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Jo E, Yoo H, Kim JH, Kim YM, Song S, Joo HJ. Fine-Tuned Bidirectional Encoder Representations From Transformers Versus ChatGPT for Text-Based Outpatient Department Recommendation: Comparative Study. JMIR Form Res 2024; 8:e47814. [PMID: 39423004 PMCID: PMC11530716 DOI: 10.2196/47814] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2023] [Revised: 08/03/2023] [Accepted: 08/13/2024] [Indexed: 10/19/2024] Open
Abstract
BACKGROUND Patients often struggle with determining which outpatient specialist to consult based on their symptoms. Natural language processing models in health care offer the potential to assist patients in making these decisions before visiting a hospital. OBJECTIVE This study aimed to evaluate the performance of ChatGPT in recommending medical specialties for medical questions. METHODS We used a dataset of 31,482 medical questions, each answered by doctors and labeled with the appropriate medical specialty from the health consultation board of NAVER (NAVER Corp), a major Korean portal. This dataset includes 27 distinct medical specialty labels. We compared the performance of the fine-tuned Korean Medical bidirectional encoder representations from transformers (KM-BERT) and ChatGPT models by analyzing their ability to accurately recommend medical specialties. We categorized responses from ChatGPT into those matching the 27 predefined specialties and those that did not. Both models were evaluated using performance metrics of accuracy, precision, recall, and F1-score. RESULTS ChatGPT demonstrated an answer avoidance rate of 6.2% but provided accurate medical specialty recommendations with explanations that elucidated the underlying pathophysiology of the patient's symptoms. It achieved an accuracy of 0.939, precision of 0.219, recall of 0.168, and an F1-score of 0.134. In contrast, the KM-BERT model, fine-tuned for the same task, outperformed ChatGPT with an accuracy of 0.977, precision of 0.570, recall of 0.652, and an F1-score of 0.587. CONCLUSIONS Although ChatGPT did not surpass the fine-tuned KM-BERT model in recommending the correct medical specialties, it showcased notable advantages as a conversational artificial intelligence model. By providing detailed, contextually appropriate explanations, ChatGPT has the potential to significantly enhance patient comprehension of medical information, thereby improving the medical referral process.
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Affiliation(s)
- Eunbeen Jo
- Department of Medical Informatics, Korea University College of Medicine, Seoul, Republic of Korea
| | - Hakje Yoo
- Department of Bio-Mechatronic Engineering, Sungkyunkwan University College of Biotechnology and Bioengineering, Gyeonggi, Republic of Korea
- Medical AI Research Center, Research Institute for Future Medicine, Samsung Medical Center, Seoul, Republic of Korea
| | - Jong-Ho Kim
- Korea University Research Institute for Medical Bigdata Science, Korea University, Seoul, Republic of Korea
- Department of Cardiology, Cardiovascular Center, Korea University College of Medicine, Seoul, Republic of Korea
| | - Young-Min Kim
- School of Interdisciplinary Industrial Studies, Hanyang University, Seoul, Republic of Korea
| | - Sanghoun Song
- Department of Linguistics, Korea University, Seoul, Republic of Korea
| | - Hyung Joon Joo
- Department of Medical Informatics, Korea University College of Medicine, Seoul, Republic of Korea
- Korea University Research Institute for Medical Bigdata Science, Korea University, Seoul, Republic of Korea
- Department of Cardiology, Cardiovascular Center, Korea University College of Medicine, Seoul, Republic of Korea
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Lockton J, Oxlad M, Due C. Grandparents' pregnancy and neonatal loss network: Designing a website for grandparents bereaved by the perinatal loss of a grandchild. PEC INNOVATION 2023; 3:100228. [PMID: 37876634 PMCID: PMC10590732 DOI: 10.1016/j.pecinn.2023.100228] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Revised: 10/03/2023] [Accepted: 10/07/2023] [Indexed: 10/26/2023]
Abstract
Objectives When a child dies during the perinatal period, grandparents lack the resources to navigate their loss. We applied principles of co-creation and consumer-informed design to seek grandparents' expertise in determining (1) whether an internet-based resource would be suitable/beneficial for grandparents, (2) if so, what design features and content should be included and, (3) any barriers to utilising an internet-based resource. Method In Stage One, 152 grandparents responded to a survey regarding health and eHealth literacy and website design and content. In Stage Two, a draft website was developed, with 21 grandparents providing feedback about the website's design, content and navigability. Results Health and eHealth literacy measures indicated that >60% of participants had adequate literacy, and over 70% considered an internet-based resource useful. Grandparents provided design and content preferences, valuing diversity and peer support, and offered recommendations to optimise the website. Directing grandparents to public internet facilities would reduce barriers to access. Conclusion A website is a suitable resource for grandparents seeking information and support following the loss of a grandchild in the perinatal period. Innovation Grandparents see benefits in internet-based resources and can contribute to co-design. Further work could explore cultural differences.
