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Keinki C, Zowalla R, Wiesner M, Koester MJ, Huebner J. Understandability of Patient Information Booklets for Patients with Cancer. JOURNAL OF CANCER EDUCATION : THE OFFICIAL JOURNAL OF THE AMERICAN ASSOCIATION FOR CANCER EDUCATION 2018; 33:517-527. [PMID: 27726109 DOI: 10.1007/s13187-016-1121-3] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
The improvement of health literacy in general and the information of individual patient is a major concern of the German national cancer plan and similar initiatives in other western countries. The aim of our study was to assess the readability and understandability of information booklets for cancer patients available at German Web sites. A support vector machine (SVM) was used to discriminate between laymen- and expert-centric patient information booklets about nine most common tumor types. All booklets had to be available for free at the Internet. A total of 52 different patient booklets were downloaded and assessed. Overall, the assessment of all booklets showed that an understandability level L of 4.6 and therefore increased medical background knowledge is required to understand a random text selected from the sample. The assessed information booklets on cancer show very limited suitability for laymen. We were able to demonstrate that a medical background is necessary to understand the examined booklets. The current study highlights the need to create information material adjusted to the needs of laymen. Assessing understandability before publication, especially for laymen with low health literacy, could ensure the suitability and thus quality of the information material.
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Affiliation(s)
- Christian Keinki
- Working Group Integrative Oncology, Dr. Senckenberg Chronomedical Institute, J.W. Goethe University, Theodor-Stern-Kai 7, 60590, Frankfurt, Germany.
| | - Richard Zowalla
- Department of Medical Informatics, Hochschule Heilbronn, Max-Planck-Str. 39, 74081, Heilbronn, Germany
| | - Martin Wiesner
- Department of Medical Informatics, Hochschule Heilbronn, Max-Planck-Str. 39, 74081, Heilbronn, Germany
| | - Marie Jolin Koester
- Working Group Integrative Oncology, Dr. Senckenberg Chronomedical Institute, J.W. Goethe University, Theodor-Stern-Kai 7, 60590, Frankfurt, Germany
| | - Jutta Huebner
- Working Group Integrative Oncology, Dr. Senckenberg Chronomedical Institute, J.W. Goethe University, Theodor-Stern-Kai 7, 60590, Frankfurt, Germany
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Fraenkel L, Benjamin Nowell W, Stake CE, Venkatachalam S, Eyler R, Michel G, Peters E. Impact of Information Presentation Format on Preference for Total Knee Replacement Surgery. Arthritis Care Res (Hoboken) 2018; 71:379-384. [PMID: 29799668 DOI: 10.1002/acr.23605] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2018] [Accepted: 05/22/2018] [Indexed: 11/10/2022]
Abstract
OBJECTIVE Patients have a poor understanding of outcomes related to total knee replacement (TKR) surgery, with most patients underestimating the potential benefits and overestimating the risk of complications. In this study, we sought to compare the impacts of descriptive information alone or in combination with an icon array, experience condition (images), or spinner on participants' preference for TKR. METHODS A total of 648 members of an online arthritis network were randomized to 1 of 4 outcome presentation formats: numeric only, numeric with an icon array, numeric with a set of 50 images, or numeric with a functional spinner. Preferences for TKR were measured before and immediately after viewing the outcome information using an 11-point numeric rating scale. Knowledge was assessed by asking participants to report the frequency of each outcome. RESULTS Participants randomized to the icon array, images, and spinner had stronger preferences for TKR (after controlling for baseline preferences) compared to those viewing the numeric only format (P < 0.05 for all mean differences). Knowledge scores were highest in participants randomized to the icon array; however, knowledge did not mediate the association between format and change in preference for TKR. CONCLUSION Decision support at the point-of-care is being increasingly recognized as a vital component of care. Our findings suggest that adding graphic information to descriptive statistics strengthens preferences for TKR. Although experience formats using images may be too complex to use in clinical practice, icon arrays and spinners may be a viable and easily adaptable decision aid to support communication of probabilistic information.
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Affiliation(s)
- Liana Fraenkel
- Yale University School of Medicine, New Haven, and Veterans Administration Connecticut Healthcare System, West Haven, Connecticut
| | - W Benjamin Nowell
- CreakyJoints, Global Healthy Living Foundation, Upper Nyack, New York
| | - Christine E Stake
- CreakyJoints, Global Healthy Living Foundation, Upper Nyack, New York
| | | | - Rachel Eyler
- University of Connecticut School of Pharmacy, Storrs
| | - George Michel
- Yale University School of Medicine, New Haven, Connecticut
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Okan Y, Stone ER, Bruine de Bruin W. Designing Graphs that Promote Both Risk Understanding and Behavior Change. RISK ANALYSIS : AN OFFICIAL PUBLICATION OF THE SOCIETY FOR RISK ANALYSIS 2018; 38:929-946. [PMID: 28973820 DOI: 10.1111/risa.12895] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/16/2016] [Revised: 07/25/2017] [Accepted: 08/01/2017] [Indexed: 06/07/2023]
Abstract
Graphs show promise for improving communications about different types of risks, including health risks, financial risks, and climate risks. However, graph designs that are effective at meeting one important risk communication goal (promoting risk-avoidant behaviors) can at the same time compromise another key goal (improving risk understanding). We developed and tested simple bar graphs aimed at accomplishing these two goals simultaneously. We manipulated two design features in graphs, namely, whether graphs depicted the number of people affected by a risk and those at risk of harm ("foreground+background") versus only those affected ("foreground-only"), and the presence versus absence of simple numerical labels above bars. Foreground-only displays were associated with larger risk perceptions and risk-avoidant behavior (i.e., willingness to take a drug for heart attack prevention) than foreground+background displays, regardless of the presence of labels. Foreground-only graphs also hindered risk understanding when labels were not present. However, the presence of labels significantly improved understanding, eliminating the detrimental effect of foreground-only displays. Labels also led to more positive user evaluations of the graphs, but did not affect risk-avoidant behavior. Using process modeling we identified mediators (risk perceptions, understanding, user evaluations) that explained the effect of display type on risk-avoidant behavior. Our findings contribute new evidence to the graph design literature: unlike what was previously feared, we demonstrate that it is possible to design foreground-only graphs that promote intentions for behavior change without a detrimental effect on risk understanding. Implications for the design of graphical risk communications and decision support are discussed.
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Affiliation(s)
- Yasmina Okan
- Centre for Decision Research, Leeds University Business School, University of Leeds, UK
| | - Eric R Stone
- Department of Psychology, Wake Forest University, Winston-Salem, NC, USA
| | - Wändi Bruine de Bruin
- Centre for Decision Research, Leeds University Business School, University of Leeds, UK
- Department of Engineering and Public Policy, Carnegie Mellon University, Pittsburgh, PA, USA
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Abstract
BACKGROUND Understanding diagnostic test outcomes requires determining the positive predictive value (PPV) of the test, which most laypeople and medical professionals struggle to do. Despite advances found with frequency formats and visual aids, less than 40% of people can typically identify this value. This study tests the impact of using congruent reference classes in problem-question pairings, evaluates the role of numeracy, and assesses how diagnostic value estimates affect the reported likelihood to use the test. METHOD A 3 × 2, Pairing (congruent test-focus, congruent condition-focus, incongruent) × Response Format (frequency, percentage) mixed design experiment was conducted, in which participants answered diagnostic questions about 7 medical problems presented in a format focusing either on the reference class of those who test positive or those who have the condition. Answer accuracy, numeracy, and ratings of likelihood to use estimates were assessed. RESULTS Focusing on the congruent test reference class allowed 87% of participants to consistently identify the PPV, and focusing on the congruent condition reference class led 63% of participants to consistently identify the sensitivity (SEN). Aligning reference classes was especially beneficial for those with lower numeracy, increasing accuracy on problems from 21% for incongruent pairings to 66% for congruent pairings. Ratings of likelihood to use the test were closely tied to participants' estimates of diagnostic values, regardless of the accuracy of those estimates. CONCLUSIONS Although often overlooked, a straightforward mapping of reference classes from the relevant diagnostic information to the question of interest reduces confusion and substantially increases accuracy in estimates of diagnostic values. These findings can be used to strengthen training in the assessment of uncertainties associated with medical test results.
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Affiliation(s)
- Alaina N Talboy
- Department of Psychology, University of South Florida, Tampa, FL, USA
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Housten AJ, Lowenstein LM, Hoover DS, Leal VB, Kamath GR, Volk RJ. Limitations of the S-TOFHLA in measuring poor numeracy: a cross-sectional study. BMC Public Health 2018; 18:405. [PMID: 29587709 PMCID: PMC5870805 DOI: 10.1186/s12889-018-5333-9] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2017] [Accepted: 03/19/2018] [Indexed: 11/10/2022] Open
Abstract
Background Although the Short Test of Functional Health Literacy in Adults (S-TOFHLA) is widely used, misidentification of individuals with low health literacy (HL) in specific HL dimensions, like numeracy, is a concern. We examined the degree to which individuals scored as “adequate” HL on the S-TOFHLA would be considered as having low HL by two additional numerical measures. Methods English-speaking adults aged 45–75 years were recruited from a large, urban academic medical center and a community foodbank in the United States. Participants completed the S-TOFHLA, the Subjective Numeracy Scale (SNS), and the Graphical Literacy Measure (GL), an objective measure of a person’s ability to interpret numeric information presented graphically. Established cut-points or a median split classified participants and having high and low numeracy. Results Participants (n = 187), on average were: aged 58 years; 63% female; 70% Black/African American; and 45% had a high school degree or less. Of those who scored “adequate” on the S-TOFHLA, 50% scored low on the SNS and 40% scored low on GL. Correlation between the S-TOFHLA and the SNS Total was moderate (r = 0.22, n = 186, p = 0.01), while correlation between the S-TOFHLA and the GL Total was large (r = 0.53, n = 187, p ≤ 0.01). Conclusions Findings suggest that the S-TOFHLA may not capture an individuals’ HL in the dimension of numeracy. Efforts are needed to develop more encompassing and practical strategies for identifying those with low HL for use in research and clinical practice. Trial registration NCT02151032 (retrospectively registered: May 30, 2014).
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Affiliation(s)
- Ashley J Housten
- Department of Health Services Research, Division of Cancer Prevention & Population Sciences, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd.Unit 1444, Houston, TX, 77030, USA.
| | - Lisa M Lowenstein
- Department of Health Services Research, Division of Cancer Prevention & Population Sciences, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd.Unit 1444, Houston, TX, 77030, USA
| | - Diana S Hoover
- Department of Health Disparities Research, Division of Cancer Prevention & Population Sciences, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd.Unit 1440, Houston, TX, 77030, USA
| | - Viola B Leal
- Department of Health Services Research, Division of Cancer Prevention & Population Sciences, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd.Unit 1444, Houston, TX, 77030, USA
| | - Geetanjali R Kamath
- School of Public Health, The University of Texas Health Science Center at Houston, 1200 Pressler St., Houston, TX, 77030, USA
| | - Robert J Volk
- Department of Health Services Research, Division of Cancer Prevention & Population Sciences, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd.Unit 1444, Houston, TX, 77030, USA
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Stone ER, Reeder EC, Parillo J, Long C, Walb L. Salience Versus Proportional Reasoning: Rethinking the Mechanism Behind Graphical Display Effects. JOURNAL OF BEHAVIORAL DECISION MAKING 2018. [DOI: 10.1002/bdm.2051] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
| | | | | | | | - LeeAnn Walb
- Wake Forest University; Winston-Salem NC USA
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Timmermans S, Tietbohl C. Fifty years of sociological leadership at Social Science and Medicine. Soc Sci Med 2018; 196:209-215. [DOI: 10.1016/j.socscimed.2017.11.007] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2017] [Accepted: 11/03/2017] [Indexed: 11/24/2022]
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Koo K, Brackett CD, Eisenberg EH, Kieffer KA, Hyams ES. Impact of numeracy on understanding of prostate cancer risk reduction in PSA screening. PLoS One 2017; 12:e0190357. [PMID: 29284055 PMCID: PMC5746255 DOI: 10.1371/journal.pone.0190357] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2017] [Accepted: 12/13/2017] [Indexed: 11/19/2022] Open
Abstract
Prostate-specific antigen (PSA) screening for prostate cancer in men of average risk remains controversial. Patients' ability to incorporate risk reduction data into their decision-making may depend on their numeracy. We assessed the impact of patients' numeracy on their understanding of the risk reduction benefits of PSA screening. Men attending a general internal medicine clinic were invited to complete a survey. Four versions of the survey each included a three-item numeracy test and PSA risk reduction data, framed one of four ways: absolute (ARR) versus relative risk reduction (RRR), with or without baseline risk (BR). Respondents were asked to adjust their perceived risk of prostate-cancer mortality using the data presented. Accuracy of risk reduction was evaluated relative to how risk data were framed. Among a total of 200 respondents, a majority incorrectly answered one or more of the numeracy items. Overall accuracy of risk adjustment was only 20%. Accuracy varied with data framing: when presented with RRR, respondents were 13% accurate without BR and 31% accurate with BR; when presented with ARR, they were 0% accurate without BR and 35% accurate with BR. Including BR data significantly improved accuracy for both RRR (P = 0.03) and ARR groups (P < 0.01). Accuracy was significantly related to numeracy; numeracy scores of 0, 1, 2, and 3 were associated with accuracy rates of six, five, nine, and 36 percent, respectively (P < 0.01). Overall, numeracy was significantly associated with the accuracy of interpreting quantitative benefits of PSA screening. Alternative methods of communicating risk may facilitate shared decision-making in the use of PSA screening for early detection of prostate cancer.
