| Literature DB >> 24755090 |
Carlos H Martinez1, Beth L St Jean, Craig A Plauschinat, Barbara Rogers, Julen Beresford, Fernando J Martinez, Caroline R Richardson, Meilan K Han.
Abstract
BACKGROUND: Technology offers opportunities to improve healthcare, but little is known about Internet use by COPD patients. We tested two hypotheses: Internet access is associated with socio-demographic disparities and frequency of use is related to perceived needs.Entities:
Mesh:
Year: 2014 PMID: 24755090 PMCID: PMC4021217 DOI: 10.1186/1471-2466-14-66
Source DB: PubMed Journal: BMC Pulm Med ISSN: 1471-2466 Impact factor: 3.317
Figure 1Modified Wilson’s 1996 Model of Information Behavior. This model depicts that a person develops an information need due to some basic stressor (a new diagnosis or disease status), and that intervening variables (demographics and socioeconomic variables) then motivate or impede the person’s information seeking and use. Additional mechanisms based on the perceived risks and rewards (termed here “perceived needs”) further influence patients’ decisions regarding whether and how actively to seek information and what information sources to consult (from a passive diffusion of information to an active ongoing search). Following information seeking behavior, a feedback loop is created, based upon the actions taken (or not) to process and use the information (a step not modeled here).
Figure 2Modified Wilson’s 1996 Model of Information Behavior applied to COPD. The modified and simplified model depicts that a person develops an information need due to the stressor of having a COPD diagnosis, and that demographics and socioeconomic variables (intervening variables) define the access to the information source (Internet). After that, perceived and unmet needs (risks and rewards) further influence patients’ decisions regarding frequency of Internet use. A final feedback loop describing the actions taken (or not) is not modeled here. The current project tested this theoretical model.
Demographic, socioeconomic, and clinical characteristics of patients by internet access and frequency of internet use
| | ||||||
|---|---|---|---|---|---|---|
| | | | | | | |
| Mean age | 69.0 (9.8) | 75.1 (7.3) | < 0.0001 | 62.8 (10.0) | 71.1 (8.8) | < 0.0001 |
| Female gender | 56.95 | 62.96 | 0.07 | 67.33 | 53.41 | 0.003 |
| Education HS or Lower | 33.45 | 57.59 | < 0.0001 | 34.00 | 33.26 | 0.92 |
| Income < $30,000 | 41.11 | 68.18 | < 0.0001 | 49.66 | 37.85 | 0.01 |
| Living in rural area | 22.32 | 26.42 | 0.19 | 31.33 | 19.22 | 0.003 |
| White race | 96.10 | 96.54 | 0.10 | 97.33 | 95.67 | 0.10 |
| | | | | | | |
| Medicare | 71.69 | 81.23 | 0.001 | 57.62 | 76.54 | < 0.0001 |
| Employer/work | 33.05 | 26.10 | 0.026 | 30.46 | 33.94 | 0.43 |
| None | 2.37 | 1.77 | 0.54 | 5.30 | 1.37 | 0.006 |
| | | | | | | |
| 10.1 (6.1) | 9.4 (6.0) | 0.10 | 12.6 (5.8) | 9.2 (6.0) | < 0.0001 | |
| | | | | | | |
| Shortness of breath | 84.09 | 80.94 | 0.21 | 88.74 | 82.50 | 0.07 |