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Affiliation(s)
- Jane Lockton
- School of Psychology, The University of Adelaide, Adelaide, Australia
| | - Melissa Oxlad
- School of Psychology, The University of Adelaide, Adelaide, Australia
| | - Clemence Due
- School of Psychology, The University of Adelaide, Adelaide, Australia
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Tong Y, Wu Y, Han Z, Xue Z, Wei Y, Lai S, Chen Z, Wang M, Chen S. Development and validation of the health literacy environment scale for Chinese hospitals from patients' perspective. Front Public Health 2023; 11:1130628. [PMID: 37333562 PMCID: PMC10273272 DOI: 10.3389/fpubh.2023.1130628] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Accepted: 05/12/2023] [Indexed: 06/20/2023] Open
Abstract
Introduction While the research on improving individual health literacy by promoting individual skills and abilities is increasing, less attention has been paid to the complexities of the healthcare environment that may influence patients' ability to access, understand, and apply health information and health services to make health decisions. This study aimed to develop and validate a Health Literacy Environment Scale (HLES) that is suitable for Chinese culture. Methods This study was conducted in two phases. First, using the Person-Centered Care (PCC) framework as a theoretical framework, initial items were developed by using the existing health literacy environment (HLE) related measurement tools, literature review, qualitative interviews, and the researcher's clinical experience. Second, scale development was based on two rounds of Delphi expert consultation and a pre-test conducted with 20 hospitalized patients. Using 697 hospitalized patients from three sample hospitals, the initial scale was developed after item screening and its reliability and validity were evaluated. Results The HLES comprised 30 items classified into three dimensions as follows: interpersonal (11 items), clinical (9 items), and structural (10 items) dimensions. The Cronbach's α coefficient of the HLES was 0.960 and the intra-class correlation coefficient was 0.844. The confirmatory factor analysis verified the three-factor model after allowing for the correlation of five pairs of error terms. The goodness-of-fit indices signified a good fit for the model (χ2/df = 2.766, RMSEA = 0.069, RMR = 0.053, CFI = 0.902, IFI = 0.903, TLI = 0.893, GFI = 0.826, PNFI = 0.781, PCFI = 0.823, PGFI = 0.705). The item-content validity index ranged from 0.91 to 1.00, and the scale-content validity index was 0.90. Conclusion The HLES had good reliability and validity and provides a patient perspective tool for evaluating HLE and a new perspective for improving health literacy in China. That is, healthcare organizations make it easier for patients to access, understand, and use health information and service. Further studies about the validity and reliability of HLE should include other districts and different tiers or types of healthcare organizations.
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Affiliation(s)
- Yingge Tong
- School of Nursing, Hangzhou Normal University, Hangzhou, China
| | - Yixue Wu
- School of Nursing, Hangzhou Normal University, Hangzhou, China
| | - Zhiqing Han
- School of Nursing, Hangzhou Normal University, Hangzhou, China
| | - Zihao Xue
- Department of Operating Room, Affiliated Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Yeling Wei
- School of Nursing, Hangzhou Normal University, Hangzhou, China
| | - Shanyuan Lai
- School of Nursing, Hangzhou Normal University, Hangzhou, China
| | - Ziyi Chen
- School of Nursing, Hangzhou Normal University, Hangzhou, China
| | - Miaoling Wang
- School of Nursing, Hangzhou Normal University, Hangzhou, China
| | - Siyi Chen
- School of Nursing, Hangzhou Normal University, Hangzhou, China
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Harzheim L, Lorke M, Rostamzadeh A, Jessen F, Woopen C, Jünger S. The Promotion of Health Literacy. GEROPSYCH 2023. [DOI: 10.1024/1662-9647/a000310] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/30/2023]
Abstract
Abstract: Progress in predictive medicine has increased the challenges to navigating complex risk information for patients and healthcare professionals. This contribution investigates how people facing the risk of developing Alzheimer’s dementia perceive risk, what aspects are relevant to their health literacy, and how to promote individual health literacy in predictive medicine. We conducted a qualitative study analyzing narrative interviews, body maps, and sociodemographic data from persons who had undergone early predictive procedures in a memory clinic. We understand the promotion of health literacy as an ethical task in predictive medicine and argue for (1) emphasizing personal resources to promote subjective health literacy, (2) reframing communication and decision-making about disease risk, and (3) teaching skills for value-sensitive, individualized risk communication.
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Lee B, Dixon E, Wales DP. Evaluation of Reading Level of Result Letters Sent to Patients from an Academic Primary Care Practice. Health Serv Res Manag Epidemiol 2023; 10:23333928231172142. [PMID: 37122557 PMCID: PMC10134153 DOI: 10.1177/23333928231172142] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/02/2023] Open
Abstract
Background In primary care, low health literacy, particularly reading ability, is associated with worse health outcomes. Most physicians do not receive feedback on the reading levels of written communication that they may provide to patients, including result letters. Objective Our study compares the readability of result letters, written by resident versus attending physicians, to patients with positive or negative screens for reading ability, as determined by the single-item literacy screener (SILS). Methods Result letters to 50 patients at high risk and 50 patients at low risk of low reading ability were randomly selected starting from January 1st, 2020 at Albany Medical Center. Flesch-Kincaid Grade Level (FKGL), Gunning Fog Index (GFI), Coleman-Liau Index (CLI), Simple Measure of Gobbledygook (SMOG), and Flesch Reading Ease (FRE) were used to compare the readability of resident versus attending result letters. Results For all SILS levels, attending physicians wrote result letters at a lower grade level than resident physicians based on the FKGL, GFI, and SMOG indices. The FKGL, GFI, and SMOG readability scores of result letters written to patients with SILS 3-5 were also lower when written by attending physicians compared to resident physicians. Conclusions Result letters written by attending physicians may be easier to read than result letters written by resident physicians, especially for patients with low reading ability. Future electronic health record (EHR) software should give physicians and providers feedback on the reading level of their written communication.
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Affiliation(s)
- Brian Lee
- Albany Medical College, Albany, NY, USA
| | - Emily Dixon
- University at Albany School of Public Health, Rensselaer, NY, USA
| | - Danielle P. Wales
- University at Albany School of Public Health, Rensselaer, NY, USA
- Division of Internal Medicine and Pediatrics, Albany Medical Center, Cohoes, NY, USA
- Danielle P. Wales, Division of Internal Medicine and Pediatrics, Albany Medical Center, 1019 New Loudon Road, Cohoes, NY 12047, USA.