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Affiliation(s)
- Kevin Koo
- Section of Urology, Department of Surgery, Dartmouth-Hitchcock Medical Center, Lebanon, New Hampshire, United States of America
- * E-mail:
| | - Charles D. Brackett
- Section of General Internal Medicine, Department of Medicine, Dartmouth-Hitchcock Medical Center, Lebanon, New Hampshire, United States of America
| | - Ellen H. Eisenberg
- Section of General Internal Medicine, Department of Medicine, Dartmouth-Hitchcock Medical Center, Lebanon, New Hampshire, United States of America
| | - Kelly A. Kieffer
- Section of General Internal Medicine, Department of Medicine, Dartmouth-Hitchcock Medical Center, Lebanon, New Hampshire, United States of America
| | - Elias S. Hyams
- Section of Urology, Department of Surgery, Dartmouth-Hitchcock Medical Center, Lebanon, New Hampshire, United States of America
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Does a decision aid improve informed choice in mammography screening? Results from a randomised controlled trial. PLoS One 2017; 12:e0189148. [PMID: 29236722 PMCID: PMC5728514 DOI: 10.1371/journal.pone.0189148] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2017] [Accepted: 11/17/2017] [Indexed: 12/29/2022] Open
Abstract
Background Decision aids can support informed choice in mammography screening, but for the German mammography screening programme no systematically evaluated decision aid exists to date. We developed a decision aid for women invited to this programme for the first time based on the criteria of the International Patient Decision Aids Standards Collaboration. Objective To determine whether a decision aid increases informed choice about mammography screening programme participation. Methods A representative sample of 7,400 women aged 50 was drawn from registration offices in Westphalia-Lippe, Germany. Women were randomised to receive usual care (i.e., the standard information brochure sent with the programme’s invitation letter) or the decision aid. Data were collected online at baseline, post-intervention, and 3 months follow-up. The primary outcome was informed choice. Secondary outcomes were the constituents of informed choice (knowledge, attitude, intention/uptake), decisional conflict, decision regret, and decision stage. Outcomes were analysed using latent structural equation models and χ2-tests. Results 1,206 women participated (response rate of 16.3%). The decision aid increased informed choice. Women in the control group had lower odds to make an informed choice at post-intervention (OR 0.26, 95% CI 0.18-0.37) and at follow-up (OR 0.66, 95% CI 0.46-0.94); informed choices remained constant at 30%. This was also reflected in lower knowledge and more decisional conflict. Post-intervention, the uptake intention was higher in the control group, whereas the uptake rate at follow-up was similar. Women in the control group had a more positive attitude at follow-up than women receiving the decision aid. Decision regret and decision stage were not influenced by the intervention. Conclusion This paper describes the first systematic evaluation of a newly developed decision aid for the German mammography screening programme in a randomised controlled trial. Our decision aid proved to be an effective tool to enhance the rate of informed choice and was made accessible to the public. Trial registration German Clinical Trials Register DRKS00005176.
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ASADA YUKIKO, ABEL HANNAH, SKEDGEL CHRIS, WARNER GRACE. On Effective Graphic Communication of Health Inequality: Considerations for Health Policy Researchers. Milbank Q 2017; 95:801-835. [PMID: 29226437 PMCID: PMC5723719 DOI: 10.1111/1468-0009.12300] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/04/2022] Open
Abstract
Policy Points: Effective graphs can be a powerful tool in communicating health inequality. The choice of graphs is often based on preferences and familiarity rather than science. According to the literature on graph perception, effective graphs allow human brains to decode visual cues easily. Dot charts are easier to decode than bar charts, and thus they are more effective. Dot charts are a flexible and versatile way to display information about health inequality. Consistent with the health risk communication literature, the captions accompanying health inequality graphs should provide a numerical, explicitly calculated description of health inequality, expressed in absolute and relative terms, from carefully thought-out perspectives. CONTEXT Graphs are an essential tool for communicating health inequality, a key health policy concern. The choice of graphs is often driven by personal preferences and familiarity. Our article is aimed at health policy researchers developing health inequality graphs for policy and scientific audiences and seeks to (1) raise awareness of the effective use of graphs in communicating health inequality; (2) advocate for a particular type of graph (ie, dot charts) to depict health inequality; and (3) suggest key considerations for the captions accompanying health inequality graphs. METHODS Using composite review methods, we selected the prevailing recommendations for improving graphs in scientific reporting. To find the origins of these recommendations, we reviewed the literature on graph perception and then applied what we learned to the context of health inequality. In addition, drawing from the numeracy literature in health risk communication, we examined numeric and verbal formats to explain health inequality graphs. FINDINGS Many disciplines offer commonsense recommendations for visually presenting quantitative data. The literature on graph perception, which defines effective graphs as those allowing the easy decoding of visual cues in human brains, shows that with their more accurate and easier-to-decode visual cues, dot charts are more effective than bar charts. Dot charts can flexibly present a large amount of information in limited space. They also can easily accommodate typical health inequality information to describe a health variable (eg, life expectancy) by an inequality domain (eg, income) with domain groups (eg, poor and rich) in a population (eg, Canada) over time periods (eg, 2010 and 2017). The numeracy literature suggests that a health inequality graph's caption should provide a numerical, explicitly calculated description of health inequality expressed in absolute and relative terms, from carefully thought-out perspectives. CONCLUSIONS Given the ubiquity of graphs, the health inequality field should learn from the vibrant multidisciplinary literature how to construct effective graphic communications, especially by considering to use dot charts.
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Dowen F, Sidhu K, Broadbent E, Pilmore H. Communicating projected survival with treatments for chronic kidney disease: patient comprehension and perspectives on visual aids. BMC Med Inform Decis Mak 2017; 17:137. [PMID: 28934951 PMCID: PMC5607842 DOI: 10.1186/s12911-017-0536-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2017] [Accepted: 09/13/2017] [Indexed: 12/26/2022] Open
Abstract
BACKGROUND Mortality in end stage renal disease (ESRD) is higher than many malignancies. There is no data about the optimal way to present information about projected survival to patients with ESRD. In other areas, graphs have been shown to be more easily understood than narrative. We examined patient comprehension and perspectives on graphs in communicating projected survival in chronic kidney disease (CKD). METHODS One hundred seventy-seven patients with CKD were shown 4 different graphs presenting post transplantation survival data. Patients were asked to interpret a Kaplan Meier curve, pie chart, histogram and pictograph and answer a multi-choice question to determine understanding. RESULTS We measured interpretation, usefulness and preference for the graphs. Most patients correctly interpreted the graphs. There was asignificant difference in the percentage of correct answers when comparing different graph types (p = 0.0439). The pictograph was correctly interpreted by 81% of participants, the histogram by 79%, pie chart by 77% and Kaplan Meier by 69%. Correct interpretation of the histogram was associated with educational level (p = 0.008) and inversely associated with age > 65 (p = 0.008). Of those who interpreted all four graphs correctly, there was an association with employment (p = 0.001) and New Zealand European ethnicity (p = 0.002). 87% of patients found the graphs useful. The pie chart was the most preferred graph (p 0.002). The readability of the graphs may have been improved with an alternative colour choice, especially in the setting of visual impairment. CONCLUSION Visual aids, can be beneficial adjuncts to discussing survival in CKD.
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Affiliation(s)
- Frances Dowen
- Department of Nephrology, Auckland City Hospital, 2 Park Road, Grafton, Auckland, 1023, New Zealand.
| | - Karishma Sidhu
- Department of Physiology, Auckland City Hospital, Auckland, New Zealand
| | | | - Helen Pilmore
- Department of Nephrology, Auckland City Hospital, 2 Park Road, Grafton, Auckland, 1023, New Zealand.,School of Medicine, University of Auckland, Auckland, New Zealand
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Fridman S, Saposnik G, Sposato LA. Visual Aids for Improving Patient Decision Making in Severe Symptomatic Carotid Stenosis. J Stroke Cerebrovasc Dis 2017; 26:2888-2892. [PMID: 28797613 DOI: 10.1016/j.jstrokecerebrovasdis.2017.07.011] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2017] [Revised: 07/08/2017] [Accepted: 07/11/2017] [Indexed: 10/19/2022] Open
Abstract
BACKGROUND Because of the large amount of information to process and the limited time of a clinical consult, choosing between carotid endarterectomy (CEA) and carotid angioplasty with stenting (CAS) can be confusing for patients with severe symptomatic internal carotid stenosis (ICA). GOAL We aim to develop a visual aid tool to help clinicians and patients in the decision-making process of selecting between CEA and CAS. MATERIALS AND METHODS Based on pooled analysis from randomized controlled trials including patients with symptomatic and severe ICA (SSICA), we generated visual plots comparing CEA with CAS for 3 prespecified postprocedural time points: (1) any stroke or death at 4 months, and (2) any stroke or death in the first 30 days and ipsilateral stroke thereafter at 5 years and (3) at 10 years. RESULTS A total of 4574 participants (2393 assigned to CAS, and 2361 to CEA) were included in the analyses. For every 100 patients with SSICA, 6 would develop any stroke or death in the CEA group compared with 9 undergoing CAS at 4 months (hazard ratio [HR] 1.53; 95%CI 1.20-1.95). At 5 years, 7 patients in the CEA group would develop any periprocedural stroke or death and ipsilateral stroke thereafter versus 12 undergoing CAS (HR 1.72; 95%CI 1.24-2.39), compared with 10 patients in the CEA and 13 in the CAS groups at 10 years (HR 1.17; 95%CI 0.82-1.66). CONCLUSION Visual aids presented in this study could potentially help patients with severe symptomatic internal carotid stenosis to better weigh the risks and benefits of CEA versus CAS as a function of time, allowing for the prioritization of personal preferences, and should be prospectively assessed.
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Affiliation(s)
- Sebastian Fridman
- Department of Clinical Neurological Sciences, Western University, London, Ontario, Canada.
| | - Gustavo Saposnik
- Stroke Outcomes Research Center, Division of Neurology, Department of Medicine, St. Michael's Hospital and Institute of Health Policy, Management and Evaluation, Faculty of Medicine, University of Toronto, Institute for Clinical Evaluative Sciences, Toronto, Ontario, Canada; Li Ka Shing Knowledge Institute, Toronto, Ontario, Canada
| | - Luciano A Sposato
- Department of Clinical Neurological Sciences, Western University, London, Ontario, Canada; Stroke, Dementia & Heart Disease Laboratory, Western University, London, Ontario, Canada; Department of Anatomy and Cell Biology, Schulich School of Medicine and Dentistry, London, ON, Canada; Department of Epidemiology and Biostatistics, Schulich School of Medicine and Dentistry, London, ON, Canada
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Stellamanns J, Ruetters D, Dahal K, Schillmoeller Z, Huebner J. Visualizing risks in cancer communication: A systematic review of computer-supported visual aids. PATIENT EDUCATION AND COUNSELING 2017; 100:1421-1431. [PMID: 28215828 DOI: 10.1016/j.pec.2017.02.003] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/09/2016] [Revised: 01/28/2017] [Accepted: 02/04/2017] [Indexed: 06/06/2023]
Abstract
OBJECTIVE Health websites are becoming important sources for cancer information. Lay users, patients and carers seek support for critical decisions, but they are prone to common biases when quantitative information is presented. Graphical representations of risk data can facilitate comprehension, and interactive visualizations are popular. This review summarizes the evidence on computer-supported graphs that present risk data and their effects on various measures. METHODS The systematic literature search was conducted in several databases, including MEDLINE, EMBASE and CINAHL. Only studies with a controlled design were included. Relevant publications were carefully selected and critically appraised by two reviewers. RESULTS Thirteen studies were included. Ten studies evaluated static graphs and three dynamic formats. Most decision scenarios were hypothetical. Static graphs could improve accuracy, comprehension, and behavioural intention. But the results were heterogeneous and inconsistent among the studies. Dynamic formats were not superior or even impaired performance compared to static formats. CONCLUSIONS Static graphs show promising but inconsistent results, while research on dynamic visualizations is scarce and must be interpreted cautiously due to methodical limitations. PRACTICE IMPLICATIONS Well-designed and context-specific static graphs can support web-based cancer risk communication in particular populations. The application of dynamic formats cannot be recommended and needs further research.
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Affiliation(s)
- Jan Stellamanns
- Deutsche Krebsgesellschaft (German Cancer Society), Kuno-Fischer-Straße 8, 14057 Berlin, Germany; Department Health Sciences, Hamburg University of Applied Sciences (HAW Hamburg), Ulmenliet 20, 21033 Hamburg, Germany; School of Engineering and Computing, University of the West of Scotland (UWS), Paisley, PA1 2BE Scotland, UK.
| | - Dana Ruetters
- Deutsche Krebsgesellschaft (German Cancer Society), Kuno-Fischer-Straße 8, 14057 Berlin, Germany.
| | - Keshav Dahal
- School of Engineering and Computing, University of the West of Scotland (UWS), Paisley, PA1 2BE Scotland, UK; Nanjing University of Information Science and Technology (NUIST), Nanjing, China.
| | - Zita Schillmoeller
- Department Health Sciences, Hamburg University of Applied Sciences (HAW Hamburg), Ulmenliet 20, 21033 Hamburg, Germany.
| | - Jutta Huebner
- Clinic for Internal Medicine 2, Department for Haematology and Internal Oncology, Jena University Hospital, Bachstraße 18, 07743 Jena, Germany.
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Garcia-Retamero R, Cokely ET. Designing Visual Aids That Promote Risk Literacy: A Systematic Review of Health Research and Evidence-Based Design Heuristics. HUMAN FACTORS 2017; 59:582-627. [PMID: 28192674 DOI: 10.1177/0018720817690634] [Citation(s) in RCA: 137] [Impact Index Per Article: 19.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
Background Effective risk communication is essential for informed decision making. Unfortunately, many people struggle to understand typical risk communications because they lack essential decision-making skills. Objective The aim of this study was to review the literature on the effect of numeracy on risk literacy, decision making, and health outcomes, and to evaluate the benefits of visual aids in risk communication. Method We present a conceptual framework describing the influence of numeracy on risk literacy, decision making, and health outcomes, followed by a systematic review of the benefits of visual aids in risk communication for people with different levels of numeracy and graph literacy. The systematic review covers scientific research published between January 1995 and April 2016, drawn from the following databases: Web of Science, PubMed, PsycINFO, ERIC, Medline, and Google Scholar. Inclusion criteria were investigation of the effect of numeracy and/or graph literacy, and investigation of the effect of visual aids or comparison of their effect with that of numerical information. Thirty-six publications met the criteria, providing data on 27,885 diverse participants from 60 countries. Results Transparent visual aids robustly improved risk understanding in diverse individuals by encouraging thorough deliberation, enhancing cognitive self-assessment, and reducing conceptual biases in memory. Improvements in risk understanding consistently produced beneficial changes in attitudes, behavioral intentions, trust, and healthy behaviors. Visual aids were found to be particularly beneficial for vulnerable and less skilled individuals. Conclusion Well-designed visual aids tend to be highly effective tools for improving informed decision making among diverse decision makers. We identify five categories of practical, evidence-based guidelines for heuristic evaluation and design of effective visual aids.
