 | |
| 85+ | 6.8 | 13.1 | 2.0 | |
| White British (seven missing) (%) | 86.1 | 84.4 | 87.4 | |
| Lonely (six-item de Jong Gierveld score) (50 missing) (%) | 34.9 | 38.7 | 31.2 | |
| Short Form-12 mental score (mean, SD) (42 missing) | 53.2, 8.6 | 52.6, 8.2 | 53.7, 8.9 | |
| Short form-12 physical score (mean, SD) (42 missing) | 43.9, 12.5 | 40.6, 12.7 | 46.5, 11.7 | |
| Recent sudden illness (12 missing) (%) | 17.0 | 18.2 | 15.7 | |
| Left full-time education before 17 years of age (three missing) (%) | 60.8 | 74.0 | 49.6 | |
Number of respondents at each time point (baseline, 3 months and 6 months), proportions of participants using each type of service at each of the three time points in the panel data set and numbers of missing values
| Resource use variable | Baseline (n=454) | 3 months (n=405) | 6 months (n=348) |
| Yes | 37 | 40 | 35 |
| No | 63 | 60 | 65 |
| 10 missing | 2 missing | 14 missing | |
| Yes | 74 | 75 | 71 |
| No | 26 | 25 | 29 |
| 11 missing | 6 missing | 15 missing | |
| Yes | 54 | 57 | 50 |
| No | 46 | 43 | 50 |
| 11 missing | 3 missing | 13 missing | |
| Yes | 14 | 18 | 15 |
| No | 86 | 82 | 85 |
| 8 missing | 2 missing | 12 missing |
OR (95% CI) from univariable unadjusted analyses of each individual covariate and its relationship to each resource use variable in the panel data set
| Independent variables | (A) Hospital use | (B) Primary care use | (C) Other healthcare services | (D) Wash/meals assistance | |
| Frequent internet use | 0.76 (0.47 to 1.25) | 0.79 (0.52 to 1.20) | 1.42 (0.97 to 2.09) | 0.12*** (0.05 to 0.29) | |
| 65–74 | Reference case | Reference case | Reference case | Reference case | |
| 75–84 | 1.44 (0.85 to 2.44) | 1.54 (0.98 to 2.42) | 0.94 (0.62 to 1.42) | 7.36*** (2.98 to 18.19) | |
| 85+ | 1.55 (0.59 to 4.08) | 4.76*** (1.70 to 13.36) | 1.50 (0.68 to 3.34) | 176.38*** (33.87 to 918.41) | |
| Gender (male) | 1.13 (0.69 to 1.84) | 0.95 (0.62 to 1.43) | 0.57** (0.39 to 0.83) | 0.60 (0.25 to 1.41) | |
| Site (urban) | 1.35 (0.82 to 2.23) | 0.95 (0.62 to 1.46) | 1.40 (0.94 to 2.08) | 2.76* (1.15 to 6.63) | |
| Season at start (autumn) | 0.71 (0.44 to 1.16) | 0.71 (0.47 to 1.07) | 0.84 (0.57 to 1.24) | 2.26 (0.95 to 5.37) | |
| SF-12 mental score | 0.97 (0.94 to 1.00) | 0.96** (0.93 to 0.98) | 0.97** (0.94 to 0.99) | 0.94* (0.89 to 0.99) | |
| SF-12 physical score | 0.94*** (0.92 to 0.96) | 0.95*** (0.93 to 0.97) | 0.98** (0.96 to 0.99) | 0.85*** (0.82 to 0.89) | |
| Recent sudden illness | 5.07*** (2.68 to 9.59) | 3.40*** (1.79 to 6.46) | 3.46*** (2.00 to 5.99) | 4.69** (1.54 to 14.30) | |
| Not White British | 0.84 (0.41 to 1.73) | 1.31 (0.70 to 2.47) | 0.77 (0.44 to 1.35) | 2.79 (0.82 to 9.48) | |
| Left full-time education aged ≥17 | 1.21 (0.73 to 1.99) | 1.10 (0.72 to 1.68) | 2.29*** (1.55 to 3.40) | 1.22 (0.51 to 2.92) | |
| Lonely (six-item de Jong Gierveld) | 1.79* (1.05 to 3.05) | 1.71* (1.08 to 2.72) | 1.65* (1.07 to 2.52) | 5.41*** (2.12 to 13.79) | |
*p<0.05; ** p<0.01; *** p<0.001.
OR (95% CI) from multivariable adjusted regression analyses for the four final models: one for each type of resource use in the panel data set
| Four models → | (A) Hospital use | (B) Primary care use | (C) Other healthcare services | (D) Wash/meals assistance | |
| Dependent variable: frequent internet use | 0.98 (0.25 to 3.84) | 1.15 (0.78 to 1.70) | 1.72*** (1.33 to 2.23) | 0.56 (0.12 to 2.55) | |
| 65–74 | Reference case | Reference case | Reference case | Reference case | |
| 75–84 | 1.50 (0.79 to 2.85) | 1.35 (0.92 to 1.98) | 1.08 (0.57 to 2.07) | 3.44*** (1.69 to 6.97) | |
| 85+ | 0.60 (0.15 to 2.44) | 2.01 (0.54 to 7.41) | 1.15 (0.45 to 2.97) | 19.36*** (8.21 to 45.64) | |
| Gender (male) | 1.68* (1.01 to 2.81) | 0.97 (0.68 to 1.39) | 0.59*** (0.50 to 0.70) | 0.69 (0.24 to 1.95) | |
| Site (urban) | 1.47* (1.07 to 2.04) | 0.75 (0.37 to 1.54) | 1.24 (0.84 to 1.84) | 1.46 (0.60 to 3.52) | |
| Season at start (autumn) | 0.86 (0.71 to 1.05) | 0.73* (0.56 to 0.95) | 0.77 (0.57 to 1.04) | 1.46 (0.81 to 2.63) | |
| Short form-12 mental score | 1.01 (0.99 to 1.03) | 0.96*** (0.95 to 0.98) | 0.99 (0.94 to 1.04) | 0.95 (0.91 to 1.00) | |
| Short form-12 physical score | 0.94*** (0.92 to 0.96) | 0 (0.93 to 0.98) | 0.97* (0.95 to 1.00) | 0.87*** (0.84 to 0.91) | |
| Recent sudden illness | 4.80*** (2.46 to 9.41) | 1.89** (1.22 to 2.94) | 2.27** (1.27 to 4.07) | 1.42 (0.75 to 2.71) | |
| Not White British | 0.43** (0.25 to 0.75) | 1.28 (0.51 to 3.18) | 0.42** (0.24 to 0.72) | 0.69 (0.16 to 2.95) | |
| Left full-time education aged ≥17 | 1.68*** (1.35 to 2.09) | 1.23 (0.78 to 1.94) | 2.72*** (2.19 to 3.39) | 3.19*** (2.31 to 6.63) | |
| Lonely (six-item de Jong Gierveld) | 1.42 (0.80 to 2.51) | 0.99 (0.64 to 1.54) | 1.08 (0.56 to 2.06) | 1.14 (0.54 to 2.39) | |
*p<0.05; ** p<0.01; *** p<0.001.