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McDonald CE, Granger CL, Said CM, Remedios LJ. Seeking Choice to Fulfill Health Literacy Needs: Health Literacy Opportunities for Consumers in Hospital Waiting Areas. QUALITATIVE HEALTH RESEARCH 2022; 32:345-359. [PMID: 34979826 DOI: 10.1177/10497323211051672] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
In this research, we explore and theorize on the potential of hospital outpatient rehabilitation waiting areas to respond and contribute to the health literacy needs of consumers. Constructivist grounded theory informed the sampling and analytical procedures. Thirty-three consumers attending outpatient rehabilitation for a range of health conditions were recruited to this multi-site study. Semi-structured interview and participant observation data were collected and analyzed concurrently using the constant comparison method. The substantive theory of "seeking choice to fulfill health literacy needs" and five interdependent categories were developed. Results indicated that consumers sought choice reflective of their needs; however, the waiting area offered limited choice. Consumers shared ideas to address the lack of choice. Results provide insight into the health literacy needs of consumers in hospital outpatient waiting areas and how health services can appropriately respond to these needs. Future research should investigate the effect of health service environments on health outcomes.
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Affiliation(s)
- Cassie E McDonald
- Physiotherapy, 2281The University of Melbourne, Carlton, VIC, Australia
- Physiotherapy, 90134The Royal Melbourne Hospital, Parkville, VIC, Australia
| | - Catherine L Granger
- Physiotherapy, 2281The University of Melbourne, Carlton, VIC, Australia
- Physiotherapy, 90134The Royal Melbourne Hospital, Parkville, VIC, Australia
| | - Catherine M Said
- Physiotherapy, 2281The University of Melbourne, Carlton, VIC, Australia
- 95317Western Health, St Albans, VIC, Australia
- 533870Australian Institute of Musculoskeletal Sciences, St Albans, VIC, Australia
| | - Louisa J Remedios
- Physiotherapy, 2281The University of Melbourne, Carlton, VIC, Australia
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Matthys M, Dhollander N, Van Brussel L, Beernaert K, Deforche B, Cohen J, Deliens L, Chambaere K. The Online Representation of Palliative Care by Practice, Policy, and Advocacy Organizations: Definitional Variations and Discursive Tensions. QUALITATIVE HEALTH RESEARCH 2021; 31:2743-2756. [PMID: 34629010 DOI: 10.1177/10497323211043824] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Negative beliefs and a lack of clarity surrounding the meaning of palliative care have been widely reported as obstacles to its uptake. Information available to the public possibly contributes to this. A descriptive and discourse-theoretical analysis was conducted of information spread online by palliative care policy, advocacy, and practice organizations. Discrepancies were found in the way palliative care was defined in relation to curative, end-of-life, terminal, and supportive care. Beyond these definitional variations, meaning was generated through the representation of palliative care as a culture, connected to total care, compassion, and openness. Tensions arose around the concepts of autonomy, a natural death, and an emphasis on the quality of life away from death and dying. Overall, this study showed that the online information of palliative care is a potential source of confusion and might even contribute to its stigmatization. Insights are provided that may help improve clarity toward the public.
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Affiliation(s)
- Marjolein Matthys
- End-of-Life Care Research Group, Vrije Universiteit Brussel & Ghent University, Ghent, Belgium
- Ghent University, Department of Public Health and Primary Care, Ghent, Belgium
| | - Naomi Dhollander
- End-of-Life Care Research Group, Vrije Universiteit Brussel & Ghent University, Ghent, Belgium
- Vrije Universiteit Brussel, Department of Medicine & Chronic Care, Brussels, Belgium
| | - Leen Van Brussel
- Brussels Discourse Theory Group, Vrije Universiteit Brussel, Brussels, Belgium
| | - Kim Beernaert
- End-of-Life Care Research Group, Vrije Universiteit Brussel & Ghent University, Ghent, Belgium
- Vrije Universiteit Brussel, Department of Medicine & Chronic Care, Brussels, Belgium
| | - Benedicte Deforche
- Ghent University, Department of Public Health and Primary Care, Ghent, Belgium
- Movement and Nutrition for Health and Performance Research Group, Vrije Universiteit Brussel, Brussels, Belgium
| | - Joachim Cohen
- End-of-Life Care Research Group, Vrije Universiteit Brussel & Ghent University, Ghent, Belgium
- Vrije Universiteit Brussel, Department of Medicine & Chronic Care, Brussels, Belgium
| | - Luc Deliens
- End-of-Life Care Research Group, Vrije Universiteit Brussel & Ghent University, Ghent, Belgium
- Ghent University, Department of Public Health and Primary Care, Ghent, Belgium
- Vrije Universiteit Brussel, Department of Medicine & Chronic Care, Brussels, Belgium
| | - Kenneth Chambaere
- End-of-Life Care Research Group, Vrije Universiteit Brussel & Ghent University, Ghent, Belgium
- Ghent University, Department of Public Health and Primary Care, Ghent, Belgium
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Holtz BE. Evaluating the most popular diabetes websites in the USA: a content analysis. Health Promot Int 2020; 35:1394-1405. [PMID: 32087020 DOI: 10.1093/heapro/daaa008] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Over 1.5 million Americans are diagnosed with diabetes every year, and the majority of them go online to learn about their condition. Unfortunately, the online diabetes landscape is crowded, and the quality of website content is unknown-guidance for patients and healthcare providers regarding online diabetes information is needed. To address this, nine of the top diabetes websites in the USA were identified through a comprehensive, multiple-query search and a content analysis was conducted. Two coders, with high inter-coder reliability, evaluated these websites on six factors: (i) Design; (ii) Credibility; (iii) Accessibility; (iv) Literacy; (v) Engagement; and (vi) Diabetes Content. The analysis revealed that the websites presented most of the assessed design features. Few of the sites scored well on the credibility assessment, while the majority of sites did not note an author, editor or reviewer. With regard to accessibility, less than half of the items we assessed were met. Furthermore, the websites possessed wide variability in literacy, with an average readability grade level of 8.8. Most of the websites fared well in engagement, demonstrating multiple avenues to interact with the organization. All of the websites provided basic information regarding diabetes, but many did not include information for caregivers, providers or insurance information. In conclusion, patients and their family members will continue to seek online information about diabetes, its effects and treatment options. Therefore, this multiple-metric evaluation provides essential information for these individuals, and healthcare providers, who can now give better informed website recommendations to their patients and families.