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Eyler RF, Cordes S, Szymanski BR, Fraenkel L. Utilization of Continuous "Spinners" to Communicate Risk. Med Decis Making 2017; 37:725-729. [PMID: 28490227 DOI: 10.1177/0272989x17707198] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND As patients become more involved in their medical care, they must consider the specific probabilities of both positive and negative outcomes associated with different treatments. Patients who are low in numeracy may be at a disadvantage when making these decisions. This study examined the use of a "spinner" to present probabilistic information compared to a numerical format and icon array. DESIGN Subjects ( n = 151) were asked to imagine they suffered from chronic back pain. Two equally effective medications, each with a different incidence of rare and common side effects, were described. Subjects were randomized to 1 of 3 risk presentation formats: numeric only, numeric with icon arrays, or numeric with spinners, and answered questions regarding their risk knowledge, medication preference, and how much they liked the presentation format. RESULTS Compared with the numeric only format, both the spinner and icon array increased risk knowledge and were rated more likeable by subjects. Subjects viewing the spinner format were also more likely to prefer the pill with the lowest side-effect burden. LIMITATIONS The relatively small size, convenience sample, and hypothetical scenario were limitations of this study. CONCLUSIONS The use of continuous spinners presents a new approach for communicating risk to patients that may aid in their decision making.
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Affiliation(s)
- Rachel F Eyler
- Department of Pharmacy Practice, University of Connecticut School of Pharmacy, Storrs, CT, USA (RFE)
| | - Sara Cordes
- Department of Psychology, Boston College, Chestnut Hill, MA, USA (SC)
| | - Benjamin R Szymanski
- Department of Chronic Disease Epidemiology, Yale School of Public Health, New Haven, CT, USA (BRS)
| | - Liana Fraenkel
- Department of Internal Medicine, Section of Rheumatology, Yale School of Medicine, New Haven, CT, USA (LF).,VA Connecticut Healthcare System, West Haven, CT, USA (LF)
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Antiel RM, Halpern SD, Stevens EM, Vrecenak JD, Patterson CA, Tchume-Johnson T, Smith-Whitley K, Peranteau WH, Flake AW, Barakat LP. Acceptability of In Utero Hematopoietic Cell Transplantation for Sickle Cell Disease. Med Decis Making 2017; 37:914-921. [DOI: 10.1177/0272989x17707214] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
- Ryan M. Antiel
- The Center for Fetal Research, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA (RMA, JDV, WHP, AWF)
- Department of Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA (SDH)
- Division of Oncology, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA (EMS, TT, LPB)
- Department of Medical Ethics and Health Policy, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA, USA (RMA, SDH)
- Division of Pulmonary, Allergy, and Critical Care Medicine, Department of Medicine, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA, USA (SDH)
| | - Scott D. Halpern
- The Center for Fetal Research, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA (RMA, JDV, WHP, AWF)
- Department of Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA (SDH)
- Division of Oncology, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA (EMS, TT, LPB)
- Department of Medical Ethics and Health Policy, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA, USA (RMA, SDH)
- Division of Pulmonary, Allergy, and Critical Care Medicine, Department of Medicine, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA, USA (SDH)
| | - Evelyn M. Stevens
- The Center for Fetal Research, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA (RMA, JDV, WHP, AWF)
- Department of Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA (SDH)
- Division of Oncology, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA (EMS, TT, LPB)
- Department of Medical Ethics and Health Policy, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA, USA (RMA, SDH)
- Division of Pulmonary, Allergy, and Critical Care Medicine, Department of Medicine, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA, USA (SDH)
| | - Jesse D. Vrecenak
- The Center for Fetal Research, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA (RMA, JDV, WHP, AWF)
- Department of Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA (SDH)
- Division of Oncology, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA (EMS, TT, LPB)
- Department of Medical Ethics and Health Policy, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA, USA (RMA, SDH)
- Division of Pulmonary, Allergy, and Critical Care Medicine, Department of Medicine, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA, USA (SDH)
| | - Chavis A. Patterson
- The Center for Fetal Research, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA (RMA, JDV, WHP, AWF)
- Department of Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA (SDH)
- Division of Oncology, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA (EMS, TT, LPB)
- Department of Medical Ethics and Health Policy, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA, USA (RMA, SDH)
- Division of Pulmonary, Allergy, and Critical Care Medicine, Department of Medicine, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA, USA (SDH)
| | - Trudy Tchume-Johnson
- The Center for Fetal Research, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA (RMA, JDV, WHP, AWF)
- Department of Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA (SDH)
- Division of Oncology, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA (EMS, TT, LPB)
- Department of Medical Ethics and Health Policy, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA, USA (RMA, SDH)
- Division of Pulmonary, Allergy, and Critical Care Medicine, Department of Medicine, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA, USA (SDH)
| | - Kim Smith-Whitley
- The Center for Fetal Research, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA (RMA, JDV, WHP, AWF)
- Department of Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA (SDH)
- Division of Oncology, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA (EMS, TT, LPB)
- Department of Medical Ethics and Health Policy, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA, USA (RMA, SDH)
- Division of Pulmonary, Allergy, and Critical Care Medicine, Department of Medicine, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA, USA (SDH)
| | - William H. Peranteau
- The Center for Fetal Research, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA (RMA, JDV, WHP, AWF)
- Department of Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA (SDH)
- Division of Oncology, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA (EMS, TT, LPB)
- Department of Medical Ethics and Health Policy, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA, USA (RMA, SDH)
- Division of Pulmonary, Allergy, and Critical Care Medicine, Department of Medicine, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA, USA (SDH)
| | - Alan W. Flake
- The Center for Fetal Research, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA (RMA, JDV, WHP, AWF)
- Department of Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA (SDH)
- Division of Oncology, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA (EMS, TT, LPB)
- Department of Medical Ethics and Health Policy, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA, USA (RMA, SDH)
- Division of Pulmonary, Allergy, and Critical Care Medicine, Department of Medicine, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA, USA (SDH)
| | - Lamia P. Barakat
- The Center for Fetal Research, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA (RMA, JDV, WHP, AWF)
- Department of Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA (SDH)
- Division of Oncology, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA (EMS, TT, LPB)
- Department of Medical Ethics and Health Policy, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA, USA (RMA, SDH)
- Division of Pulmonary, Allergy, and Critical Care Medicine, Department of Medicine, Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA, USA (SDH)
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Parental optimism about childhood obesity-related disease risks. Int J Obes (Lond) 2017; 41:1467-1472. [PMID: 28465611 PMCID: PMC5626577 DOI: 10.1038/ijo.2017.103] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/22/2016] [Revised: 03/30/2017] [Accepted: 04/19/2017] [Indexed: 12/31/2022]
Abstract
OBJECTIVES Most parents believe childhood obesity is a problem for society, but not for their own children. We sought to understand whether parents' risk assessment was skewed by optimism, the tendency to overestimate one's chances of experiencing positive events. METHODS We administered a national web-based survey to 502 parents of 5-12-year-old children. Parents reported the chances that (a) their child and (b) 'a typical child in their community' would be overweight or obese, and develop hypertension, heart disease, type 2 diabetes and depression in adulthood. Respondents self-reported demographic and health information, and we obtained demographic and health information about the typical child using zip code-level census and lifestyle data. We used regression models with fixed effects to evaluate whether optimism bias was present in parent predictions of children's future health outcomes. RESULTS Parents had 40 times lower adjusted odds (OR=0.025, P<0.001, 99% CI: 0.006, 0.100) of predicting that their child (versus a typical child) would be overweight or obese in adulthood. Of the 20% of parents who predicted their child would be overweight in adulthood, 93% predicted the typical child would also be overweight in adulthood. Controlling for health and demographic characteristics, parents estimated that their children's chances of developing obesity-related comorbidities would be 12-14 percentage points lower those that of a typical child. CONCLUSIONS Parent risk assessment is skewed by optimism, among other characteristics. More accurate risk perception could motivate parents to engage in behavior change.
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Stone ER, Bruine de Bruin W, Wilkins AM, Boker EM, MacDonald Gibson J. Designing Graphs to Communicate Risks: Understanding How the Choice of Graphical Format Influences Decision Making. RISK ANALYSIS : AN OFFICIAL PUBLICATION OF THE SOCIETY FOR RISK ANALYSIS 2017; 37:612-628. [PMID: 27862121 DOI: 10.1111/risa.12660] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/30/2014] [Revised: 03/01/2016] [Accepted: 05/04/2016] [Indexed: 06/06/2023]
Abstract
Previous research suggests that the choice of graphical format for communicating risk information affects both understanding of the risk magnitude and the likelihood of acting to decrease risk. However, the mechanisms through which these effects work are poorly understood. To explore these mechanisms using a real-world scenario, we examined the relative impact of two graphical displays for depicting the risk of exposure to unexploded ammunition during potential land redevelopment. One display depicted only the foreground information graphically (a bar graph of the number of people harmed), and a second depicted the foreground and background graphically (a stacked bar graph representing both the number harmed and at risk). We presented 296 participants with either the foreground-only or the foreground and background graphical display and measured a broad set of outcome variables, examining (1) the graphical display effect on each of the outcome measures and (2) the pathways by which any display effects work to influence decision making. We found that the foreground-only graphical display increased perceived likelihood and experienced fear, which produced greater worry, which in turn increased risk aversion. In addition, a positive evaluation of the communication materials increased support for policies related to land redevelopment, whether those policies were risk taking or risk mitigating. Finally, the foreground-only graphical display decreased understanding of the risk magnitude, showing that approaches to accomplish one risk communication goal (promoting risk-averse decisions) may do so at the expense of another goal (increasing understanding).
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Affiliation(s)
- Eric R Stone
- Department of Psychology, Wake Forest University, Winston-Salem, NC, USA
| | - Wändi Bruine de Bruin
- Centre for Decision Research, Leeds University Business School, Leeds, England
- Department of Engineering and Public Policy, Carnegie Mellon University, Pittsburgh, PA, USA
| | - Abigail M Wilkins
- Department of Psychology, Wake Forest University, Winston-Salem, NC, USA
| | - Emily M Boker
- Department of Psychology, Wake Forest University, Winston-Salem, NC, USA
| | - Jacqueline MacDonald Gibson
- Department of Environmental Sciences and Engineering, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
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Doherty C, Stavropoulou C, Saunders MNK, Brown T. The consent process: Enabling or disabling patients' active participation? Health (London) 2017; 21:205-222. [PMID: 26487687 PMCID: PMC5349318 DOI: 10.1177/1363459315611870] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
Standards expected by doctors' regulatory bodies in respect of the process of consent to treatment have arguably sought to restructure the nature of the doctor-patient relationship from one of the paternalism to that of shared decision-making. Yet, few studies have explored empirically, from patients' perspectives, the extent to which the process of consent to treatment enables or disables patients' participation in medical decision-making. Our article examines patients' attitudes towards the consent process, exploring how and why these attitudes influence patients' active participation in decision-making and considering possible consequent medico-legal issues. Data were collected longitudinally using semi-structured interviews and field observations involving 35 patients and 19 of their caregivers, in an English hospital between February and November 2014. These indicate that generally patients defer to the doctor in respect of treatment decision-making. Although most patients and their caregivers wanted detailed information and discussion, they did not necessarily expect that this would be provided. Furthermore, patients perceived that signing the consent form was an obligatory routine principally to protect doctors from legal action should something go wrong. Our study suggests that patients' predominantly paternalistic perceptions of the consent process can not only undermine attempts by doctors to involve them in decision-making but, as patients are now considered in law as informed actors, their perceptions of the consent form as not being in their interests could be a self-fulfilling prophecy if signing is undertaken without due consideration to the content.
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Kreuzmair C, Siegrist M, Keller C. Does Iconicity in Pictographs Matter? The Influence of Iconicity and Numeracy on Information Processing, Decision Making, and Liking in an Eye-Tracking Study. RISK ANALYSIS : AN OFFICIAL PUBLICATION OF THE SOCIETY FOR RISK ANALYSIS 2017; 37:546-556. [PMID: 27089046 DOI: 10.1111/risa.12623] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/27/2015] [Revised: 01/13/2016] [Accepted: 03/12/2016] [Indexed: 06/05/2023]
Abstract
Researchers recommend the use of pictographs in medical risk communication to improve people's risk comprehension and decision making. However, it is not yet clear whether the iconicity used in pictographs to convey risk information influences individuals' information processing and comprehension. In an eye-tracking experiment with participants from the general population (N = 188), we examined whether specific types of pictograph icons influence the processing strategy viewers use to extract numerical information. In addition, we examined the effect of iconicity and numeracy on probability estimation, recall, and icon liking. This experiment used a 2 (iconicity: blocks vs. restroom icons) × 2 (scenario: medical vs. nonmedical) between-subject design. Numeracy had a significant effect on information processing strategy, but we found no effect of iconicity or scenario. Results indicated that both icon types enabled high and low numerates to use their default way of processing and extracting the gist of the message from the pictorial risk communication format: high numerates counted icons, whereas low numerates used large-area processing. There was no effect of iconicity in the probability estimation. However, people who saw restroom icons had a higher probability of correctly recalling the exact risk level. Iconicity had no effect on icon liking. Although the effects are small, our findings suggest that person-like restroom icons in pictographs seem to have some advantages for risk communication. Specifically, in nonpersonalized prevention brochures, person-like restroom icons may maintain reader motivation for processing the risk information.