| Cough | 55.67 | 58.65 | 0.37 | 54.97 | 55.91 | 0.84 |
| Phlegm | 55.50 | 54.84 | 0.84 | 55.63 | 55.45 | 0.97 |
| Nocturnal symptoms | 35.53 | 35.78 | 0.94 | 38.41 | 34.55 | 0.39 |
| Any exacerbation | 43.99 | 41.64 | 0.48 | 58.28 | 39.09 | < 0.0001 |
| At least one hospital admission | 25.72 | 27.86 | 0.47 | 29.80 | 24.32 | 0.18 |
| At least one emergency room visit | 26.40 | 24.05 | 0.42 | 35.76 | 23.18 | 0.0025 |
| Severe dyspnea | 24.96 | 26.20 | 0.74 | 29.14 | 23.49 | 0.20 |
| | | | | | | |
| Oxygen use | 60.52 | 58.66 | 0.58 | 75.50 | 55.24 | < 0.0001 |
| Continuous oral steroids | 18.80 | 16.61 | 0.47 | 21.48 | 17.86 | 0.39 |
| | | | | | | |
| Oxygen | 84.53 | 73.03 | 0.001 | 87.72 | 82.98 | 0.25 |
| Ever stopped meds | 29.72 | 22.32 | 0.01 | 32.00 | 28.91 | 0.47 |
| Low med compliance | 13.04 | 19.33 | 0.01 | 13.42 | 12.90 | 0.87 |
| Low persist meds | 4.13 | 7.29 | 0.04 | 5.30 | 3.72 | 0.40 |
Patients’ comorbidities and perceived needs by internet access and frequency of internet use
| | ||||||
|---|---|---|---|---|---|---|
| | | | | | | |
| Hypertension | 44.58 | 53.37 | 0.009 | 28.48 | 50.11 | < 0.0001 |
| Heart disease | 23.39 | 33.43 | 0.0009 | 17.88 | 25.28 | 0.06 |
| Arthritis | 35.93 | 53.08 | < 0.0001 | 27.81 | 38.72 | 0.015 |
| Osteoporosis | 22.03 | 28.74 | 0.02 | 25.17 | 20.96 | 0.28 |
| Diabetes | 17.46 | 24.63 | 0.008 | 11.92 | 19.36 | 0.037 |
| Anxiety | 22.71 | 21.11 | 0.57 | 35.10 | 18.45 | < 0.0001 |
| Depression | 22.71 | 20.82 | 0.50 | 32.45 | 19.36 | 0.0009 |
| Obesity | 21.19 | 15.84 | 0.045 | 31.79 | 17.54 | 0.0002 |
| Sleep disorder | 23.56 | 13.78 | 0.0003 | 22.52 | 23.92 | 0.72 |
| Migraine | 5.76 | 4.11 | 0.27 | 5.96 | 5.69 | 0.90 |
| Mean comorbidities | 2.7 (1.8) | 3.0 (1.9) | 0.01 | 2.8 (1.8) | 2.7 (1.9) | 0.80 |
| | | | | | | |
| Any psych disease | 32.49 | 31.38 | 0.72 | 45.70 | 27.95 | < 0.0001 |
| Any cardiovasc disease | 61.59 | 72.43 | 0.0008 | 44.37 | 67.50 | < 0.0001 |
| Any articular disease | 46.19 | 62.76 | < 0.0001 | 41.72 | 47.73 | 0.20 |
| | | | | | | |
| Insufficient time with physician | 10.00 | 7.28 | 0.21 | 20.53 | 6.29 | < 0.0001 |
| Dissatisfied with my physician | 10.26 | 6.33 | 0.058 | 14.67 | 8.74 | 0.03 |
| Diagnosis was delayed | 39.42 | 19.35 | < 0.0001 | 57.62 | 33.18 | < 0.0001 |
| Doctor not sympathetic | 3.77 | 1.77 | 0.06 | 6.62 | 2.78 | 0.04 |
| Doctor does not listen | 8.92 | 10.14 | 0.56 | 17.22 | 5.94 | < 0.0001 |
| Treated poorly by healthcare system | 10.28 | 14.02 | 0.11 | 23.33 | 5.19 | < 0.0001 |
| Doctor difficult to make appointment with | 8.02 | 7.25 | 0.67 | 12.58 | 6.44 | 0.01 |
| Doctor difficult to reach | 12,84 | 12.10 | 0.74 | 20.53 | 10.16 | 0.001 |
| Dissatisfied with meds | 9.01 | 8.18 | 0.66 | 13.33 | 7.49 | 0.03 |
| Poor/very poor health | 22.75 | 17.40 | 0.06 | 33.77 | 18.95 | 0.0002 |
| Severe/very severe symptoms | 39.11 | 28.27 | 0.001 | 54.97 | 33.56 | < 0.0001 |
| Symptoms keep me from working | 30.63 | 22.58 | 0.008 | 53.64 | 22.73 | < 0.0001 |
| Symptoms limit amount of work | 48.56 | 45.75 | 0.40 | 56.95 | 45.68 | 0.016 |