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Affiliation(s)
- Bree E Holtz
- Department of Advertising and Public Relations, Michigan State University, 404 Wilson Road, Room 309, East Lansing, MI 48824-1212, USA
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Rolova G, Gavurova B, Petruzelka B. Exploring Health Literacy in Individuals with Alcohol Addiction: A Mixed Methods Clinical Study. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:E6728. [PMID: 32942763 PMCID: PMC7558488 DOI: 10.3390/ijerph17186728] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 07/05/2020] [Revised: 09/08/2020] [Accepted: 09/12/2020] [Indexed: 11/16/2022]
Abstract
This mixed methods research paper explores health literacy (HL) in individuals with alcohol addiction by using the 47-item version of the European Health Literacy Survey Questionnaire (HLS-EU-Q47) and semi-structured interviews concerning health-related competencies (access, understand, appraise, and apply health information), and determines the limitations of the HLS-EU-Q47 when used under specific conditions of clinical practice. The questionnaire survey and the interviews were conducted with individuals of different health literacy levels who were undergoing inpatient alcohol addiction treatment. The findings indicate that individuals with alcohol addiction might require different types of health information according to their health literacy level in terms of quantity and quality of information to recover from alcohol addiction and improve their overall health. The implications for the clinical practice of addiction treatment as well as recommendations for national and regional policy are also discussed.
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Affiliation(s)
- Gabriela Rolova
- Department of Addictology, First Faculty of Medicine, Charles University and General University Hospital in Prague, Apolinarska 4, 128 00 Prague 2, Czech Republic; (G.R.); (B.P.)
| | - Beata Gavurova
- Faculty of Mining, Ecology, Process Control and Geotechnologies, Technical University of Košice, Letna 9, 042 00 Košice, Slovakia
| | - Benjamin Petruzelka
- Department of Addictology, First Faculty of Medicine, Charles University and General University Hospital in Prague, Apolinarska 4, 128 00 Prague 2, Czech Republic; (G.R.); (B.P.)
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Hong Z, Deng Z, Evans R, Wu H. Patient Questions and Physician Responses in a Chinese Health Q&A Website: Content Analysis. J Med Internet Res 2020; 22:e13071. [PMID: 32297872 PMCID: PMC7193435 DOI: 10.2196/13071] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2018] [Revised: 05/29/2019] [Accepted: 02/29/2020] [Indexed: 11/25/2022] Open
Abstract
Background Since the turn of this century, the internet has become an invaluable resource for people seeking health information and answers to health-related queries. Health question and answer websites have grown in popularity in recent years as a means for patients to obtain health information from medical professionals. For patients suffering from chronic illnesses, it is vital that health care providers become better acquainted with patients’ information needs and learn how they express them in text format. Objective The aims of this study were to: (1) explore whether patients can accurately and adequately express their information needs on health question and answer websites, (2) identify what types of problems are of most concern to those suffering from chronic illnesses, and (3) determine the relationship between question characteristics and the number of answers received. Methods Questions were collected from a leading Chinese health question and answer website called “All questions will be answered” in January 2018. We focused on questions relating to diabetes and hepatitis, including those that were free and those that were financially rewarded. Content analysis was completed on a total of 7068 (diabetes) and 6685 (hepatitis) textual questions. Correlations between the characteristics of questions (number of words per question, value of reward) and the number of answers received were evaluated using linear regression analysis. Results The majority of patients are able to accurately express their problem in text format, while some patients may require minor social support. The questions posted were related to three main topics: (1) prevention and examination, (2) diagnosis, and (3) treatment. Patients with diabetes were most concerned with the treatment received, whereas patients with hepatitis focused on the diagnosis results. The number of words per question and the value of the reward were negatively correlated with the number of answers. The number of words per question and the value of the reward were negatively correlated with the number of answers. Conclusions This study provides valuable insights into the ability of patients suffering from chronic illnesses to make an understandable request on health question and answer websites. Health topics relating to diabetes and hepatitis were classified to address the health information needs of chronically ill patients. Furthermore, identification of the factors affecting the number of answers received per question can help users of these websites to better frame their questions to obtain more valuable answers.
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Affiliation(s)
- Ziying Hong
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Zhaohua Deng
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.,School of Journalism and Information Communication, Huazhong University of Science and Technology, Wuhan, China
| | - Richard Evans
- College of Engineering, Design and Physical Sciences, Brunel University, London, United Kingdom
| | - Haiyan Wu
- Undergraduate School of Medical Business, Guangdong Pharmaceutical University, Zhongshan, China
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Veilleux S, Bouffard M, Bourque Bouliane M. Patient and Health Care Provider Needs and Preferences in Understanding Pharmacogenomic and Genomic Testing: A Meta-Data Analysis. QUALITATIVE HEALTH RESEARCH 2020; 30:43-59. [PMID: 31322055 DOI: 10.1177/1049732319858325] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Tests that feature genomic indicators can now be used to guide the pharmacological treatment of patients. To better identify the needs and preferences of patients and health care providers in facilitating their understanding of information related to such pharmacogenomic tests (PGx), a review of literature on knowledge translation and health literacy in the context of testing was conducted. Using a grounded theory-based approach, a comparative analysis of data from 36 studies meeting the criteria for the meta-data analysis has revealed the recurrence of three principal themes: (a) knowledge and understanding of genetics and pharmacogenomics; (b) experiences with genetic, genomic, or PGx testing (decision about the test, information delivery, and understanding of test results); and (c) educational/informational resources. This synthesis sheds light on each theme from the standpoint of both patients and health care providers and suggests avenues in which to direct efforts to support the introduction of pharmacogenomic tests in current practice.