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Affiliation(s)
- Christina Kreuzmair
- Institute for Environmental Decisions (IED), Consumer Behavior, ETH Zurich, Zurich, Switzerland
| | - Michael Siegrist
- Institute for Environmental Decisions (IED), Consumer Behavior, ETH Zurich, Zurich, Switzerland
| | - Carmen Keller
- Institute for Environmental Decisions (IED), Consumer Behavior, ETH Zurich, Zurich, Switzerland
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71
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Icons for health effects of cigarette smoke: a test of semiotic type. J Behav Med 2017; 40:641-650. [PMID: 28220342 DOI: 10.1007/s10865-017-9833-3] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2016] [Accepted: 01/29/2017] [Indexed: 10/20/2022]
Abstract
We sought to identify icons to effectively communicate health harms of chemicals in cigarette smoke. Participants were a convenience sample of 701 U.S. adults. A within-subjects online experiment explored the effects of icon semiotic type: symbolic (arbitrary, most abstract), indexical, and iconic (representative, most concrete). Outcomes were perceived representation, affect toward smoking, elaboration, perceived severity, and perceived effectiveness. For not-easy-to-visualize harms of cancer and addiction, symbolic icons received the highest ratings (all p < .001). For easy-to-visualize symptoms of heart attack/stroke, indexical icons received the highest ratings (all p < .001). For easy-to-visualize harm of reproductive organ damage, the iconic image did best (all p < .001). Icon type often had a larger impact among participants with higher health literacy. Symbolic icons may be most effective for health effects not easily visualized. Iconic or indexical icons may be more effective for health effects attributable to specific body parts or symptoms.
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Armstrong B, Spaniol J. Experienced Probabilities Increase Understanding of Diagnostic Test Results in Younger and Older Adults. Med Decis Making 2017; 37:670-679. [DOI: 10.1177/0272989x17691954] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
- Bonnie Armstrong
- Department of Psychology, Ryerson University, Toronto, Ontario, Canada (BA, JS)
| | - Julia Spaniol
- Department of Psychology, Ryerson University, Toronto, Ontario, Canada (BA, JS)
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Fransen MP, Dekker E, Timmermans DRM, Uiters E, Essink-Bot ML. Accessibility of standardized information of a national colorectal cancer screening program for low health literate screening invitees: A mixed method study. PATIENT EDUCATION AND COUNSELING 2017; 100:327-336. [PMID: 27613567 DOI: 10.1016/j.pec.2016.09.004] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/23/2015] [Revised: 07/19/2016] [Accepted: 09/05/2016] [Indexed: 06/06/2023]
Abstract
OBJECTIVE To explore the accessibility of standardized printed information materials of the national Dutch colorectal cancer screening program among low health literate screening invitees and to assess the effect of the information on their knowledge about colorectal cancer and the screening program. METHODS Linguistic tools were used to analyze the text and design characteristics. The accessibility, comprehensibility and relevance of the information materials were explored in interviews and in observations (n=25). The effect of the information on knowledge was assessed in an online survey (n=127). RESULTS The materials employed a simple text and design. However, respondents expressed problems with the amount of information, and the difference between screening and diagnostic follow-up. Knowledge significantly increased in 10 out of 16 items after reading the information but remained low for colorectal cancer risk, sensitivity of testing, and the voluntariness of colorectal cancer screening. CONCLUSION Despite intelligible linguistic and design characteristics, screening invitees with low health literacy had problems in accessing, comprehending and applying standard information materials on colorectal cancer screening, and lacked essential knowledge for informed decision-making about participation. PRACTICE IMPLICATIONS To enable equal access to informed decision-making, information strategies need to be adjusted to the skills of low health literate screening invitees.
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Affiliation(s)
- Mirjam P Fransen
- Department of Public Health, Academic Medical Center-University of Amsterdam, PO Box 22660, 1100 DD Amsterdam, The Netherlands.
| | - Evelien Dekker
- Department of Gastroenterology and Hepatology, Academic Medical Center-University of Amsterdam, PO Box 22660, 1100 DD Amsterdam, The Netherlands.
| | - Daniëlle R M Timmermans
- Department of Public and Occupational Health, EMGO Institute for Health and Care Research, VU University Medical Center Amsterdam, PO Box 7057, 1007 MB Amsterdam, The Netherlands; National Institute for Public Health and the Environment (RIVM), PO Box 1, 3720 BA Bilthoven, The Netherlands.
| | - Ellen Uiters
- National Institute for Public Health and the Environment (RIVM), PO Box 1, 3720 BA Bilthoven, The Netherlands.
| | - Marie-Louise Essink-Bot
- Department of Public Health, Academic Medical Center-University of Amsterdam, PO Box 22660, 1100 DD Amsterdam, The Netherlands.
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Lingler JH, Butters MA, Gentry AL, Hu L, Hunsaker AE, Klunk WE, Mattos MK, Parker LS, Roberts JS, Schulz R. Development of a Standardized Approach to Disclosing Amyloid Imaging Research Results in Mild Cognitive Impairment. J Alzheimers Dis 2017; 52:17-24. [PMID: 27060950 DOI: 10.3233/jad-150985] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
The increased use of PET amyloid imaging in clinical research has sparked numerous concerns about whether and how to return such research test results to study participants. Chief among these is the question of how best to disclose amyloid imaging research results to individuals who have cognitive symptoms that could impede comprehension of the information conveyed. We systematically developed and evaluated informational materials for use in pre-test counseling and post-test disclosures of amyloid imaging research results in mild cognitive impairment (MCI). Using simulated sessions, persons with MCI and their family care partners (N = 10 dyads) received fictitious but realistic information regarding brain amyloid status, followed by an explanation of how results impact Alzheimer's disease risk. Satisfaction surveys, comprehension assessments, and focus group data were analyzed to evaluate the materials developed. The majority of persons with MCI and their care partners comprehended and were highly satisfied with the information presented. Focus group data reinforced findings of high satisfaction and included 6 recommendations for practice: 1) offer pre-test counseling, 2) use clear graphics, 3) review participants' own brain images during disclosures, 4) offer take-home materials, 5) call participants post-disclosure to address emerging questions, and 6) communicate seamlessly with primary care providers. Further analysis of focus group data revealed that participants understood the limitations of amyloid imaging, but nevertheless viewed the prospect of learning one's amyloid status as valuable and empowering.
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Affiliation(s)
- Jennifer H Lingler
- University of Pittsburgh School of Nursing, Department of Health and Community Systems, Pittsburgh, PA, USA
| | - Meryl A Butters
- University of Pittsburgh School of Medicine, Department of Psychiatry, Pittsburgh, PA, USA
| | - Amanda L Gentry
- University of Pittsburgh School of Nursing, Department of Health and Community Systems, Pittsburgh, PA, USA
| | - Lu Hu
- University of Pittsburgh School of Nursing, Department of Health and Community Systems, Pittsburgh, PA, USA
| | | | - William E Klunk
- University of Pittsburgh School of Medicine, Department of Psychiatry, Pittsburgh, PA, USA
| | - Meghan K Mattos
- University of Pittsburgh School of Nursing, Department of Health and Community Systems, Pittsburgh, PA, USA
| | - Lisa S Parker
- University of Pittsburgh School of Public Health, Department of Human Genetics, Pittsburgh, PA, USA
| | - J Scott Roberts
- University of Michigan School of Public Health, Department of Health Behavior & Health Education, Ann Arbor, MI, USA
| | - Richard Schulz
- University of Pittsburgh School of Medicine, Department of Psychiatry, Pittsburgh, PA, USA.,University Center for Social and Urban Research, Pittsburgh, PA, USA
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De Ruysscher D, Defraene G, Ramaekers BLT, Lambin P, Briers E, Stobart H, Ward T, Bentzen SM, Van Staa T, Azria D, Rosenstein B, Kerns S, West C. Optimal design and patient selection for interventional trials using radiogenomic biomarkers: A REQUITE and Radiogenomics consortium statement. Radiother Oncol 2016; 121:440-446. [PMID: 27979370 PMCID: PMC5557371 DOI: 10.1016/j.radonc.2016.11.003] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2016] [Revised: 10/25/2016] [Accepted: 11/01/2016] [Indexed: 12/25/2022]
Abstract
The optimal design and patient selection for interventional trials in radiogenomics seem trivial at first sight. However, radiogenomics do not give binary information like in e.g. targetable mutation biomarkers. Here, the risk to develop severe side effects is continuous, with increasing incidences of side effects with higher doses and/or volumes. In addition, a multi-SNP assay will produce a predicted probability of developing side effects and will require one or more cut-off thresholds for classifying risk into discrete categories. A classical biomarker trial design is therefore not optimal, whereas a risk factor stratification approach is more appropriate. Patient selection is crucial and this should be based on the dose-response relations for a specific endpoint. Alternatives to standard treatment should be available and this should take into account the preferences of patients. This will be discussed in detail.
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Affiliation(s)
- Dirk De Ruysscher
- Maastricht University Medical Center, Department of Radiation Oncology (MAASTRO Clinic), The Netherlands; KU Leuven, Radiation Oncology, Belgium.
| | | | - Bram L T Ramaekers
- Department of Clinical Epidemiology and Medical Technology Assessment, Maastricht University Medical Centre, The Netherlands
| | - Philippe Lambin
- Maastricht University Medical Center, Department of Radiation Oncology (MAASTRO Clinic), The Netherlands
| | | | | | - Tim Ward
- Patient Advocate, Manchester, UK
| | | | - Tjeerd Van Staa
- The University of Manchester, Manchester Academic Health Science Centre, UK
| | - David Azria
- Department of Radiation Oncology and Medical Physics, Institut Regional du Cancer Montpellier, France
| | - Barry Rosenstein
- Department of Radiation Oncology and Medical Physics, Institut Regional du Cancer Montpellier, France
| | | | - Catharine West
- The University of Manchester, Translational Radiobiology Group I Institute of Cancer Sciences, The Christie NHS Foundation Trust, UK
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Development and Validation of the Spanish Numeracy Understanding in Medicine Instrument. J Gen Intern Med 2016; 31:1345-1352. [PMID: 27312095 PMCID: PMC5071279 DOI: 10.1007/s11606-016-3759-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/18/2015] [Revised: 12/28/2015] [Accepted: 05/10/2016] [Indexed: 10/21/2022]
Abstract
BACKGROUND The Spanish-speaking population in the U.S. is large and growing and is known to have lower health literacy than the English-speaking population. Less is known about the health numeracy of this population due to a lack of health numeracy measures in Spanish. OBJECTIVE we aimed to develop and validate a short and easy to use measure of health numeracy for Spanish-speaking adults: the Spanish Numeracy Understanding in Medicine Instrument (Spanish-NUMi). DESIGN Items were generated based on qualitative studies in English- and Spanish-speaking adults and translated into Spanish using a group translation and consensus process. Candidate items for the Spanish NUMi were selected from an eight-item validated English Short NUMi. Differential Item Functioning (DIF) was conducted to evaluate equivalence between English and Spanish items. Cronbach's alpha was computed as a measure of reliability and a Pearson's correlation was used to evaluate the association between test scores and the Spanish Test of Functional Health Literacy (S-TOFHLA) and education level. PARTICIPANTS Two-hundred and thirty-two Spanish-speaking Chicago residents were included in the study. KEY RESULTS The study population was diverse in age, gender, and level of education and 70 % reported Mexico as their country of origin. Two items of the English eight-item Short NUMi demonstrated DIF and were dropped. The resulting six-item test had a Cronbach's alpha of 0.72, a range of difficulty using classical test statistics (percent correct: 0.48 to 0.86), and adequate discrimination (item-total score correlation: 0.34-0.49). Scores were positively correlated with print literacy as measured by the S- TOFHLA (r = 0.67; p < 0.001) and varied as predicted across grade level; mean scores for up to eighth grade, ninth through twelfth grade, and some college experience or more, respectively, were 2.48 (SD ± 1.64), 4.15 (SD ± 1.45), and 4.82 (SD ± 0.37). CONCLUSIONS The Spanish NUMi is a reliable and valid measure of important numerical concepts used in communicating health information.
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Ruiz JG, Andrade AD, Hogue C, Karanam C, Akkineni S, Cevallos D, Anam R, Sharit J. The Association of Graph Literacy With Use of and Skills Using an Online Personal Health Record in Outpatient Veterans. JOURNAL OF HEALTH COMMUNICATION 2016; 21:83-90. [PMID: 27668834 DOI: 10.1080/10810730.2016.1193915] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
Personal health records (PHRs) are intended to increase patients' access to and ownership over their health care information for self-management purposes. The purpose of this study was to determine the association of graph literacy with adoption of an online PHR and, among adopters with self-reported skills, the frequency of use and intent to return to use the PHR . We conducted a cross-sectional survey of veterans receiving outpatient care. We measured health literacy, numeracy, graph literacy, and Internet and PHR adoption and use. We compared subgroups of veterans using analyses of covariance. We used hierarchical logistic regression models to estimate the effects of the literacy variables on PHR use. A total of 600 veterans (age = 22-94) participated in the survey. After we adjusted for known covariates, we found that adopters of a PHR were more likely to demonstrate higher health and graph literacy than nonadopters. Among PHR adopters, self-reported frequent and skillful users were more likely to have higher graph literacy than lower frequency and less skillful users. Adopters with higher intentions to return to use the PHR were more likely to show lower graph literacy than those less likely to return to use the PHR. Inadequate graph literacy was associated with lower adoption of a PHR and, among users, with lower self-reported frequent use and skills . As PHR use becomes more widespread, stakeholders will need to consider patients' levels of graph literacy when implementing PHRs.
