| Literature DB >> 19644651 |
Klaus Eichler1, Simon Wieser, Urs Brügger.
Abstract
OBJECTIVES: To summarize evidence about (1) the costs of limited health literacy (HL) and (2) the cost-effectiveness of interventions to improve limited HL.Entities:
Mesh:
Year: 2009 PMID: 19644651 PMCID: PMC3785182 DOI: 10.1007/s00038-009-0058-2
Source DB: PubMed Journal: Int J Public Health ISSN: 1661-8556 Impact factor: 3.380
Framework for health literacy (HL) interventions (adopted from Kirsch et al. 1993)
| Sector | Population | Intervention | Outcome | HL level (Nutbeam (Nutbeam |
|---|---|---|---|---|
|
| Persons from the general population (i.e., interventions not specifically addressing patients from the health care system) | Health promotion interventions | “Health literacy” | Functional HL |
| (to be applied for health decisions in daily life settings; the pre-requisite for “Patient Literacy”) | Interactive HL | |||
| Critical HL | ||||
|
| Patients (e.g., persons with diabetes or cancer) | Health promotion interventions | Health literacy in the sense of “Patient Literacy” | Functional HL |
| (to be applied by patients for health decisions regarding the underlying disease) | Interactive HL | |||
| Critical HL |
Fig. 1Study flow of the systematic review
Prevalence of limited health literacy (HL) in different populations
| Author, Year | Survey, start data collection | Location of study, sample size, | Participation rate | Measurement of HL, definition of HL levels | Prevalence of limited HL | Q-itemsa (Yes/No/unclear) | Comments |
|---|---|---|---|---|---|---|---|
| Kirsch et al. | National Adult Literacy Survey (NALS), 1992 | United States, | NA | Scores along three scales of skills in prose, document, and quantitative Literacy | 21% NALS level1 (prose) | 3/1/0 | Additional results for subgroups provided |
| (final score levels for each skill: NALS levels 1 [low] to 5 [high]) | 23% NALS level1 (document) | ||||||
| 22% NALS level1 (quantitative) | |||||||
| 27% NALS level2 (prose) | |||||||
| 28% NALS level2 (document) | |||||||
| 25% NALS level2 (quantitative) | |||||||
| Kutner et al. | National Assessment of Adult Literacy (NAAL), 2003 | United States, | Response rate 62% (results were published after “bias adjustment”) | Scores along three scales of skills in prose, document, and quantitative Literacy | 14% NAAL level1 (prose) | 4/0/0 | Some features of NAAL are different to NALS (e.g., different scoring definitions per class) |
| (final score levels for each skill: NAAL level 1 [below basic]; level 2 [basic]; level 3 [intermediate]; 4 [proficient]) | 12% NAAL level1 (document) | NAAL offers a Health literacy Component (HLC); however, no figures are provided for HLC | |||||
| 22% NAAL level1 (quantitative) | |||||||
| 29% NAAL level2 (prose) | |||||||
| 22% NAAL level2 (document) | |||||||
| 33% NAAL level2 (quantitative) | |||||||
| OECD | Adult Literacy and Life Skills Survey (ALL); Swiss data only, 2003 | Switzerland, | Response rate 40% (unclear if “bias adjustment”) | Questionnaire; booklet with tasks of increasing difficulty | Switzerland (level 1 and 2): | 3/1/0 | This data set contains only ALL data for Switzerland (additional countries in the ALL survey: Norway, Italy, US, Canada, Bermuda, Mexico) |
| (level 1 and 2: low HL skills) | 52.2% (Prose Literacy) | ||||||
| 49.0% (document Literacy) | |||||||
| 39.3% (numeracy) | |||||||
| 66.1 (problem solving) | |||||||
| OECD | Adult Literacy and Life Skills Survey (ALL); US data only, 2003 | United States, | Response rate 66% (unclear if “bias adjustment”) | Questionnaire; booklet with tasks of increasing difficulty | US (level 1 and 2): | 3/1/0 | This data set contains only ALL data for the US |
| (level 1 and 2: low skills) | 52.6% (Prose Literacy) | ||||||
| 52.5% (document Literacy) | |||||||
| 58.6% (numeracy) | |||||||
| (no data for problem solving) | |||||||
| Rudd et al. | Health Activities Literacy Scale (HALS); US data only, 1992 | United States, | NA | 191 health-related items extracted from prevoius surveys (mostly NALS and IALS); after calibration procedure generation of 5 HL levels | 19% HALS level1 | 1/3/0 | HALS score was derived to measure HL for 5 health-related activities: Health promotion; health protection; disease prevention; health care & maintenance; systems navigation |