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Champlin S, Hoover DS, Mackert M. Family Health in Adult Education: A Missing Piece of the Health Literacy Puzzle. Health Lit Res Pract 2019; 3:S75-S78. [PMID: 31687659 PMCID: PMC6826759 DOI: 10.3928/24748307-20190624-03] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2018] [Accepted: 06/24/2019] [Indexed: 11/20/2022] Open
Abstract
Previous research and interventions define health literacy as an individual-level concept. Although it is necessary to design programs aimed at individual people, not all health decisions are made by patients themselves, and calls have been made to expand health literacy work beyond the individual. This brief report stems from a larger study in which personnel working for adult literacy coalitions identified family health as a priority topic for health-focused lessons, yet often felt ill-equipped to teach students in this area. This brief report examines adult educators' perspectives on the types of content needed for a family health module designed for the adult education curriculum. Personnel from adult literacy coalitions offered qualitative insights on their desires for health literacy content in the context of family care. Adult literacy coalition educators and staff can provide important insights regarding the health literacy needs of adults in vulnerable populations. Three key themes emerged: American Family Health, Nutritious Eating, and Identify and Act. Rather than using a personal approach, a program that frames health literacy as family health and offers a holistic view on caring for others may serve to provide important context for health decisions and communication for adults at literacy centers. [HLRP: Health Literacy Research and Practice. 2019;3(Suppl.):S75–S78.]
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Affiliation(s)
- Sara Champlin
- Address correspondence to Sara Champlin, PhD, The University of North Texas, 1155 Union Circle, Denton, TX 76203;
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Gabay G. Patient Self-worth and Communication Barriers to Trust of Israeli Patients in Acute-Care Physicians at Public General Hospitals. QUALITATIVE HEALTH RESEARCH 2019; 29:1954-1966. [PMID: 31043144 DOI: 10.1177/1049732319844999] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Patient trust is positively related to health outcomes, but there remain barriers to patient trust in physicians. This narrative study analyzed patient experiences and highlights barriers to patient trust underlying communication with physicians in acute care. Snowball sampling was used. Informants were 12 participants, in poor physical health, upon discharge from a 3-week hospitalization in an acute-care setting at an Israeli public general hospital. Two narrative interviews were conducted with each participant upon and after discharge. Findings suggest presurgery barriers to trust (lack of acknowledgment of patient's crisis, underrating patient's autonomy, and use of unique empathy) and postsurgery barriers to trust (lack of attentive listening, lack of medical professionalism, and delegitimization to patients' self-alienation). Two common narrative identities emerged linking trust with self-worth. To build trust, physicians are called upon to extend their dedication from dedication to improve clinical outcomes to dedication to improve clinical outcomes and preserve patients' self-worth.
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Affiliation(s)
- Gillie Gabay
- The College of Management Academic Studies, Rishon LeZion, Israel
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Mackert M, Mabry-Flynn A, Donovan EE, Champlin S, Pounders K. Health Literacy and Perceptions of Stigma. JOURNAL OF HEALTH COMMUNICATION 2019; 24:856-864. [PMID: 31630662 DOI: 10.1080/10810730.2019.1678705] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Calls for progress in health literacy argue that efforts across society are promising for increasing capacities at a broader level. However, it is unknown how the general public perceives people who struggle with health information. While it may be ideal to establish interventions beyond the individual, stigma held by others could limit this work. This study explores whether one's personal health literacy skills are associated with stigma enacted toward others who struggle with health literacy. Adults (N = 5,151) responded to a survey consisting of health literacy assessments and a vignette in which a patient made a health-related mistake. Differences were observed regarding the number of participants who self-reported (n = 251) versus objectively scored as having low health literacy (n = 794). Participants who self-reported (MlowHL = 5.67, MhighHL = 5.99, p < .01) or had low objective health literacy (MlowHL = 5.75, MhighHL = 6.01, p < .001) exhibited less pity for the person in the vignette than health literate participants. Participants were more demanding of a young person featured in the vignette (33-year old), indicating greater personal responsibility (M72 = 5.12, M33 = 5.67), anger (M72 = 4.54, M33 = 5.57), and less pity (M72 = 6.18, M33 = 5.75) compared to an older person (72-year old). Results from the present study suggest contradictory perceptions among patients who are likely to feel stigma themselves.