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Affiliation(s)
- Jorge G Ruiz
- a Laboratory of E-learning and Multimedia Research , Geriatric Research Education and Clinical Center (GRECC), Bruce W. Carter Miami VAMC , Miami , Florida , USA
- b University of Miami Miller School of Medicine , Miami , Florida , USA
| | - Allen D Andrade
- c Icahn School of Medicine at Mount Sinai , New York , New York , USA
- d Bronx New York Harbor GRECC , New York , New York , USA
| | - Christie Hogue
- a Laboratory of E-learning and Multimedia Research , Geriatric Research Education and Clinical Center (GRECC), Bruce W. Carter Miami VAMC , Miami , Florida , USA
| | - Chandana Karanam
- a Laboratory of E-learning and Multimedia Research , Geriatric Research Education and Clinical Center (GRECC), Bruce W. Carter Miami VAMC , Miami , Florida , USA
| | - Sisir Akkineni
- a Laboratory of E-learning and Multimedia Research , Geriatric Research Education and Clinical Center (GRECC), Bruce W. Carter Miami VAMC , Miami , Florida , USA
| | - David Cevallos
- a Laboratory of E-learning and Multimedia Research , Geriatric Research Education and Clinical Center (GRECC), Bruce W. Carter Miami VAMC , Miami , Florida , USA
| | - Ramanakumar Anam
- a Laboratory of E-learning and Multimedia Research , Geriatric Research Education and Clinical Center (GRECC), Bruce W. Carter Miami VAMC , Miami , Florida , USA
| | - Joseph Sharit
- a Laboratory of E-learning and Multimedia Research , Geriatric Research Education and Clinical Center (GRECC), Bruce W. Carter Miami VAMC , Miami , Florida , USA
- b University of Miami Miller School of Medicine , Miami , Florida , USA
- e University of Miami College of Engineering , Miami , Florida , USA
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Boudewyns V, Williams PA. Content analysis of comparative claims in drug advertisements. INTERNATIONAL JOURNAL OF PHARMACEUTICAL AND HEALTHCARE MARKETING 2016. [DOI: 10.1108/ijphm-09-2014-0055] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Purpose
The purpose of this study is to describe the trends and practices of comparative prescription drug advertising by examining the types of comparative claims made in direct-to-consumer (DTC) and direct-to-physician (DTP) print advertisements.
Design/methodology/approach
The authors conducted a content analysis of 54 DTC and DTP print prescription drug advertisements (published between 1997 and 2014) with comparative claims.
Findings
Efficacy-based comparisons appeared in 64 per cent of advertisements, and attribute-based comparisons appeared in 37 per cent of advertisements. Most advertisements made direct (vs indirect) references to competitors (85 per cent), compared the advertised drug to a single (vs multiple) competitor (78 per cent), focused exclusively on one type of comparison claim (i.e. efficacy-, risk- or attribute-based) (70 per cent) and did not contain data-driven visual aids (82 per cent). Some differences between DTC and DTP advertisements emerged. More DTP than DTC advertisements included data-driven visual aids (82 per cent vs 0 per cent, respectively), included numerical data (88 per cent vs 53 per cent) and conveyed statistical significance (52 per cent vs 12 per cent).
Research limitations/implications
The study used a convenience sample rather than a random sample of advertisements; thus, the findings might not be generalizable to all pharmaceutical DTC and DTP advertisements. Examining the tactics that advertisers use to educate and influence consumers and physicians sets the foundation for future studies that examine the effects of their exposure to comparative claims. Suggestions for future research are discussed.
Originality/value
This study is the first to examine and statistically compare the comparative advertising tactics used in both consumer and physician prescription drug advertisements.
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Garcia-Retamero R, Cokely ET, Wicki B, Joeris A. Improving risk literacy in surgeons. PATIENT EDUCATION AND COUNSELING 2016; 99:1156-1161. [PMID: 26879804 DOI: 10.1016/j.pec.2016.01.013] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2015] [Revised: 01/18/2016] [Accepted: 01/22/2016] [Indexed: 06/05/2023]
Abstract
OBJECTIVE To effectively practice evidence-based medicine, surgeons need to understand and be able to communicate health-relevant numerical information. We present the first study examining risk literacy in surgeons by assessing numeracy and surgical risk comprehension. Our study also investigated whether visual aids improve risk comprehension in surgeons with limited numeracy. METHODS Participants were 292 surgeons from 60 countries who completed an instrument measuring numeracy and evaluated the results of a randomized controlled trial including post-surgical side-effects. Half of the surgeons received this information in numbers. The other half received the information represented visually. Accuracy of risk estimation, reading latency, and estimate latency (i.e., deliberation) were assessed. RESULTS Some surgeons have low numeracy and could not correctly interpret surgical risks without additional support. Visual aids made risks transparent and eliminated differences in risk understanding between more and less numerate surgeons, increasing the amount of time that less numerate surgeons spent deliberating about risks. CONCLUSIONS Visual aids can be an efficient and inexpensive means of improving risk comprehension and clinical judgement in surgeons with low numerical and statistical skills. PRACTICE IMPLICATIONS Programs designed to help professionals represent and communicate health-relevant numerical information in simple transparent graphs may unobtrusively promote informed decision making.
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Affiliation(s)
- Rocio Garcia-Retamero
- Department of Experimental Psychology, University of Granada, Spain; Max Planck Institute for Human Development, Berlin, Germany.
| | - Edward T Cokely
- Max Planck Institute for Human Development, Berlin, Germany; National Institute for Risk & Resilience, and Department of Psychology, University of Oklahoma, Norman, OK, USA
| | - Barbara Wicki
- AO Clinical Investigation and Documentation, Zurich, Switzerland
| | - Alexander Joeris
- AO Clinical Investigation and Documentation, Zurich, Switzerland
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80
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Garcia-Retamero R, Cokely ET, Ghazal S, Joeris A. Measuring Graph Literacy without a Test: A Brief Subjective Assessment. Med Decis Making 2016; 36:854-67. [PMID: 27353824 DOI: 10.1177/0272989x16655334] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2014] [Accepted: 04/18/2016] [Indexed: 11/17/2022]
Abstract
BACKGROUND Visual aids tend to help diverse and vulnerable individuals understand risk communications, as long as these individuals have a basic understanding of graphs (i.e., graph literacy). Tests of objective graph literacy (OGL) can effectively identify individuals with limited skills, highlighting vulnerabilities and facilitating custom-tailored risk communication. However, the administration of these tests can be time-consuming and may evoke negative emotional reactions (e.g., anxiety). OBJECTIVES To evaluate a brief and easy-to-use assessment of subjective graph literacy (SGL) (i.e., self-reported ability to process and use graphically presented information) and to estimate the robustness and validity of the SGL scale and compare it with the leading OGL scale in diverse samples from different cultures. PARTICIPANTS Demographically diverse residents (n = 470) of the United States, young adults (n = 172) and patients (n = 175) from Spain, and surgeons (n = 175) from 48 countries. DESIGN A focus group and 4 studies for instrument development and initial validation (study 1), reliability and convergent and discriminant validity evaluation (study 2), and predictive validity estimation (studies 3 and 4). MEASURES Psychometric properties of the scale. RESULTS In about 1 minute, the SGL scale provides a reliable, robust, and valid assessment of skills and risk communication preferences and evokes fewer negative emotional reactions than the OGL scale. CONCLUSIONS The SGL scale can be suitable for use in clinical research and may be useful as a communication aid in clinical practice. Theoretical mechanisms involved in SGL, emerging applications, limitations, and open questions are discussed.
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Affiliation(s)
- Rocio Garcia-Retamero
- Department of Experimental Psychology, University of Granada, Spain (RGR),Max Planck Institute for Human Development, Berlin, Germany (RGR, ETC)
| | - Edward T Cokely
- National Institute for Risk and Resilience & Department of Psychology, University of Oklahoma, Norman, OK, USA (ETC),Max Planck Institute for Human Development, Berlin, Germany (RGR, ETC)
| | - Saima Ghazal
- Department of Psychology, University of the Punjab, Lahore, Pakistan (SG)
| | - Alexander Joeris
- AO Clinical Investigation and Documentation, Zurich, Switzerland (AJ)
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81
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Garcia-Retamero R, Andrade A, Sharit J, Ruiz JG. Is patients' numeracy related to physical and mental health? Med Decis Making 2016; 35:501-11. [PMID: 25943579 DOI: 10.1177/0272989x15578126] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
OBJECTIVE There is compelling evidence showing that health literacy influences health outcomes. However, there is a dearth of research investigating this issue in the vast literature on numeracy-the ability to accurately interpret numerical information about risk, a skill that is only moderately correlated with health literacy. In a cross-sectional study, we investigated whether objective and subjective numeracy is related to objective and subjective health outcomes. Objective (subjective) numeracy is actual (self-reported) numerical competence. Objective outcomes include prevalence of comorbidity and prescribed medications. Subjective outcomes include perceptions of physical and mental health. METHODS A convenience sample of 502 male individuals receiving outpatient care at a Veterans Affairs Medical Center reported their demographics and answered a survey measuring objective and subjective numeracy, trust in physicians, satisfaction with role in medical decision making, perceptions of physical and mental health, and risky habits. We computed patients' body mass index (BMI) and their age-adjusted Charlson index-an extensively studied comorbidity index for predicting mortality in clinical research. We retrieved number of prescribed medications from medical records. RESULTS Compared with patients who had high objective numeracy, patients with low objective numeracy showed higher prevalence of comorbidities and took more prescribed medications. Compared with patients who had high subjective numeracy, patients with low subjective numeracy had more negative perceptions of their physical and mental health. These conclusions held after controlling for the effect of demographics, risky habits, BMI, trust in physicians, and satisfaction with role in decision making, suggesting that numeracy has a unique, significant contribution to health outcomes beyond the effect of these factors. CONCLUSIONS Our research documents for the first time that self-reported numeracy is related to perceptions of health, whereas objective numeracy is related to actual health, laying the groundwork for future research on the effect of numeracy on health outcomes.
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Affiliation(s)
- Rocio Garcia-Retamero
- Department of Experimental Psychology, University of Granada, Granada, Spain (RGR),Center for Adaptive Behavior and Cognition, Max Planck Institute for Human Development, Berlin, Germany (RGR)
| | - Allen Andrade
- Laboratory of E-learning and Multimedia Research, Bruce W. Carter VA Geriatric Research Education and Clinical Center (GRECC), Miami, FL, USA (AA, JS, JGR),University of Miami Miller School of Medicine, Miami, FL, USA (AA, JS, JGR)
| | - Joseph Sharit
- Laboratory of E-learning and Multimedia Research, Bruce W. Carter VA Geriatric Research Education and Clinical Center (GRECC), Miami, FL, USA (AA, JS, JGR),University of Miami Miller School of Medicine, Miami, FL, USA (AA, JS, JGR),University of Miami College of Engineering, Miami, FL, USA (JS)
| | - Jorge G Ruiz
- Laboratory of E-learning and Multimedia Research, Bruce W. Carter VA Geriatric Research Education and Clinical Center (GRECC), Miami, FL, USA (AA, JS, JGR),University of Miami Miller School of Medicine, Miami, FL, USA (AA, JS, JGR)
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82
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Lopez KD, Wilkie DJ, Yao Y, Sousa V, Febretti A, Stifter J, Johnson A, Keenan GM. Nurses' Numeracy and Graphical Literacy: Informing Studies of Clinical Decision Support Interfaces. J Nurs Care Qual 2016; 31:124-30. [PMID: 26323050 PMCID: PMC4764393 DOI: 10.1097/ncq.0000000000000149] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
We present findings of a comparative study of numeracy and graph literacy in a representative group of 60 practicing nurses. This article focuses on a fundamental concern related to the effectiveness of numeric information displayed in various features in the electronic health record during clinical workflow. Our findings suggest the need to consider numeracy and graph literacy when presenting numerical information as well as the potential for tailoring numeric display types to an individual's cognitive strengths.
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Affiliation(s)
- Karen Dunn Lopez
- Department of Health Systems Science, University of Illinois at Chicago, College of Nursing. 845 South Dame Ave. (MC 802) Chicago, IL 60612, US. (312) 996-0067
| | - Diana J. Wilkie
- Department of Biobehavioral Nursing Science College of Nursing, University of Florida, Gainesville, FL, US
| | - Yingwei Yao
- Department of Biobehavioral Nursing Science College of Nursing, University of Florida, Gainesville, FL, US
| | - Vanessa Sousa
- Department of Health Systems Science, University of Illinois at Chicago, College of Nursing, Chicago, IL, US
| | - Alessandro Febretti
- Electronic Visualization Lab, Department of Computer Science, University of Illinois at Chicago, Chicago, US
| | | | - Andrew Johnson
- Electronic Visualization Laboratory, Department of Computer Science, University of Illinois at Chicago, Chicago, US
| | - Gail M. Keenan
- Department of Family, Community and Health Systems Science, University of Florida, Gainesville, FL, US
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83
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Ottley A, Peck EM, Harrison LT, Afergan D, Ziemkiewicz C, Taylor HA, Han PKJ, Chang R. Improving Bayesian Reasoning: The Effects of Phrasing, Visualization, and Spatial Ability. IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS 2016; 22:529-538. [PMID: 26390491 DOI: 10.1109/tvcg.2015.2467758] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
Decades of research have repeatedly shown that people perform poorly at estimating and understanding conditional probabilities that are inherent in Bayesian reasoning problems. Yet in the medical domain, both physicians and patients make daily, life-critical judgments based on conditional probability. Although there have been a number of attempts to develop more effective ways to facilitate Bayesian reasoning, reports of these findings tend to be inconsistent and sometimes even contradictory. For instance, the reported accuracies for individuals being able to correctly estimate conditional probability range from 6% to 62%. In this work, we show that problem representation can significantly affect accuracies. By controlling the amount of information presented to the user, we demonstrate how text and visualization designs can increase overall accuracies to as high as 77%. Additionally, we found that for users with high spatial ability, our designs can further improve their accuracies to as high as 100%. By and large, our findings provide explanations for the inconsistent reports on accuracy in Bayesian reasoning tasks and show a significant improvement over existing methods. We believe that these findings can have immediate impact on risk communication in health-related fields.
