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Erschienen in: Journal of General Internal Medicine 11/2018

17.08.2018 | Original Research

Examining the Interrelations Among Objective and Subjective Health Literacy and Numeracy and Their Associations with Health Knowledge

verfasst von: Erika A. Waters, PhD, MPH, Caitlin Biddle, PhD, Kimberly A. Kaphingst, ScD, Elizabeth Schofield, MPH, Marc T. Kiviniemi, PhD, Heather Orom, PhD, Yuelin Li, PhD, Jennifer L. Hay, PhD

Erschienen in: Journal of General Internal Medicine | Ausgabe 11/2018

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Abstract

Background

Health literacy and numeracy influence many health-related behaviors and outcomes. Health literacy and numeracy have been assessed objectively and subjectively, but interrelationships among the measures and the consistency of their association with health knowledge have not been examined.

Objective

To increase understanding of the structure and interrelations among objective and subjective health literacy and numeracy and how these constructs relate to knowledge of risk factors of two major diseases.

Design

Secondary analysis of cross-sectional survey data, weighted to be representative of the general US population of non-institutionalized adults.

Participants

Participants (N = 1005, 55.2% response rate) were recruited from GfK KnowledgePanel. The unweighted sample included 52% women, 26% racial/ethnic minorities, and 37% with no college experience.

Main Measures

Objective health literacy, subjective health literacy, objective numeracy, subjective numeracy. Objective and perceived knowledge of diabetes and colon cancer risk factors were also assessed.

Key Results

Confirmatory factor analyses indicated that a model with correlated (r = 0.16–0.56) but separate factors for each of the four literacy/numeracy constructs best fit the data (RMSEA = 0.055 (95% CI 0.049–0.061), CFI = 0.94). Consistency between measures in classifying people as having adequate or limited health literacy or numeracy was 60.9–77.1%, depending on the combination of measures. All four literacy/numeracy constructs were independently associated with objective diabetes knowledge and objective colon cancer knowledge (all ps < .04). Subjective (but not objective) literacy and numeracy measures were associated with diabetes perceived knowledge (all ps < .02). No literacy/numeracy measures were associated with perceived colon cancer knowledge.