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Affiliation(s)
- Michael Mackert
- Center for Health Communication, Stan Richards School of Advertising and Public Relations and the Department of Population Health, The University of Texas, Austin, Texas, USA
| | - Amanda Mabry-Flynn
- Charles H. Sandage Department of Advertising in the College of Media, University of Illinois, Urbana, Illinois, USA
| | - Erin E Donovan
- Department of Communication Studies, Center for Health Communication, Moody College of Communication, The University of Texas, Austin, TX, USA
| | - Sara Champlin
- Mayborn School of Journalism, The University of North Texas, Denton, Texas, USA
| | - Kathrynn Pounders
- Stan Richards School of Advertising and Public Relations, Center for Health Communication, The University of Texas, Austin, Texas, USA
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15
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Sun Y, Zhang Y, Gwizdka J, Trace CB. Consumer Evaluation of the Quality of Online Health Information: Systematic Literature Review of Relevant Criteria and Indicators. J Med Internet Res 2019; 21:e12522. [PMID: 31045507 PMCID: PMC6521213 DOI: 10.2196/12522] [Citation(s) in RCA: 130] [Impact Index Per Article: 21.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2018] [Revised: 03/19/2019] [Accepted: 04/08/2019] [Indexed: 12/02/2022] Open
Abstract
Background As the quality of online health information remains questionable, there is a pressing need to understand how consumers evaluate this information. Past reviews identified content-, source-, and individual-related factors that influence consumer judgment in this area. However, systematic knowledge concerning the evaluation process, that is, why and how these factors influence the evaluation behavior, is lacking. Objective This review aims (1) to identify criteria (rules that reflect notions of value and worth) that consumers use to evaluate the quality of online health information and the indicators (properties of information objects to which criteria are applied to form judgments) they use to support the evaluation in order to achieve a better understanding of the process of information quality evaluation and (2) to explicate the relationship between indicators and criteria to provide clear guidelines for designers of consumer health information systems. Methods A systematic literature search was performed in seven digital reference databases including Medicine, Psychology, Communication, and Library and Information Science to identify empirical studies that report how consumers directly and explicitly describe their evaluation of online health information quality. Thirty-seven articles met the inclusion criteria. A qualitative content analysis was performed to identify quality evaluation criteria, indicators, and their relationships. Results We identified 25 criteria and 165 indicators. The most widely reported criteria used by consumers were trustworthiness, expertise, and objectivity. The indicators were related to source, content, and design. Among them, 114 were positive indicators (entailing positive quality judgments), 35 were negative indicators (entailing negative judgments), and 16 indicators had both positive and negative quality influence, depending on contextual factors (eg, source and individual differences) and criteria applied. The most widely reported indicators were site owners/sponsors; consensus among multiple sources; characteristics of writing and language; advertisements; content authorship; and interface design. Conclusions Consumer evaluation of online health information is a complex cost-benefit analysis process that involves the use of a wide range of criteria and a much wider range of quality indicators. There are commonalities in the use of criteria across user groups and source types, but the differences are hard to ignore. Evidently, consumers’ health information evaluation can be characterized as highly subjective and contextualized, and sometimes, misinformed. These findings invite more research into how different user groups evaluate different types of online sources and a personalized approach to educate users about evaluating online health information quality.
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Affiliation(s)
- Yalin Sun
- School of Information, The University of Texas at Austin, Austin, TX, United States
| | - Yan Zhang
- School of Information, The University of Texas at Austin, Austin, TX, United States
| | - Jacek Gwizdka
- School of Information, The University of Texas at Austin, Austin, TX, United States
| | - Ciaran B Trace
- School of Information, The University of Texas at Austin, Austin, TX, United States
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16
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Gómez S, Castañeda H. "Recognize Our Humanity": Immigrant Youth Voices on Health Care in Arizona's Restrictive Political Environment. QUALITATIVE HEALTH RESEARCH 2019; 29:498-509. [PMID: 29448885 DOI: 10.1177/1049732318755580] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
The "DACAmented Voices in Healthcare" project examined the intersection of restrictive immigration policies and health care via photovoice, a participatory action research approach, with immigrant youth living in Arizona, who were recipients of the Deferred Action for Childhood Arrivals (DACA) program. These "DACAmented" youth took part in nine photovoice sessions exploring their health care experiences and accessibility to care using documentary photography and narratives. They poignantly illustrated their experiences through images identifying their main health concerns and strengths, facilitating the development of health policy recommendations. This article illustrates the thematic findings and discusses policy recommendations and lessons learned from presentations to policy makers and health care providers. Findings suggest that immigrant youth are knowledgeable of their family's health care needs and hold a unique and important position within mixed-status households. Health care providers can benefit from the proposed recommendations by building bridges to care to address health equity in immigrant communities.
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Affiliation(s)
- Sofía Gómez
- The University of Arizona, Tucson, Arizona, USA
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17
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Smithman MA, Brousselle A, Touati N, Boivin A, Nour K, Dubois CA, Loignon C, Berbiche D, Breton M. Area deprivation and attachment to a general practitioner through centralized waiting lists: a cross-sectional study in Quebec, Canada. Int J Equity Health 2018; 17:176. [PMID: 30509274 PMCID: PMC6277998 DOI: 10.1186/s12939-018-0887-9] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2018] [Accepted: 11/05/2018] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Access to primary healthcare is an important social determinant of health and having a regular general practitioner (GP) has been shown to improve access. In Canada, socio-economically disadvantaged patients are more likely to be unattached (i.e. not have a regular GP). In the province of Quebec, where over 30% of the population is unattached, centralized waiting lists were implemented to help patients find a GP. Our objectives were to examine the association between social and material deprivation and 1) likelihood of attachment, and 2) wait time for attachment to a GP through centralized waiting lists. METHODS A cross-sectional study was conducted in five local health networks in Quebec, Canada, using clinical administrative data of patients attached to a GP between June 2013 and May 2015 (n = 24, 958 patients) and patients remaining on the waiting list as of May 2015 (n = 49, 901), using clinical administrative data. Social and material area deprivation indexes were used as proxies for patients' socio-economic status. Multiple regressions were carried out to assess the association between deprivation indexes and 1) likelihood of attachment to a GP and 2) wait time for attachment. Analyses controlled for sex, age, local health network and variables related to health needs. RESULTS Patients from materially medium, disadvantaged and very disadvantaged areas were underrepresented on the centralized waiting lists, while patients from socially disadvantaged and very disadvantaged areas were overrepresented. Patients from very materially advantaged and advantaged areas were less likely to be attached to a GP than patients from very disadvantaged areas. With the exception of patients from socially disadvantaged areas, all other categories of social deprivation were more likely to be attached to a GP compared to patients from very disadvantaged areas. We found a pro-rich gradient in wait time for attachment to a GP, with patients from more materially advantaged areas waiting less than those from disadvantaged areas. CONCLUSION Our findings suggest that there are socio-economic inequities in attachment to a GP through centralized waiting lists. Policy makers should take these findings into consideration to adjust centralized waiting list processes to avoid further exacerbation of health inequities.