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84
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Lyons A, Bilker WB, Hines J, Gross R. Effect of format on comprehension of adherence data in chronic disease: A cross-sectional study in HIV. PATIENT EDUCATION AND COUNSELING 2016; 99:154-159. [PMID: 26324110 PMCID: PMC4691371 DOI: 10.1016/j.pec.2015.08.002] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/01/2014] [Revised: 04/01/2015] [Accepted: 08/02/2015] [Indexed: 06/04/2023]
Abstract
OBJECTIVE To determine which formats communicate medication adherence effectively to patients. METHODS HIV-infected adults on antiretrovirals viewed examples of refill data in 5 formats: (1) percentage of doses, (2) number of days late to refill ("days late"), (3) calendar of days with/without medications, (4) pie chart of days with/without medications, and (5) letter grade. Five scenarios (>95%, 90-95%, <90%, <80% and <70% adherence) were presented in each format. Participants rated scenarios on adherence improvement needed. "Good understanding" was ≥ 4 of 5 scenarios correct. We calculated odds ratios for "good understanding" using logistic regression with percentage as the referent format. RESULTS 124 participants were median age 48.5 years, 65% Black, 71% male. Understanding of all formats differed by education (all interaction p values<0.02). For ≤ 12 years education, odds ratios (OR) of understanding (95% CI) compared to percentage were: days late 3.3 (2.3-4.7), calendar 3.1 (2.2-4.3) pie chart 2.0 (1.4-2.7), and letter grade 1.8 (1.3-2.5). For >12 years education, ORs were: days late 1.3 (0.9-2.0), calendar 2.4 (1.5-3.8), pie chart 2.9 (1.8-4.6), and letter grade 1.7 (1.1-2.6). Calendar plot was most preferred. CONCLUSIONS Adherence percentage was the least understood format regardless of education. PRACTICE IMPLICATIONS Calendars should be used to convey adherence information.
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Affiliation(s)
- Anita Lyons
- Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, PA, United States
| | - Warren B Bilker
- Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, PA, United States
| | - Janet Hines
- Department of Medicine (Infectious Diseases), Perelman School of Medicine, University of Pennsylvania, PA, United States
| | - Robert Gross
- Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, PA, United States; Department of Medicine (Infectious Diseases), Perelman School of Medicine, University of Pennsylvania, PA, United States; Department of Medicine (Infectious Diseases), Corporal Michael J. Crescenz Veterans Affairs Medical Center, Philadelphia, PA, United States.
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85
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Graphical Aids to the Estimation and Discrimination of Uncertain Numerical Data. PLoS One 2015; 10:e0141271. [PMID: 26505199 PMCID: PMC4634229 DOI: 10.1371/journal.pone.0141271] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2015] [Accepted: 10/05/2015] [Indexed: 11/19/2022] Open
Abstract
This research investigates the performance of graphical dot arrays designed to make discrimination of relative numerosity as effortless as possible at the same time as making absolute (quantitative) numerosity estimation as effortful as possible. Comparing regular, random, and hybrid (randomized regular) configurations of dots, the results indicate that both random and hybrid configurations reduce absolute numerosity estimation precision, when compared with regular dots arrays. However, discrimination of relative numerosity is significantly more accurate for hybrid dot arrays than for random dot arrays. Similarly, human subjects report significantly lower levels of subjective confidence in judgments when using hybrid dot configurations as compared with regular configurations; and significantly higher levels of subjective confidence as compared with random configurations. These results indicate that data graphics based on the hybrid, randomized-regular configurations of dots are well-suited to applications that require decisions to be based on numerical data in which the absolute quantities are less certain than the relative values. Examples of such applications include decision-making based on the outputs of empirically-based mathematical models, such as health-related policy decisions using data from predictive epidemiological models.
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86
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Smit AK, Keogh LA, Hersch J, Newson AJ, Butow P, Williams G, Cust AE. Public preferences for communicating personal genomic risk information: a focus group study. Health Expect 2015; 19:1203-1214. [PMID: 26332492 PMCID: PMC5139046 DOI: 10.1111/hex.12406] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/10/2015] [Indexed: 01/08/2023] Open
Abstract
Background Personalized genomic risk information has the potential to motivate behaviour change and promote population health, but the success of this will depend upon effective risk communication strategies. Objective To determine preferences for different graphical and written risk communication formats, and the delivery of genomic risk information including the mode of communication and the role of health professionals. Design Focus groups, transcribed and analysed thematically. Participants Thirty‐four participants from the public. Methods Participants were provided with, and invited to discuss, a hypothetical scenario giving an individual's personalized genomic risk of melanoma displayed in several graphical formats. Results Participants preferred risk formats that were familiar and easy to understand, such as a ‘double pie chart’ and ‘100 person diagram’ (pictograph). The 100 person diagram was considered persuasive because it humanized and personalized the risk information. People described the pie chart format as resembling bank data and food (such as cake and pizza). Participants thought that email, web‐based platforms and postal mail were viable options for communicating genomic risk information. However, they felt that it was important that a health professional (either a genetic counsellor or ‘informed’ general practitioner) be available for discussion at the time of receiving the risk information, to minimize potential negative emotional responses and misunderstanding. Face‐to‐face or telephone delivery was preferred for delivery of high‐risk results. Conclusions These public preferences for communication strategies for genomic risk information will help to guide translation of genome‐based knowledge into improved population health.
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Affiliation(s)
- Amelia K Smit
- Cancer Epidemiology and Services Research, Sydney School of Public Health, The University of Sydney, Sydney, NSW, Australia
| | - Louise A Keogh
- Centre for Women's Health, Gender and Society, The University of Melbourne, Melbourne, Vic., Australia
| | - Jolyn Hersch
- Screening and Test Evaluation Program, Sydney School of Public Health, The University of Sydney, Sydney, NSW, Australia
| | - Ainsley J Newson
- Centre for Values, Ethics and the Law in Medicine, Sydney School of Public Health, The University of Sydney, Sydney, NSW, Australia
| | - Phyllis Butow
- Centre for Medical Psychology and Evidence-based Decision-making, School of Psychology, The University of Sydney, Sydney, NSW, Australia
| | - Gabrielle Williams
- Screening and Test Evaluation Program, Sydney School of Public Health, The University of Sydney, Sydney, NSW, Australia.,Centre for Genetics Education, NSW Government Department of Health, Sydney, NSW, Australia
| | - Anne E Cust
- Cancer Epidemiology and Services Research, Sydney School of Public Health, The University of Sydney, Sydney, NSW, Australia
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87
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Bonner C, Jansen J, Newell BR, Irwig L, Teixeira-Pinto A, Glasziou P, Doust J, McKinn S, McCaffery K. Is the “Heart Age” Concept Helpful or Harmful Compared to Absolute Cardiovascular Disease Risk? An Experimental Study. Med Decis Making 2015; 35:967-78. [DOI: 10.1177/0272989x15597224] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2014] [Accepted: 05/28/2015] [Indexed: 11/16/2022]
Abstract
Background. Cardiovascular disease (CVD) prevention guidelines are generally based on the absolute risk of a CVD event, but there is increasing interest in using ‘heart age’ to motivate lifestyle change when absolute risk is low. Previous studies have not compared heart age to 5-year absolute risk, or investigated the impact of younger heart age, graphical format, and numeracy. Objective. Compare heart age versus 5-year absolute risk on psychological and behavioral outcomes. Design. 2 (heart age, absolute risk) × 3 (text only, bar graph, line graph) experiment. Setting. Online. Participants. 570 Australians aged 45–64 years, not taking CVD-related medication. Intervention. CVD risk assessment. Measurements. Intention to change lifestyle, recall, risk perception, emotional response, perceived credibility, and lifestyle behaviors after 2 weeks. Results. Most participants had lifestyle risk factors (95%) but low 5-year absolute risk (94%). Heart age did not improve lifestyle intentions and behaviors compared to absolute risk, was more often interpreted as a higher-risk category by low-risk participants (47% vs 23%), and decreased perceived credibility and positive emotional response. Overall, correct recall dropped from 65% to 24% after 2 weeks, with heart age recalled better than absolute risk at 2 weeks (32% vs 16%). These results were found across younger and older heart age results, graphical format, and numeracy. Limitations. Communicating CVD risk in a consultation rather than online may produce different results. Conclusions. There is no evidence that heart age motivates lifestyle change more than 5-year absolute risk in individuals with low CVD risk. Five-year absolute risk may be a better way to explain CVD risk, because it is more credible, does not inflate risk perception, and is consistent with clinical guidelines that base lifestyle and medication recommendations on absolute risk.
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Affiliation(s)
- Carissa Bonner
- Screening and Test Evaluation Program (STEP), Sydney School of Public Health, The University of Sydney, Sydney, NSW, Australia (CB, JJ, LI, ATP, PG, JD, SM, KM)
- Centre for Medical Psychology and Evidence-based Decision-making (CeMPED), The University of Sydney, Sydney, NSW, Australia (CB, JJ, SM, KM)
- School of Psychology, University of New South Wales, Sydney, NSW, Australia (BRN)
- Faculty of Health Sciences and Medicine, Bond University, Robina, QLD, Australia (PG, JD)
| | - Jesse Jansen
- Screening and Test Evaluation Program (STEP), Sydney School of Public Health, The University of Sydney, Sydney, NSW, Australia (CB, JJ, LI, ATP, PG, JD, SM, KM)
- Centre for Medical Psychology and Evidence-based Decision-making (CeMPED), The University of Sydney, Sydney, NSW, Australia (CB, JJ, SM, KM)
- School of Psychology, University of New South Wales, Sydney, NSW, Australia (BRN)
- Faculty of Health Sciences and Medicine, Bond University, Robina, QLD, Australia (PG, JD)
| | - Ben R. Newell
- Screening and Test Evaluation Program (STEP), Sydney School of Public Health, The University of Sydney, Sydney, NSW, Australia (CB, JJ, LI, ATP, PG, JD, SM, KM)
- Centre for Medical Psychology and Evidence-based Decision-making (CeMPED), The University of Sydney, Sydney, NSW, Australia (CB, JJ, SM, KM)
- School of Psychology, University of New South Wales, Sydney, NSW, Australia (BRN)
- Faculty of Health Sciences and Medicine, Bond University, Robina, QLD, Australia (PG, JD)
| | - Les Irwig
- Screening and Test Evaluation Program (STEP), Sydney School of Public Health, The University of Sydney, Sydney, NSW, Australia (CB, JJ, LI, ATP, PG, JD, SM, KM)
- Centre for Medical Psychology and Evidence-based Decision-making (CeMPED), The University of Sydney, Sydney, NSW, Australia (CB, JJ, SM, KM)
- School of Psychology, University of New South Wales, Sydney, NSW, Australia (BRN)
- Faculty of Health Sciences and Medicine, Bond University, Robina, QLD, Australia (PG, JD)
| | - Armando Teixeira-Pinto
- Screening and Test Evaluation Program (STEP), Sydney School of Public Health, The University of Sydney, Sydney, NSW, Australia (CB, JJ, LI, ATP, PG, JD, SM, KM)
- Centre for Medical Psychology and Evidence-based Decision-making (CeMPED), The University of Sydney, Sydney, NSW, Australia (CB, JJ, SM, KM)
- School of Psychology, University of New South Wales, Sydney, NSW, Australia (BRN)
- Faculty of Health Sciences and Medicine, Bond University, Robina, QLD, Australia (PG, JD)
| | - Paul Glasziou
- Screening and Test Evaluation Program (STEP), Sydney School of Public Health, The University of Sydney, Sydney, NSW, Australia (CB, JJ, LI, ATP, PG, JD, SM, KM)
- Centre for Medical Psychology and Evidence-based Decision-making (CeMPED), The University of Sydney, Sydney, NSW, Australia (CB, JJ, SM, KM)
- School of Psychology, University of New South Wales, Sydney, NSW, Australia (BRN)
- Faculty of Health Sciences and Medicine, Bond University, Robina, QLD, Australia (PG, JD)
| | - Jenny Doust
- Screening and Test Evaluation Program (STEP), Sydney School of Public Health, The University of Sydney, Sydney, NSW, Australia (CB, JJ, LI, ATP, PG, JD, SM, KM)
- Centre for Medical Psychology and Evidence-based Decision-making (CeMPED), The University of Sydney, Sydney, NSW, Australia (CB, JJ, SM, KM)
- School of Psychology, University of New South Wales, Sydney, NSW, Australia (BRN)
- Faculty of Health Sciences and Medicine, Bond University, Robina, QLD, Australia (PG, JD)
| | - Shannon McKinn
- Screening and Test Evaluation Program (STEP), Sydney School of Public Health, The University of Sydney, Sydney, NSW, Australia (CB, JJ, LI, ATP, PG, JD, SM, KM)
- Centre for Medical Psychology and Evidence-based Decision-making (CeMPED), The University of Sydney, Sydney, NSW, Australia (CB, JJ, SM, KM)
- School of Psychology, University of New South Wales, Sydney, NSW, Australia (BRN)
- Faculty of Health Sciences and Medicine, Bond University, Robina, QLD, Australia (PG, JD)
| | - Kirsten McCaffery
- Screening and Test Evaluation Program (STEP), Sydney School of Public Health, The University of Sydney, Sydney, NSW, Australia (CB, JJ, LI, ATP, PG, JD, SM, KM)
- Centre for Medical Psychology and Evidence-based Decision-making (CeMPED), The University of Sydney, Sydney, NSW, Australia (CB, JJ, SM, KM)
- School of Psychology, University of New South Wales, Sydney, NSW, Australia (BRN)
- Faculty of Health Sciences and Medicine, Bond University, Robina, QLD, Australia (PG, JD)
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Damman OC, Bogaerts NMM, van Dongen D, Timmermans DRM. Barriers in using cardiometabolic risk information among consumers with low health literacy. Br J Health Psychol 2015. [PMID: 26213137 DOI: 10.1111/bjhp.12149] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
OBJECTIVES To identify the barriers from the perspective of consumers with low health literacy in using risk information as provided in cardiometabolic risk assessments. DESIGN A qualitative thematic approach using cognitive interviews was employed. METHODS We performed interviews with 23 people with low health literacy/health numeracy, who were recruited through (1) several organisations and snowball sampling and (2) an online access panel. Participants completed the risk test of the Dutch national cardiometabolic risk assessment and viewed the personalized information about their risk. They were asked to answer probing questions about different parts of the information. The qualitative data were analysed by identifying main themes related to barriers in using the information, using a descriptive thematic approach. RESULTS The four main themes identified were as follows: (1) People did not fully accept the risk message, partly because numerical information had ambiguous meaning; (2) people lacked an adequate framework for understanding their risk; (3) the purpose and setting of the risk assessment was unclear; and (4) current information tells nothing new: A need for more specific risk information. CONCLUSIONS The main barriers were that the current presentation seemed to provoke undervaluation of the risk number and that texts throughout the test, for example about cardiometabolic diseases, did not match people's existing knowledge, failing to provide an adequate framework for understanding cardiometabolic risk. Our findings have implications for the design of disease risk information, for example that alternative forms of communication should be explored that provide more intuitive meaning of the risk in terms of good versus bad. STATEMENT OF CONTRIBUTION What is already known on this subject? Online disease risk assessments have become widely available internationally. People with low SES and health literacy tend to participate less in health screening. Risk information is difficult to understand, yet little research has been carried out among people with low health literacy. What does this study add? People with low health literacy do not optimally use risk information in an online cardiometabolic risk assessment. The texts provided in the cardiometabolic risk assessment do not suit to their existing knowledge. The typical risk communication (numbers, bar graph, verbal label) seems to provoke undervaluation of risk.