Conclusions

We identified objective and subjective health literacy and numeracy as four distinct but related concepts. We also found that each construct accounts for unique variance in objective (but not subjective) disease knowledge. Until research uncovers what psychological processes drive subjective measures (e.g., motivation, self-efficacy), research investigating the relationship between health literacy and health outcomes should consider assessing all four measures.
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Literatur
1.
Zurück zum Zitat Hunleth JM, Steinmetz EK, McQueen, A, James AS. Beyond Adherence: Health Care Disparities and the Struggle to Get Screened for Colon Cancer. Qual Health Res. 2015. Hunleth JM, Steinmetz EK, McQueen, A, James AS. Beyond Adherence: Health Care Disparities and the Struggle to Get Screened for Colon Cancer. Qual Health Res. 2015.
2.
Zurück zum Zitat Kutner M, Greenberg E, Jin Y, Paulsen C. The health literacy of America’s adults: Results from the 2003 National Assessment of Adult Literacy. Washington, DC: U.S. Department of Education, National Center for Health Statistics; 2006. Report No.: NCES 2006–483. Kutner M, Greenberg E, Jin Y, Paulsen C. The health literacy of America’s adults: Results from the 2003 National Assessment of Adult Literacy. Washington, DC: U.S. Department of Education, National Center for Health Statistics; 2006. Report No.: NCES 2006–483.
3.
Zurück zum Zitat Nelson WL, Moser RP, Han PK. Exploring objective and subjective numeracy at a population level: findings from the 2007 Health Information National Trends Survey (HINTS). J Health Commun. 2013;18(2):192–205.PubMedCrossRef Nelson WL, Moser RP, Han PK. Exploring objective and subjective numeracy at a population level: findings from the 2007 Health Information National Trends Survey (HINTS). J Health Commun. 2013;18(2):192–205.PubMedCrossRef
4.
Zurück zum Zitat Fernandez DM, Larson JL, Zikmund-Fisher BJ. Associations between health literacy and preventive health behaviors among older adults: findings from the health and retirement study. BMC Public Health. 2016;16. Fernandez DM, Larson JL, Zikmund-Fisher BJ. Associations between health literacy and preventive health behaviors among older adults: findings from the health and retirement study. BMC Public Health. 2016;16.
5.
Zurück zum Zitat Reyna VF, Nelson WL, Han PK, Dieckmann NF. How numeracy influences risk comprehension and medical decision making. Psychol Bull. 2009;135(6):943–73.PubMedPubMedCentralCrossRef Reyna VF, Nelson WL, Han PK, Dieckmann NF. How numeracy influences risk comprehension and medical decision making. Psychol Bull. 2009;135(6):943–73.PubMedPubMedCentralCrossRef
6.
Zurück zum Zitat Fan JH, Lyons SA, Goodman MS, Blanchard MS, Kaphingst KA. Relationship Between Health Literacy and Unintentional and Intentional Medication Nonadherence in Medically Underserved Patients With Type 2 Diabetes. Diabetes Educ. 2016;42(2):199–208.PubMedPubMedCentralCrossRef Fan JH, Lyons SA, Goodman MS, Blanchard MS, Kaphingst KA. Relationship Between Health Literacy and Unintentional and Intentional Medication Nonadherence in Medically Underserved Patients With Type 2 Diabetes. Diabetes Educ. 2016;42(2):199–208.PubMedPubMedCentralCrossRef
7.
Zurück zum Zitat Berkman ND, Sheridan SL, Donahue KE, Halpern DJ, Viera A, Crotty K, et al. Health Literacy Interventions and Outcomes: An Updated Systematic Review. Rockville, MD: Agency for Healthcare Research and Quality; 2011. Berkman ND, Sheridan SL, Donahue KE, Halpern DJ, Viera A, Crotty K, et al. Health Literacy Interventions and Outcomes: An Updated Systematic Review. Rockville, MD: Agency for Healthcare Research and Quality; 2011.
8.
Zurück zum Zitat Hay JL, Orom H, Kiviniemi MT, Waters EA. “I don’t know” my cancer risk: exploring deficits in cancer knowledge and information-seeking skills to explain an often-overlooked participant response. Med Decis Making. 2015;35(4):436–45.PubMedPubMedCentralCrossRef Hay JL, Orom H, Kiviniemi MT, Waters EA. “I don’t know” my cancer risk: exploring deficits in cancer knowledge and information-seeking skills to explain an often-overlooked participant response. Med Decis Making. 2015;35(4):436–45.PubMedPubMedCentralCrossRef
9.
Zurück zum Zitat Oh A, Shaikh A, Waters E, Atienza A, Moser RP, Perna F. Health disparities in awareness of physical activity and cancer prevention: findings from the National Cancer Institute's 2007 Health Information National Trends Survey (HINTS). J Health Commun. 2010;15 Suppl 3:60–77.PubMedPubMedCentralCrossRef Oh A, Shaikh A, Waters E, Atienza A, Moser RP, Perna F. Health disparities in awareness of physical activity and cancer prevention: findings from the National Cancer Institute's 2007 Health Information National Trends Survey (HINTS). J Health Commun. 2010;15 Suppl 3:60–77.PubMedPubMedCentralCrossRef