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Affiliation(s)
- Mélanie Ann Smithman
- Centre de recherche Charles-Le Moyne - Saguenay Lac-St-Jean sur les innovations en santé, Université de Sherbrooke, Longueuil Campus, 150 Place Charles-Le Moyne, Suite 200, Longueuil, Quebec, J4K 0A8, Canada
| | - Astrid Brousselle
- School of Public Administration, University of Victoria, 3800 Finnerty Rd, Suite A302, Victoria, British Columbia, V8P 5C2, Canada
| | - Nassera Touati
- Centre de recherche sur la gouvernance, École nationale d'administration publique, 4750, Avenue Henri-Julien, Office 5117, Montreal, Quebec, H2T 3E5, Canada
| | - Antoine Boivin
- Centre de recherche du Centre Hospitalier de l'Université de Montréal, Université de Montréal, 900 Rue Saint-Denis, Montreal, Quebec, H2X 0A9, Canada
| | - Kareen Nour
- Direction de santé publique, Centre intégré de santé et des services sociaux - Montérégie-Centre, 1255 rue Beauregard, Longueuil, Quebec, J4K 2M3, Canada
| | - Carl-Ardy Dubois
- Faculty of Nursing, Université de Montréal, 2375, chemin de la Côte Ste-Catherine, Office 5103, Montreal, Quebec, H3T 1A8, Canada
| | - Christine Loignon
- Centre de recherche Charles-Le Moyne - Saguenay Lac-St-Jean sur les innovations en santé, Université de Sherbrooke, Longueuil Campus, 150 Place Charles-Le Moyne, Suite 200, Longueuil, Quebec, J4K 0A8, Canada
| | - Djamal Berbiche
- Centre de recherche Charles-Le Moyne - Saguenay Lac-St-Jean sur les innovations en santé, Université de Sherbrooke, Longueuil Campus, 150 Place Charles-Le Moyne, Suite 200, Longueuil, Quebec, J4K 0A8, Canada
| | - Mylaine Breton
- Centre de recherche Charles-Le Moyne - Saguenay Lac-St-Jean sur les innovations en santé, Université de Sherbrooke, Longueuil Campus, 150 Place Charles-Le Moyne, Suite 200, Longueuil, Quebec, J4K 0A8, Canada.
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18
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Champlin S, Hoover DS, Mackert M. Health Literacy in Adult Education Centers: Exploring Educator and Staff Needs. Health Promot Pract 2018; 21:198-208. [PMID: 30070148 DOI: 10.1177/1524839918789690] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
Objective. Incorporating health content into adult education courses is promising for increasing health literacy skills among "hard-to-reach" populations. The purpose of this study was to gain previously untapped knowledge of adult education personnel (i.e., educators, staff) about the strategies and programs that would be beneficial for helping students learn about health. Method. Personnel (N = 53) from three literacy coalitions completed an online survey that assessed interest and preferences for developing a health literacy curriculum. Results. Personnel indicated general concepts such as health services and insurance as those of greatest priority. Additionally, tools designed for general use (completion of forms) were favored. Personnel preferred programs that focused on general skills over those designed to address specific health topics, χ2(1) = 11.52, p = .001. Conclusions. Adult education personnel find greatest value in health literacy programs aimed at increasing general skills rather than disease-/topic-specific content. There were several mismatches in topics noted as a "priority" and those for which personnel felt comfortable teaching. A focus on fostering general health skills will help all students-not just those with specific health concerns such as diabetes and asthma. Teaching health literacy through general skill development could make health programs exciting, engaging, and accessible for students.
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Loignon C, Dupéré S, Fortin M, Ramsden VR, Truchon K. Health literacy - engaging the community in the co-creation of meaningful health navigation services: a study protocol. BMC Health Serv Res 2018; 18:505. [PMID: 29954407 PMCID: PMC6022349 DOI: 10.1186/s12913-018-3315-3] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2018] [Accepted: 06/19/2018] [Indexed: 12/19/2022] Open
Abstract
BACKGROUND A large proportion of patients encounter barriers to access and navigation in complex healthcare systems. They are unable to obtain information and services and to take appropriate action to improve their health. Low health literacy affects the ability of individuals to benefit from health services. Some social groups are disproportionately affected by low health literacy, including those with low educational attainment, Aboriginal people, and those on social assistance. These individuals face significant barriers in self-management of chronic diseases and in navigating the healthcare system. For these people, living in a context of deprivation contributes to maintaining disparities in access to healthcare and services. The objective of this study is to support knowledge co-construction and knowledge translation in primary care and services by involving underserved and Aboriginal people in research. METHODS This study will integrate participatory health processes and action research to co-create, with patients, individuals, and community members impacted by health literacy, practical recommendations or solutions for facilitating navigation of the healthcare system by patients, individuals, and community members with less than optimal health literacy on how to best access health services. With this approach, academics and those for whom the research is intended will collaborate closely in all stages of the research to identify findings of immediate benefit to those impacted by health literacy and work together on knowledge translation. This study, carried out by researchers, community organizations and groups of people with low health literacy from three different regions of Quebec and Saskatchewan who can play an expert role in improving health services, will be conducted in three phases: 1) data collection; 2) data analysis and interpretation; and, 3) knowledge translation. DISCUSSION Persons with low health literacy experience major obstacles in navigating the health system. This project will therefore contribute to addressing the gap between healthcare challenges and the needs of underserved patients with multi-morbidity and/or low health literacy who have complex health-related needs. It will pave the way for co-creating successful solutions for and with these communities that will increase their access to health services.