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Affiliation(s)
- Olga C Damman
- Department of Public and Occupational Health and the EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam, The Netherlands
| | - Nina M M Bogaerts
- Department of Public and Occupational Health and the EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam, The Netherlands
| | - Diana van Dongen
- Department of Public and Occupational Health and the EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam, The Netherlands
| | - Danielle R M Timmermans
- Department of Public and Occupational Health and the EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam, The Netherlands.,National Institute for Public Health and the Environment, Bilthoven, The Netherlands
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89
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Garcia-Retamero R, Cokely ET, Hoffrage U. Visual aids improve diagnostic inferences and metacognitive judgment calibration. Front Psychol 2015; 6:932. [PMID: 26236247 PMCID: PMC4504147 DOI: 10.3389/fpsyg.2015.00932] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2015] [Accepted: 06/22/2015] [Indexed: 11/13/2022] Open
Abstract
Visual aids can improve comprehension of risks associated with medical treatments, screenings, and lifestyles. Do visual aids also help decision makers accurately assess their risk comprehension? That is, do visual aids help them become well calibrated? To address these questions, we investigated the benefits of visual aids displaying numerical information and measured accuracy of self-assessment of diagnostic inferences (i.e., metacognitive judgment calibration) controlling for individual differences in numeracy. Participants included 108 patients who made diagnostic inferences about three medical tests on the basis of information about the sensitivity and false-positive rate of the tests and disease prevalence. Half of the patients received the information in numbers without a visual aid, while the other half received numbers along with a grid representing the numerical information. In the numerical condition, many patients–especially those with low numeracy–misinterpreted the predictive value of the tests and profoundly overestimated the accuracy of their inferences. Metacognitive judgment calibration mediated the relationship between numeracy and accuracy of diagnostic inferences. In contrast, in the visual aid condition, patients at all levels of numeracy showed high-levels of inferential accuracy and metacognitive judgment calibration. Results indicate that accurate metacognitive assessment may explain the beneficial effects of visual aids and numeracy–a result that accords with theory suggesting that metacognition is an essential part of risk literacy. We conclude that well-designed risk communications can inform patients about healthrelevant numerical information while helping them assess the quality of their own risk comprehension.
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Affiliation(s)
- Rocio Garcia-Retamero
- Department of Experimental Psychology, Facultad de Psicología, University of Granada , Granada, Spain, ; Department of Cognitive and Learning Sciences, Michigan Technological University , Houghton, MI, USA ; Max Planck Institute for Human Development , Berlin, Germany
| | - Edward T Cokely
- National Institute for Risk and Resilience, University of Oklahoma , Norman, OK, USA ; Department of Cognitive and Learning Sciences, Michigan Technological University , Houghton, MI, USA ; Max Planck Institute for Human Development , Berlin, Germany
| | - Ulrich Hoffrage
- Faculty of Business and Economics, University of Lausanne , Lausanne, Switzerland
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90
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Okan Y, Galesic M, Garcia-Retamero R. How People with Low and High Graph Literacy Process Health Graphs: Evidence from Eye-tracking. JOURNAL OF BEHAVIORAL DECISION MAKING 2015. [DOI: 10.1002/bdm.1891] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Affiliation(s)
- Yasmina Okan
- Centre for Decision Research, Leeds University Business School; University of Leeds; UK
- Mind, Brain, and Behavior Research Center (CIMCYC); University of Granada; Spain
| | - Mirta Galesic
- Center for Adaptive Behavior and Cognition; Max Planck Institute for Human Development; Germany
- Santa Fe Institute; US
| | - Rocio Garcia-Retamero
- Mind, Brain, and Behavior Research Center (CIMCYC); University of Granada; Spain
- Center for Adaptive Behavior and Cognition; Max Planck Institute for Human Development; Germany
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91
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Stone ER, Gabard AR, Groves AE, Lipkus IM. Effects of Numerical Versus Foreground-Only Icon Displays on Understanding of Risk Magnitudes. JOURNAL OF HEALTH COMMUNICATION 2015; 20:1230-1241. [PMID: 26065633 DOI: 10.1080/10810730.2015.1018594] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
The aim of this work is to advance knowledge of how to measure gist and verbatim understanding of risk magnitude information and to apply this knowledge to address whether graphics that focus on the number of people affected (the numerator of the risk ratio, i.e., the foreground) are effective displays for increasing (a) understanding of absolute and relative risk magnitudes and (b) risk avoidance. In 2 experiments, the authors examined the effects of a graphical display that used icons to represent the foreground information on measures of understanding (Experiments 1 and 2) and on perceived risk, affect, and risk aversion (Experiment 2). Consistent with prior findings, this foreground-only graphical display increased perceived risk and risk aversion; however, it also led to decreased understanding of absolute (although not relative) risk magnitudes. Methodologically, this work shows the importance of distinguishing understanding of absolute risk from understanding of relative risk magnitudes, and the need to assess gist knowledge of both types of risk. Substantively, this work shows that although using foreground-only graphical displays is an appealing risk communication strategy to increase risk aversion, doing so comes at the cost of decreased understanding of absolute risk magnitudes.
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Affiliation(s)
- Eric R Stone
- a Department of Psychology , Wake Forest University , Winston-Salem , North Carolina , USA
| | - Alexis R Gabard
- a Department of Psychology , Wake Forest University , Winston-Salem , North Carolina , USA
| | - Aislinn E Groves
- a Department of Psychology , Wake Forest University , Winston-Salem , North Carolina , USA
| | - Isaac M Lipkus
- b School of Nursing , Duke University , Durham , North Carolina , USA
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92
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Petrova D, Garcia-Retamero R, Cokely ET. Understanding the Harms and Benefits of Cancer Screening. Med Decis Making 2015; 35:847-58. [DOI: 10.1177/0272989x15587676] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2015] [Accepted: 04/26/2015] [Indexed: 11/15/2022]
Abstract
Objective. Decisions about cancer screenings often involve the consideration of complex and counterintuitive evidence. We investigated psychological factors that promote the comprehension of benefits and harms associated with common cancer screenings and their influence on shared decision making. Methods. In experiment 1, 256 men received information about PSA-based prostate cancer screening. In experiment 2, 355 women received information about mammography-based breast cancer screening. In both studies, information about potential screening outcomes was provided in 1 of 3 formats: text, a fact box, or a visual aid (e.g., mortality with and without screening and rate of overdiagnosis). We modeled the interplay of comprehension, perceived risks and benefits, intention to participate in screening, and desire for shared decision making. Results. Generally, visual aids were the most effective format, increasing comprehension by up to 18%. Improved comprehension was associated with 1) superior decision making (e.g., fewer intentions to participate in screening when it offered no benefit) and 2) more desire to share in decision making. However, comprehension of the evidence had a limited effect on experienced emotions, risk perceptions, and decision making among those participants who felt that the consequences of cancer were extremely severe. Conclusions. Even when information is counterintuitive and requires the integration of complex harms and benefits, user-friendly risk communications can facilitate comprehension, improve high-stakes decisions, and promote shared decision making. However, previous beliefs about the effectiveness of screening or strong fears about specific cancers may interfere with comprehension and informed decision making.
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Affiliation(s)
- Dafina Petrova
- Mind, Brain, and Behavior Research Center, University of Granada, Granada, Spain (DP, RGR)
- Michigan Technological University, Houghton, MI, USA (DP, RGR, ETC)
- Max Planck Institute for Human Development, Berlin, Germany (RGR, ETC)
| | - Rocio Garcia-Retamero
- Mind, Brain, and Behavior Research Center, University of Granada, Granada, Spain (DP, RGR)
- Michigan Technological University, Houghton, MI, USA (DP, RGR, ETC)
- Max Planck Institute for Human Development, Berlin, Germany (RGR, ETC)
| | - Edward T. Cokely
- Mind, Brain, and Behavior Research Center, University of Granada, Granada, Spain (DP, RGR)
- Michigan Technological University, Houghton, MI, USA (DP, RGR, ETC)
- Max Planck Institute for Human Development, Berlin, Germany (RGR, ETC)
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93
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Muñoz R, Okan Y, Garcia-Retamero R. Habilidades numéricas y salud: una revisión crítica. REVISTA LATINOAMERICANA DE PSICOLOGIA 2015. [DOI: 10.1016/j.rlp.2015.05.002] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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94
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Smith SG, O'Conor R, Curtis LM, Waite K, Deary IJ, Paasche-Orlow M, Wolf MS. Low health literacy predicts decline in physical function among older adults: findings from the LitCog cohort study. J Epidemiol Community Health 2015; 69:474-80. [PMID: 25573701 PMCID: PMC4413744 DOI: 10.1136/jech-2014-204915] [Citation(s) in RCA: 62] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2014] [Revised: 12/11/2014] [Accepted: 12/12/2014] [Indexed: 11/20/2022]
Abstract
BACKGROUND Limited health literacy is associated with worse physical function in cross-sectional studies. We aimed to determine if health literacy is a risk factor for decline in physical function among older adults. METHODS A longitudinal cohort of 529 community-dwelling American adults aged 55-74 years were recruited from an academic general internal medicine clinic and federally qualified health centres in 2008-2011. Health literacy (Newest Vital Sign), age, gender, race, education, chronic conditions, body mass index, alcohol consumption, smoking status and exercise frequency were included in multivariable analyses. The 10-item PROMIS (Patient-Reported Outcomes Measurement Information System) physical function scale was assessed at baseline and follow-up (mean=3.2 years, SD=0.39). RESULTS Nearly half of the sample (48.2%) had either marginal (25.5%) or low health literacy (22.7%). Average physical function at baseline was 83.2 (SD=16.6) of 100, and health literacy was associated with poorer baseline physical function in multivariable analysis (p=0.004). At follow-up, physical function declined to 81.9 (SD=17.3; p=0.006) and 20.5% experienced a meaningful decline (>0.5 SD of baseline score). In multivariable analyses, participants with marginal (OR 2.62; 95%CI 1.38 to 4.95; p=0.003) and low (OR 2.57; 95%CI 1.22 to 5.44; p=0.013) health literacy were more likely to experience meaningful decline in physical function than the adequate health literacy group. Entering cognitive abilities to these models did not substantially attenuate effect sizes. Health literacy attenuated the relationship between black race and decline in physical function by 32.6%. CONCLUSIONS Lower health literacy increases the risk of exhibiting faster physical decline over time among older adults. Strategies that reduce literacy disparities should be designed and evaluated.
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Affiliation(s)
- Samuel G Smith
- Health Literacy and Learning Program, Division of General Internal Medicine and Geriatrics, Northwestern University, Chicago, Illinois, USA Wolfson Institute of Preventive Medicine, Queen Mary University of London, London, UK
| | - Rachel O'Conor
- Health Literacy and Learning Program, Division of General Internal Medicine and Geriatrics, Northwestern University, Chicago, Illinois, USA
| | - Laura M Curtis
- Health Literacy and Learning Program, Division of General Internal Medicine and Geriatrics, Northwestern University, Chicago, Illinois, USA
| | - Katie Waite
- Department of Medicine, Boston University School of Medicine, Boston, Massachusetts, USA
| | - Ian J Deary
- Department of Psychology, Centre for Cognitive Ageing and Cognitive Epidemiology, The University of Edinburgh, Edinburgh, UK
| | - Michael Paasche-Orlow
- Department of Psychology, Centre for Cognitive Ageing and Cognitive Epidemiology, The University of Edinburgh, Edinburgh, UK
| | - Michael S Wolf
- Health Literacy and Learning Program, Division of General Internal Medicine and Geriatrics, Northwestern University, Chicago, Illinois, USA Department of Learning Sciences, Northwestern University, Evanston, Illinois, USA
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95
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Oudhoff JP, Timmermans DRM. The effect of different graphical and numerical likelihood formats on perception of likelihood and choice. Med Decis Making 2015; 35:487-500. [PMID: 25769496 DOI: 10.1177/0272989x15576487] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2011] [Accepted: 12/20/2014] [Indexed: 11/17/2022]
Abstract
BACKGROUND Quantitative risk information plays an important role in decision making about health. This study focuses on commonly used numerical and graphical formats and examines their effect on perception of different likelihoods and choice preferences. METHODS An experimental study was conducted with 192 participants, who evaluated 2 sets of 4 lotteries. Numerical formats to describe likelihood varied systematically between participants (X%, X-in-100, or 1-in-X). The effect of graphic formats (bar charts, icon charts) was assessed as a within-subjects factor. Dependent measures included perceived likelihood, choice preferences about participating in the lottery, and processing times. RESULTS Numerical likelihoods presented as 1-in-X were processed fastest and were perceived as conveying larger likelihoods than the X-in-100 and percentages formats (mean response times in seconds: 5.65 v. 7.31 and 6.50; mean rating on a 1-9 scale: 4.38 v. 3.30 and 3.31, respectively). The 1-in-X format also evoked a stronger willingness to participate in a lottery than the 2 other numerical formats. The effect of adding graphs on perceived likelihood was moderated by numerical aptitude. Graphs reduced ratings of perceived likelihood of participants with lower numeracy, while there was no overall effect for participants with higher numeracy. CONCLUSION Perception of likelihood differs significantly depending on the numerical format used. The 1-in-X format yields higher perceived likelihoods and it appears to be the easiest format to interpret. Graphs primarily affect perception of likelihood of people with lower numerical aptitude. These effects should be taken into account when discussing medical risks with patients.