| 27% HALS level2 | A calibration procedure was applied to generate nearly identical mean values compared to NALS |
a Q-items Quality items; applied scoring: Yes (number of fulfilled Q-items); No (number of Q-items that are not fulfilled); unclear (number of Q-items, for which information in the paper was not sufficient for judgement)
Details of studies that assessed costs of limited health literacy (HL) in different populations
| Author, Year | Location of study, sample size, | Source of HL-prevalence (prev), source of costs (cost) | Outcome | Q-itemsa (Yes/no/unclear) | Comments |
|---|---|---|---|---|---|
| Patient level/system level | |||||
| Howard et al. | United States, | Prev: Medicare HMO in 4 US locations | Patient level: additional costs of health service use for persons with low HL | 6/1/0 | Pop: Medicare HMO between 1996 and 1997 in 4 US locations. Participation rate 44% (3260/7471) |
| Cost: from administrative claims data | |||||
| Weiss and Palmer | United States, | Prev: Medicaid population (AHCCCS) | Patient level: additional costs of participants with low reading levels; direct annual medical costs (mean annual total charges; mean annual inpatient charges) | 5/1/1 | This study is a reanalysis of a related paper (Weiss and Palmer |
| Cost: health plan billing records | Pop: randomly selected indigent Medicaid population (AHCCCS) | ||||
| Sanders et al. | United States, | Prev: for caregivers: own cross sectional data of HL (s-TOFHLA) | Patient level: additional costs of health service use of children with inadequate (low) HL-caregivers compared to children with adequate (high) HL-caregivers | 3/2/2 | The study assessed the association between caregiver Health literacy and the use and cost of child health services |
| Cost: for children: Medicaid billing records; own hospital records for service use | Medicaid cost data were only available for 139 children only (48% of 290 children). Recruitment of participants uncompletely described | ||||
| Friedland | United States, | Prev: NALS 1992 population data | System level: additional costs of health service use for persons with low HL | 4/2/1 | The final estimate was derived from predicted levels of functional Literacy and estimates of health care use |
| Cost: Health Care Financing Administration data: Survey of Income and Program Participation (SIPP) 1993 | |||||
| Spycher | Switzerland, | Prev: OECD | System level: additional costs of health service use for persons with low HL | 3/1/3 | The study applied modeling assumptions to US cost data to estimate the costs of low HL in Switzerland |
| Cost: National Academy on an Aging Society US 1998 | |||||
| Vernon et al. | United States, | Prev: NAAL 2003 population data | System level: additional costs of health service use for persons with low HL | 4/2/1 | The authors have adopted Friedland’s 2002 assumptions and modeling methodology to guide their own calculations |
| Cost: Medical Expenditure Panel Survey (MEPS) 2003 |
a Q-items Quality items; applied scoring: Yes (number of fulfilled Q-items); No (number of Q-items that are not fulfilled); unclear (number of Q-items, for which information in the paper was not sufficient for judgement)
Costs of limited health literacy (HL) on the health care system level
| Author, Year | Location of study, Sample size, | Costs due to low HL (system level) | Currency, cost date, discounting | Total health care costs per year (system level) | Estimated amount of health care costs per year attributable to low HL |
|---|---|---|---|---|---|
| Friedland | United States, | US $69 billion | 1996 US $; no discounting | NA | NA |
| (US health care system) | |||||
| (NALS level1: $29 billion) | |||||
| (NALS level1 + 2: $69 billion) | |||||
| Spycher | Switzerland, | CHF 1.5 billion (Swiss health care system) | 2005 CHF; no discounting | CHF 50 billion (in 2005) | 3% |
| (ALL levels 1 + 2) | |||||
| Vernon et al. | United States, | US $106–238 billion (US health care system) | 2003 US $; with future discounting for infinite time horizon: US $1.6–3.6 trillion | US $2,300 billion (in 2007) | 4.6–10.3% |