10.
Zurück zum Zitat Kaphingst KA, Blanchard M, Milam L, Pokharel M, Elrick A, Goodman MS. Relationships Between Health Literacy and Genomics-Related Knowledge, Self-Efficacy, Perceived Importance, and Communication in a Medically Underserved Population. J Health Commun. 2016;21 Suppl 1:58–68.PubMedPubMedCentralCrossRef Kaphingst KA, Blanchard M, Milam L, Pokharel M, Elrick A, Goodman MS. Relationships Between Health Literacy and Genomics-Related Knowledge, Self-Efficacy, Perceived Importance, and Communication in a Medically Underserved Population. J Health Commun. 2016;21 Suppl 1:58–68.PubMedPubMedCentralCrossRef
11.
Zurück zum Zitat Weiss BD, Mays MZ, Martz W, Castro KM, DeWalt DA, Pignone MP, et al. Quick assessment of literacy in primary care: The newest vital sign. Ann Fam Med. 2005;3(6):514–22.PubMedPubMedCentralCrossRef Weiss BD, Mays MZ, Martz W, Castro KM, DeWalt DA, Pignone MP, et al. Quick assessment of literacy in primary care: The newest vital sign. Ann Fam Med. 2005;3(6):514–22.PubMedPubMedCentralCrossRef
12.
Zurück zum Zitat Arozullah AM, Yarnold PR, Bennett CL, Soltysik RC, Wolf MS, Ferreira RM, et al. Development and validation of a short-form, rapid estimate of adult literacy in medicine. Med Care. 2007;45(11):1026–33.PubMedCrossRef Arozullah AM, Yarnold PR, Bennett CL, Soltysik RC, Wolf MS, Ferreira RM, et al. Development and validation of a short-form, rapid estimate of adult literacy in medicine. Med Care. 2007;45(11):1026–33.PubMedCrossRef
13.
Zurück zum Zitat Lipkus IM, Samsa G, Rimer BK. General performance on a numeracy scale among highly educated samples. Med Decis Making. 2001;21(1):37–44.PubMedCrossRef Lipkus IM, Samsa G, Rimer BK. General performance on a numeracy scale among highly educated samples. Med Decis Making. 2001;21(1):37–44.PubMedCrossRef
14.
Zurück zum Zitat Chew LD, Griffin JM, Partin MR, Noorbaloochi S, Grill JP, Snyder A, et al. Validation of screening questions for limited health literacy in a large VA outpatient population. J Gen Intern Med. 2008;23(5):561–6.PubMedPubMedCentralCrossRef Chew LD, Griffin JM, Partin MR, Noorbaloochi S, Grill JP, Snyder A, et al. Validation of screening questions for limited health literacy in a large VA outpatient population. J Gen Intern Med. 2008;23(5):561–6.PubMedPubMedCentralCrossRef
16.
Zurück zum Zitat Carpenter CR, Kaphingst KA, Goodman MS, Lin MJ, Melson AT, Griffey RT. Feasibility and diagnostic accuracy of brief health literacy and numeracy screening instruments in an urban emergency department. Acad Emerg Med. 2014;21(2):137–46.PubMedPubMedCentralCrossRef Carpenter CR, Kaphingst KA, Goodman MS, Lin MJ, Melson AT, Griffey RT. Feasibility and diagnostic accuracy of brief health literacy and numeracy screening instruments in an urban emergency department. Acad Emerg Med. 2014;21(2):137–46.PubMedPubMedCentralCrossRef
17.
Zurück zum Zitat Weinstein ND, Sandman PM. The precaution adoption process model. In: Glanz K, Rimer BK, Lewis FM, eds. Health behavior and health education: Theory, research, and practice. 3rd ed. San Francisco, CA: John Wiley and Sons; 2002:121–43. Weinstein ND, Sandman PM. The precaution adoption process model. In: Glanz K, Rimer BK, Lewis FM, eds. Health behavior and health education: Theory, research, and practice. 3rd ed. San Francisco, CA: John Wiley and Sons; 2002:121–43.
18.
Zurück zum Zitat Orom H, Schofield E, Kiviniemi MT, Waters EA, Biddle C, Chen X, et al. Why do people frequently not know their risk for common diseases? An investigation of potential mechanisms. under review. Orom H, Schofield E, Kiviniemi MT, Waters EA, Biddle C, Chen X, et al. Why do people frequently not know their risk for common diseases? An investigation of potential mechanisms. under review.
21.
22.
Zurück zum Zitat Moser RP, Arndt J, Han P, Waters EA, Amsellem M, Hesse BW. Perceptions of Cancer as a Death Sentence: Prevalence and Consequences. J Health Psychol. 2014;19(12):1518–24.PubMedCrossRef Moser RP, Arndt J, Han P, Waters EA, Amsellem M, Hesse BW. Perceptions of Cancer as a Death Sentence: Prevalence and Consequences. J Health Psychol. 2014;19(12):1518–24.PubMedCrossRef
23.
Zurück zum Zitat Weiss BD, Mays MZ, Martz W, Castro KM, DeWalt DA, Pignone MP, et al. Quick assessment of literacy in primary care: the newest vital sign. Ann Fam Med. 2005;3(6):514–22.PubMedPubMedCentralCrossRef Weiss BD, Mays MZ, Martz W, Castro KM, DeWalt DA, Pignone MP, et al. Quick assessment of literacy in primary care: the newest vital sign. Ann Fam Med. 2005;3(6):514–22.PubMedPubMedCentralCrossRef
24.