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Affiliation(s)
- Jurriaan P Oudhoff
- EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam, The Netherlands (JPO, DRMT)
| | - Daniëlle R M Timmermans
- EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam, The Netherlands (JPO, DRMT)
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96
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Uhler LM, Pérez Figueroa RE, Dickson M, McCullagh L, Kushniruk A, Monkman H, Witteman HO, Hajizadeh N. InformedTogether: Usability Evaluation of a Web-Based Decision Aid to Facilitate Shared Advance Care Planning for Severe Chronic Obstructive Pulmonary Disease. JMIR Hum Factors 2015; 2:e2. [PMID: 27025896 PMCID: PMC4797670 DOI: 10.2196/humanfactors.3842] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2014] [Revised: 01/21/2015] [Accepted: 01/21/2015] [Indexed: 11/20/2022] Open
Abstract
Background Advance care planning may help patients receive treatments that better align with their goals for care. We developed a Web-based decision aid called InformedTogether to facilitate shared advance care planning between chronic obstructive pulmonary disease (COPD) patients and their doctors. Objective Our objective was to assess the usability of the InformedTogether decision aid, including whether users could interact with the decision aid to engage in tasks required for shared decision making, whether users found the decision aid acceptable, and implications for redesign. Methods We conducted an observational study with 15 patients and 8 doctors at two ethnically and socioeconomically diverse outpatient clinics. Data included quantitative and qualitative observations of patients and doctors using the decision aid on tablet or laptop computers and data from semistructured interviews. Patients were shown the decision aid by a researcher acting as the doctor. Pulmonary doctors were observed using the decision aid independently and asked to think aloud (ie, verbalize their thoughts). A thematic analysis was implemented to explore key issues related to decision aid usability. Results Although patients and doctors found InformedTogether acceptable and would recommend that doctors use the decision aid with COPD patients, many patients had difficulty understanding the icon arrays that were used to communicate estimated prognoses and could not articulate the definitions of the two treatment choices—Full Code and Do Not Resuscitate (DNR). Minor usability problems regarding content, links, layout, and consistency were also identified and corresponding recommendations were outlined. In particular, participants suggested including more information about potential changes in quality of life resulting from the alternative advance directives. Some doctor participants thought the decision aid was too long and some thought it may cause nervousness among patients due to the topic area. Conclusions A decision aid for shared advance care planning for severe COPD was found acceptable to most COPD patients and their doctors. However, many patient participants did not demonstrate understanding of the treatment options or prognostic estimates. Many participants endorsed the use of the decision aid between doctors and their patients with COPD, although they desired more information about quality of life. The design must optimize comprehensibility, including revising the presentation of statistical information in the icon array, and feasibility of integration into clinical workflow, including shortening the decision aid.
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Affiliation(s)
- Lauren M Uhler
- Department of Medicine, Hofstra North Shore LIJ School of Medicine, North Shore LIJ Health System, Manhasset, NY, United States
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97
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Chen Y, Yang ZJ. Message Formats, Numeracy, Risk Perceptions of Alcohol-Attributable Cancer, and Intentions for Binge Drinking Among College Students. JOURNAL OF DRUG EDUCATION 2015; 45:37-55. [PMID: 26376688 DOI: 10.1177/0047237915604062] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
We conducted an experiment to examine whether risk perceptions of alcohol-attributable cancer influence college students' binge-drinking intention and to explore how message formats (text, table, and graph) and numeracy influence risk perceptions of alcohol-attributable cancer. We found that a majority of participants (87%) perceive some risks of alcohol-attributable cancer. Risk messages in tabular and graphic formats are more effective in elevating risk perceptions, but there is no significant difference between these two formats. Numeracy and its interaction with message formats, however, do not predict risk perceptions. We recommend risk messages should be delivered using tabular or graphic formats to enhance risk perceptions. We also advocate the less-is-more principle in presenting risk information.
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Affiliation(s)
- Yixin Chen
- Department of Communication Studies, Sam Houston State University, Huntsville, TX, USA
| | - Z Janet Yang
- Department of Communication, University at Buffalo, The State University of New York, Buffalo, NY, USA
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98
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Bradbury AR, Patrick-Miller L, Long J, Powers J, Stopfer J, Forman A, Rybak C, Mattie K, Brandt A, Chambers R, Chung WK, Churpek J, Daly MB, Digiovanni L, Farengo-Clark D, Fetzer D, Ganschow P, Grana G, Gulden C, Hall M, Kohler L, Maxwell K, Merrill S, Montgomery S, Mueller R, Nielsen S, Olopade O, Rainey K, Seelaus C, Nathanson KL, Domchek SM. Development of a tiered and binned genetic counseling model for informed consent in the era of multiplex testing for cancer susceptibility. Genet Med 2014; 17:485-92. [PMID: 25297947 DOI: 10.1038/gim.2014.134] [Citation(s) in RCA: 69] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2014] [Accepted: 08/27/2014] [Indexed: 12/24/2022] Open
Abstract
PURPOSE Multiplex genetic testing, including both moderate- and high-penetrance genes for cancer susceptibility, is associated with greater uncertainty than traditional testing, presenting challenges to informed consent and genetic counseling. We sought to develop a new model for informed consent and genetic counseling for four ongoing studies. METHODS Drawing from professional guidelines, literature, conceptual frameworks, and clinical experience, a multidisciplinary group developed a tiered-binned genetic counseling approach proposed to facilitate informed consent and improve outcomes of cancer susceptibility multiplex testing. RESULTS In this model, tier 1 "indispensable" information is presented to all patients. More specific tier 2 information is provided to support variable informational needs among diverse patient populations. Clinically relevant information is "binned" into groups to minimize information overload, support informed decision making, and facilitate adaptive responses to testing. Seven essential elements of informed consent are provided to address the unique limitations, risks, and uncertainties of multiplex testing. CONCLUSION A tiered-binned model for informed consent and genetic counseling has the potential to address the challenges of multiplex testing for cancer susceptibility and to support informed decision making and adaptive responses to testing. Future prospective studies including patient-reported outcomes are needed to inform how to best incorporate multiplex testing for cancer susceptibility into clinical practice.Genet Med 17 6, 485-492.
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Affiliation(s)
- Angela R Bradbury
- 1] Division of Hematology-Oncology, Department of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA [2] Department of Medical Ethics and Health Policy, University of Pennsylvania, Philadelphia, Pennsylvania, USA [3] Abramson Cancer Center, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Linda Patrick-Miller
- 1] Division of Hematology-Oncology, Department of Medicine, The University of Chicago, Chicago, Illinois, USA [2] Center for Clinical Cancer Genetics and Global Health, The University of Chicago, Chicago, Illinois, USA
| | - Jessica Long
- Division of Hematology-Oncology, Department of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Jacquelyn Powers
- Division of Hematology-Oncology, Department of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Jill Stopfer
- Division of Hematology-Oncology, Department of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Andrea Forman
- Department of Clinical Genetics, Fox Chase Cancer Center, Philadelphia, Pennsylvania, USA
| | - Christina Rybak
- Department of Clinical Genetics, Fox Chase Cancer Center, Philadelphia, Pennsylvania, USA
| | - Kristin Mattie
- Department of Hematology/Oncology, MD Anderson Cancer Center at Cooper, Camden, New Jersey, USA
| | - Amanda Brandt
- Division of Hematology-Oncology, Department of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Rachelle Chambers
- Division of Hematology-Oncology, Department of Medicine, The University of Chicago, Chicago, Illinois, USA
| | - Wendy K Chung
- 1] Department of Pediatrics, Columbia University Medical Center, New York, New York, USA [2] Department of Medicine, Columbia University Medical Center, New York, New York, USA
| | - Jane Churpek
- Division of Hematology-Oncology, Department of Medicine, The University of Chicago, Chicago, Illinois, USA
| | - Mary B Daly
- Department of Clinical Genetics, Fox Chase Cancer Center, Philadelphia, Pennsylvania, USA
| | - Laura Digiovanni
- Division of Hematology-Oncology, Department of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Dana Farengo-Clark
- Department of Hematology/Oncology, MD Anderson Cancer Center at Cooper, Camden, New Jersey, USA
| | - Dominique Fetzer
- Division of Hematology-Oncology, Department of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Pamela Ganschow
- Department of Internal Medicine, John H. Stroger, Jr. Hospital, Chicago, Illinois, USA
| | - Generosa Grana
- Department of Hematology/Oncology, MD Anderson Cancer Center at Cooper, Camden, New Jersey, USA
| | - Cassandra Gulden
- Division of Hematology-Oncology, Department of Medicine, The University of Chicago, Chicago, Illinois, USA
| | - Michael Hall
- Department of Clinical Genetics, Fox Chase Cancer Center, Philadelphia, Pennsylvania, USA
| | - Lynne Kohler
- Division of Hematology-Oncology, Department of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Kara Maxwell
- Division of Hematology-Oncology, Department of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Shana Merrill
- Department of Translational Medicine and Human Genetics, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Susan Montgomery
- Department of Clinical Genetics, Fox Chase Cancer Center, Philadelphia, Pennsylvania, USA
| | - Rebecca Mueller
- Division of Hematology-Oncology, Department of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Sarah Nielsen
- Division of Hematology-Oncology, Department of Medicine, The University of Chicago, Chicago, Illinois, USA
| | - Olufunmilayo Olopade
- 1] Division of Hematology-Oncology, Department of Medicine, The University of Chicago, Chicago, Illinois, USA [2] Center for Clinical Cancer Genetics and Global Health, The University of Chicago, Chicago, Illinois, USA
| | - Kimberly Rainey
- Department of Clinical Genetics, Fox Chase Cancer Center, Philadelphia, Pennsylvania, USA
| | - Christina Seelaus
- Department of Internal Medicine, John H. Stroger, Jr. Hospital, Chicago, Illinois, USA
| | - Katherine L Nathanson
- 1] Abramson Cancer Center, University of Pennsylvania, Philadelphia, Pennsylvania, USA [2] Department of Translational Medicine and Human Genetics, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Susan M Domchek
- 1] Division of Hematology-Oncology, Department of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA [2] Abramson Cancer Center, University of Pennsylvania, Philadelphia, Pennsylvania, USA
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Zikmund-Fisher BJ, Exe NL, Witteman HO. Numeracy and literacy independently predict patients' ability to identify out-of-range test results. J Med Internet Res 2014; 16:e187. [PMID: 25135688 PMCID: PMC4137189 DOI: 10.2196/jmir.3241] [Citation(s) in RCA: 60] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2014] [Revised: 06/07/2014] [Accepted: 07/10/2014] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Increasing numbers of patients have direct access to laboratory test results outside of clinical consultations. This offers increased opportunities for both self-management of chronic conditions and advance preparation for clinic visits if patients are able to identify test results that are outside the reference ranges. OBJECTIVE Our objective was to assess whether adults can identify laboratory blood test values outside reference ranges when presented in a format similar to some current patient portals implemented within electronic health record (EHR) systems. METHODS In an Internet-administered survey, adults aged 40-70 years, approximately half with diabetes, were asked to imagine that they had type 2 diabetes. They were shown laboratory test results displayed in a standard tabular format. We randomized hemoglobin A1c values to be slightly (7.1%) or moderately (8.4%) outside the reference range and randomized other test results to be within or outside their reference ranges (ie, multiple deviations). We assessed (1) whether respondents identified the hemoglobin A1c level as outside the reference range, (2) how respondents rated glycemic control, and (3) whether they would call their doctor. We also measured numeracy and health literacy. RESULTS Among the 1817 adult participants, viewing test results with multiple deviations increased the probability of identifying hemoglobin A1c values as outside the reference range (participants with diabetes: OR 1.47, 95% CI 1.12-1.92, P=.005; participants without diabetes: OR 1.50, 95% CI 1.13-2.00, P=.005). Both numeracy and health literacy were significant predictors of correctly identifying out-of-range values. For participants with diabetes, numeracy OR 1.32 per unit on a 1-6 scale (95% CI 1.15-1.51, P<.001) and literacy OR 1.59 per unit of a 1-5 scale (95% CI 1.35-1.87, P<.001); for participants without diabetes, numeracy OR 1.36 per unit (95% CI 1.17-1.58, P<.001) and literacy OR 1.33 per unit (95% CI 1.12-1.58, P=.001). Predicted probabilities suggested 77% of higher numeracy and health literacy participants, but only 38% of lower numeracy and literacy participants, could correctly identify the hemoglobin A1c levels as outside the reference range. Correct identification reduced perceived blood glucose control (mean difference 1.68-1.71 points on a 0-10 scale, P<.001). For participants with diabetes, increased health literacy reduced the likelihood of calling one's doctor when hemoglobin A1c=7.1% (OR 0.66 per unit, 95% CI 0.52-0.82, P<.001) and increased numeracy increased intention to call when hemoglobin A1c=8.4% (OR 1.36 per unit, 95% CI 1.10-1.69, P=.005). CONCLUSIONS Limited health literacy and numeracy skills are significant barriers to basic use of laboratory test result data as currently presented in some EHR portals. Regarding contacting their doctor, less numerate and literate participants with diabetes appear insensitive to the hemoglobin A1c level shown, whereas highly numerate and literate participants with diabetes appear very sensitive. Alternate approaches appear necessary to make test results more meaningful.
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Affiliation(s)
- Brian J Zikmund-Fisher
- Department of Health Behavior and Health Education, University of Michigan, Ann Arbor, MI, United States.
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Affiliation(s)
- Trisha Greenhalgh
- Barts and the London School of Medicine and Dentistry, London E1 2AB, UK
| | - Jeremy Howick
- Centre for Evidence-Based Medicine, University of Oxford, Oxford OX2 6NW, UK
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