| (NAAL levels: basic + below basic) |
Estimated amount of health care costs per year attributable to low HL (for costs on the patient level see Fig. 2)
Fig. 2Costs of limited health literacy (HL) on the patient level. Differences in average annual health care costs per patient (for costs on the health care system level) (see Table 4). Three studies are included in this plot. For each study two different outcome items are provided. Values on the left side of the indifference line indicate lower health care costs of persons with limited HL, values on the right side of the indifference line indicate higher health care costs of persons with limited HL compared to persons with adequate HL. If provided by the primary authors, a 95%-CI is added to the point estimates of each study
Pubmed search strategy
| #9 | Search #4 AND #5 Limits: Publication Date from 1980 |
| #6 | Search #4 AND #5 |
| #5 | Search Literacy [TIAB] |
| #4 | Search #1 OR #3 |
| #3 | Search “Meta-Analysis”[Publication Type] |
| #1 | Search (“Economics”[Mesh]) OR (“economics”[Subheading]) OR (“Review”[Publication Type]) OR (“Clinical Trial”[Publication Type]) OR (“Comparative Study”[Publication Type]) OR (pre-post[TIAB]) OR (“pre-post”[TIAB]) OR (“before-after”[TIAB]) OR (before-after[TIAB]) OR (cost-effectiveness[TIAB]) OR (“cost-effectiveness”[TIAB]) OR (“cost-benefit”[TIAB]) OR (cost-benefit[TIAB]) OR (“cost of illness”[TIAB]) OR (“burden of disease”[TIAB]) |
Cochrane search strategy
| ID | Search | Hits | Edit | Delete |
|---|---|---|---|---|
| #1 | (Economic*):ti,ab,kw in Cochrane Reviews, Other Reviews, Clinical Trials, Technology Assessments and Economic Evaluations | 27966 | Edit | Delete |
| #2 | (Review):pt or (Clinical Trial):pt or (Controlled):pt or (Comparative Study):pt or (Meta-Analysis):pt in Cochrane Reviews, Other Reviews, Clinical Trials, Technology Assessments and Economic Evaluations | 308798 | Edit | Delete |
| #3 | (pre-post):ti,ab,kw or (before-after):ti,ab,kw or (cost-effectiveness):ti,ab,kw or (cost-benefit):ti,ab,kw in Cochrane Reviews, Other Reviews, Clinical Trials, Technology Assessments and Economic Evaluations | 15723 | Edit | Delete |
| #4 | “cost of illness”:ti,ab,kw or “burden of disease”:ti,ab,kw in Cochrane Reviews, Other Reviews, Clinical Trials, Technology Assessments and Economic Evaluations | 2660 | Edit | Delete |
| #5 | (#1 OR #2 OR #3 OR #4) | 333297 | Edit | Delete |
| #6 | (Literacy):ti,ab,kw in Cochrane Reviews, Other Reviews, Clinical Trials, Technology Assessments and Economic Evaluations | 171 | Edit | Delete |
| #7 | (#5 AND #6) | 132 | Edit | Delete |
| #8 | (#7), from 1980 to 2008 | 132 | Edit | Delete |
Appendix 2. Applied quality items (Berkman et al. 2004; Drummond et al. 2005; NHS Centre for Reviews and Dissemination 2001; Pignone et al. 2005)
| No. | Items | Comment/criteria | PREV | COST | CEFF |
|---|---|---|---|---|---|
| 1 ext |
| At least 3: sex; age; morbidities or social features (such as ethnicity; education; income) | PREV | COST | CEFF |
| 2 ext |
| Qual. description is sufficient; | PREV | COST | CEFF |
| 3 ext |
| CEFF | |||
| 4 ext |
| CEFF | |||
| 5 int |
| Both have to be described for randomised studies | CEFF | ||
| 6 int |
| Completeness fulfilled: >=80% | CEFF | ||
| 7 int |
| Fulfilled if stated in the text | CEFF | ||
| 8 int |
| PREV | COST | CEFF | |
| 9 int |
| COST | CEFF | ||
| 10 int |
| To be described: quantities of resource use; currency and price date; discounting | COST | CEFF | |
| 11 int |
| CEFF | |||
| 12 ext |
| CEFF | |||
| 13 ext |
| To address uncertainty of input variables | COST | CEFF | |
| 14 int |
| Measures of uncertainty for main results reported? (e.g. CI); accounted for confounding? (restriction; stratific.; multivar. models; ran) If econometric model used: time horizon stated? | PREV | COST | CEFF |
Applied scoring: No; Yes; unclear
int items addressing internal validity, ext items addressing external validity, PREV studies assessing the prevalence of HL levels, COST studies assessing the costs of limited HL, CEFF studies assessing the cost-effectiveness of interventions to improve limited HL