Zurück zum Zitat Chew LD, Bradley KA, Boyko EJ. Brief questions to identify patients with inadequate health literacy. Fam Med. 2004;36(8):588–94.PubMed Chew LD, Bradley KA, Boyko EJ. Brief questions to identify patients with inadequate health literacy. Fam Med. 2004;36(8):588–94.PubMed
25.
Zurück zum Zitat Schwartz LM, Woloshin S, Black W, Welch G. The role of numeracy in understanding the benefit of screening mammography. Ann Intern Med. 1997;127(11):966–72.PubMedCrossRef Schwartz LM, Woloshin S, Black W, Welch G. The role of numeracy in understanding the benefit of screening mammography. Ann Intern Med. 1997;127(11):966–72.PubMedCrossRef
26.
Zurück zum Zitat Muthén LK, Muthén BO. Mplus Version 8. 2017. Muthén LK, Muthén BO. Mplus Version 8. 2017.
27.
Zurück zum Zitat StataCorp. Stata Statistical Software: Release 14. College Station, TX: StataCorp LP: 2015. StataCorp. Stata Statistical Software: Release 14. College Station, TX: StataCorp LP: 2015.
28.
Zurück zum Zitat Hu L, Bentler PM. Evaluating model fit. In: Hoyle RH, editor. Structural Equation Modeling. Thousand Oaks, CA: Sage Publications; 1999. p. 76–99. Hu L, Bentler PM. Evaluating model fit. In: Hoyle RH, editor. Structural Equation Modeling. Thousand Oaks, CA: Sage Publications; 1999. p. 76–99.
29.
Zurück zum Zitat Iacobucci D. Structural equations modeling: Fit indices, sample size, and advanced topics. J Consum Psychol. 2010;20(1):90–8.CrossRef Iacobucci D. Structural equations modeling: Fit indices, sample size, and advanced topics. J Consum Psychol. 2010;20(1):90–8.CrossRef
30.
Zurück zum Zitat Dolan JG, Cherkasky OA, Li Q, Chin N, Veazie PJ. Should Health Numeracy Be Assessed Objectively or Subjectively? Med Decis Making. 2016;36(7):868–75.PubMedCrossRef Dolan JG, Cherkasky OA, Li Q, Chin N, Veazie PJ. Should Health Numeracy Be Assessed Objectively or Subjectively? Med Decis Making. 2016;36(7):868–75.PubMedCrossRef
31.
Zurück zum Zitat Kiechle ES, Bailey SC, Hedlund LA, Viera AJ, Sheridan SL. Different Measures, Different Outcomes? A Systematic Review of Performance-Based versus Self-Reported Measures of Health Literacy and Numeracy. J Gen Intern Med. 2015;30(10):1538–46.PubMedPubMedCentralCrossRef Kiechle ES, Bailey SC, Hedlund LA, Viera AJ, Sheridan SL. Different Measures, Different Outcomes? A Systematic Review of Performance-Based versus Self-Reported Measures of Health Literacy and Numeracy. J Gen Intern Med. 2015;30(10):1538–46.PubMedPubMedCentralCrossRef
32.
Zurück zum Zitat Griffey RT, Melson AT, Lin MJ, Carpenter CR, Goodman MS, Kaphingst KA. Does numeracy correlate with measures of health literacy in the emergency department? Acad Emerg Med. 2014;21(2):147–53.PubMedPubMedCentralCrossRef Griffey RT, Melson AT, Lin MJ, Carpenter CR, Goodman MS, Kaphingst KA. Does numeracy correlate with measures of health literacy in the emergency department? Acad Emerg Med. 2014;21(2):147–53.PubMedPubMedCentralCrossRef
33.
Zurück zum Zitat Goodman MS, Griffey RT, Carpenter CR, Blanchard M, Kaphingst KA. Do Subjective Measures Improve the Ability to Identify Limited Health Literacy in a Clinical Setting? J Am Board Fam Med. 2015;28(5):584–94.PubMedPubMedCentralCrossRef Goodman MS, Griffey RT, Carpenter CR, Blanchard M, Kaphingst KA. Do Subjective Measures Improve the Ability to Identify Limited Health Literacy in a Clinical Setting? J Am Board Fam Med. 2015;28(5):584–94.PubMedPubMedCentralCrossRef
34.
Zurück zum Zitat Storch D, Jackson JL. Capsule Commentary on Kiechle et al. Different Measures, Different Outcomes? A Systematic Review of Performance-Based versus Self-Reported Measures of Health Literacy and Numeracy. J Gen Intern Med. 2015;30(10):1537.PubMedPubMedCentralCrossRef Storch D, Jackson JL. Capsule Commentary on Kiechle et al. Different Measures, Different Outcomes? A Systematic Review of Performance-Based versus Self-Reported Measures of Health Literacy and Numeracy. J Gen Intern Med. 2015;30(10):1537.PubMedPubMedCentralCrossRef
35.
Zurück zum Zitat Peters E, Bjalkebring P. Multiple numeric competencies: When a number is not just a number. J Pers Soc Psychol. 2015;108(5):802–22.PubMedCrossRef Peters E, Bjalkebring P. Multiple numeric competencies: When a number is not just a number. J Pers Soc Psychol. 2015;108(5):802–22.PubMedCrossRef
Metadaten
Titel
Examining the Interrelations Among Objective and Subjective Health Literacy and Numeracy and Their Associations with Health Knowledge
verfasst von
Erika A. Waters, PhD, MPH
Caitlin Biddle, PhD
Kimberly A. Kaphingst, ScD
Elizabeth Schofield, MPH
Marc T. Kiviniemi, PhD
Heather Orom, PhD
Yuelin Li, PhD
Jennifer L. Hay, PhD
Publikationsdatum
17.08.2018
Verlag
Springer US
Erschienen in
Journal of General Internal Medicine / Ausgabe 11/2018
Print ISSN: 0884-8734
Elektronische ISSN: 1525-1497
DOI
https://doi.org/10.1007/s11606-018-4624-2

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