| Visits any doctor | 8.0 (6.4) | 6.7 (5.9) | 0.002 | 9.1 (6.6) | 7.6 (6.2) | 0.015 |
| Visits pulmonologist | 3.0 (3.5) | 2.4 (2.7) | 0.010 | 3.9 (4.9) | 2.7 (2.7) | 0.002 |
Use of educational resources and self-reported disease knowledge by internet access and frequency of use
| | ||||||
|---|---|---|---|---|---|---|
| | | | | | | |
| Physician | 87.29 | 82.99 | 0.07 | 84.77 | 88.15 | 0.28 |
| Respiratory therapist | 45.25 | 38.71 | 0.051 | 43.71 | 45.79 | 0.65 |
| Nurse | 38.64 | 30.79 | 0.01 | 40.40 | 38.04 | 0.60 |
| Books, magazines | 39.66 | 31.09 | 0.008 | 47.68 | 36.90 | 0.019 |
| Other patients | 19.15 | 8.50 | < 0.0001 | 27.81 | 16.17 | 0.0017 |
| Television or cable | 14.58 | 13.20 | 0.55 | 11.26 | 15.72 | 0.18 |
| Patient organizations | 15.25 | 7.04 | 0.0002 | 26.49 | 11.39 | < 0.0001 |
| Pamphlets, brochures | 43.39 | 36.36 | 0.03 | 39.74 | 44.65 | 0.29 |
| Online support groups | 23.73 | 0.88 | < 0.0001 | 65.56 | 9.34 | < 0.0001 |
| Other internet sites | 37.46 | 1.17 | < 0.0001 | 72.19 | 25.51 | < 0.0001 |
| | | | | | | |
| Not well-informed | 16.52 | 12.42 | 0.09 | 15.89 | 16.74 | 0.80 |
| Not aware of guidelines | 51.48 | 56.73 | 0.13 | 45.33 | 53.65 | 0.07 |
Multivariate models for lack of internet access and more frequent internet use
| | ||
|---|---|---|
| | | |
| Age (per 1-year increment) | 1.10 (1.07, 1.13) | 0.95 (0.93, 0.98) |
| Low income | 2.47 (1.63, 3.73) | 1.26 (0.77, 2.06) |
| Education below high school | 2.30 (1.54, 3.45) | 0.70 (0.41, 1.19) |
| Cardiovascular disease | 1.16 (0.77, 1.76) | 0.48 (0.29, 0.78) |
| Mobility-related disease | 1.56 (1.05, 2.34) | 0.84 (0.51, 1.38) |
| Home oxygen use | 0.88 (0.58, 1.33) | 2.71 (1.49, 4.91) |
| Exacerbations last year | 1.0(0.65, 1.45) | 1.54 (0.90, 2.64) |
| | | |
| Diagnosis was delayed | 0.52 (0.34, 0.81) | 1.72 (1.06, 2.78) |
| Treated poorly by healthcare system | 1.99 (1.04, 3.81) | 2.46 (1.15, 5.24) |
| Insufficient time with doctor | 0.84 (0.38, 1.85) | 2.29 (1.02, 5.13) |
| Doctor does not listen | 1.19 (0.59, 2.43) | 3.14 (1.42, 6.95) |
| Doctor not sympathetic | 0.94 (0.0.21, 4.23) | 0.58 (0.14, 2.36) |
| Doctor difficult to reach | 1.11 (0.58, 2.11) | 0.98 (0.47, 2.02) |
| Doctor difficult to make appointment with | 1.28 (0.60, 2.72) | 1.05 (0.44, 2.48) |
| Symptoms keep me from working | 0.91 (0.58, 1.42) | 2.54 (1.55, 4.16) |
aModels additionally adjusted for Gender, Insurance, Comorbidities, Visits to the pulmonologist and any doctor, health status and symptoms.
Figure 3Conceptual model of the relationships between COPD patient characteristics, perceived needs, and Internet access. We hypothesize that patient demographic and socioeconomic factors are related with the availability of the resource (access to the Internet); while frequency of Internet use is related with the patient’s perceived needs. The simplified model’s relationships are based on a modification of Wilson’s (1996) Model of Information Behavior, as described in Figure 1.