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Affiliation(s)
- Christine Loignon
- Faculty of Medicine and Health Sciences, Department of Family and Emergency Medicine, Université de Sherbrooke, Québec, Canada.
| | - Sophie Dupéré
- Faculty of Nursing, Université Laval, Québec, Canada
| | - Martin Fortin
- Faculty of Medicine and Health Sciences, Department of Family and Emergency Medicine, Université de Sherbrooke, Québec, Canada
| | - Vivian R Ramsden
- Department of Academic Family Medicine, College of Medicine, University of Saskatchewan, Saskatchewan, Canada
| | - Karoline Truchon
- Faculty of Medicine and Health Sciences, Department of Family and Emergency Medicine, Université de Sherbrooke, Québec, Canada
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20
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Klassen BJ, Lachowsky NJ, Lin SY, Edward JB, Chown SA, Hogg RS, Moore DM, Roth EA. Gay Men's Understanding and Education of New HIV Prevention Technologies in Vancouver, Canada. QUALITATIVE HEALTH RESEARCH 2017; 27:1775-1791. [PMID: 28936925 PMCID: PMC5664952 DOI: 10.1177/1049732317716419] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/25/2023]
Abstract
Effective rollout of HIV treatment-based prevention such as pre-exposure prophylaxis and treatment as prevention has been hampered by poor education, limited acceptability, and stigma among gay men. We undertook a thematic analysis regarding the education sources and acceptability of these New Prevention Technologies (NPTs) using 15 semistructured interviews with gay men in Vancouver, Canada, who were early adopters of NPTs. NPT education was derived from a variety of sources, including the Internet, health care providers, community organizations, sexual partners, and peers; participants also emphasized their own capacities as learners and educators. Acceptable forms of NPT education featured high-quality factual information, personal testimony, and easy access. Stigma was highlighted as a major barrier. For public health, policy makers, and gay communities to optimize the personal and population benefits of NPTs, there is a need for increased community support and dialogue, antistigma efforts, early NPT adopter testimony, and personalized implementation strategies.
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Affiliation(s)
- Benjamin J Klassen
- 1 British Columbia Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
| | - Nathan J Lachowsky
- 1 British Columbia Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
- 2 University of Victoria, Victoria, British Columbia, Canada
| | - Sally Yue Lin
- 1 British Columbia Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
| | - Joshua B Edward
- 3 Health Initiative for Men, Vancouver, British Columbia, Canada
| | - Sarah A Chown
- 4 YouthCO HIV & Hep C Society, Vancouver, British Columbia, Canada
| | - Robert S Hogg
- 1 British Columbia Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
- 5 Simon Fraser University, Burnaby, British Columbia, Canada
| | - David M Moore
- 1 British Columbia Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada
- 6 University of British Columbia, Vancouver, British Columbia, Canada
| | - Eric A Roth
- 2 University of Victoria, Victoria, British Columbia, Canada
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Lunsford NB, Sapsis KF, Smither B, Reynolds J, Wilburn B, Fairley T. Young Women's Perceptions Regarding Communication with Healthcare Providers About Breast Cancer, Risk, and Prevention. J Womens Health (Larchmt) 2017; 27:162-170. [PMID: 28472603 DOI: 10.1089/jwh.2016.6140] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Women younger than 45 years old have lower rates of breast cancer, but higher risk of recurrence and mortality after a cancer diagnosis. African American women are at risk for early onset and increased mortality; Ashkenazi Jewish women are at risk for genetic mutations leading to breast and ovarian cancer. Although younger women are encouraged to talk to doctors about their family history, little is known about these discussions. MATERIALS AND METHODS In 2015, 167 women aged 18-44 years participated in 20 focus groups segmented by geographic location, age, race/ethnicity, and family history of breast and ovarian cancer. Transcript data were analyzed using NVivo 10 software. RESULTS Although the majority of women talked to their doctor about breast and ovarian cancer, these conversations were brief and unsatisfying due to a lack of detail. Topics included family history, breast cancer screening, and breast self-examination. Some women with and without family history reported that healthcare providers offered screening and early detection advice based on their inquiries. However, few women took action or changed lifestyle behaviors with the intent to reduce risk as a result of the conversations. CONCLUSIONS Conversations with young women revealed missed opportunities to: enhance patient-provider communication and increase knowledge about breast cancer screening and surveillance for higher risk patients. Physicians, allied health professionals, and the public health community can better assist women in getting accurate and timely information about breast and ovarian cancer, understanding their family history to determine risk, and increasing healthy behaviors.
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Affiliation(s)
- Natasha Buchanan Lunsford
- 1 Division of Cancer Prevention and Control, Centers for Disease Control and Prevention , Atlanta, Georgia
| | - Karena F Sapsis
- 2 Office on Smoking and Health, Centers for Disease Control and Prevention , Atlanta, Georgia
| | - Betsy Smither
- 3 Oak Ridge Associated Universities , Oak Ridge, Tennessee
| | | | - Ben Wilburn
- 3 Oak Ridge Associated Universities , Oak Ridge, Tennessee
| | - Temeika Fairley
- 1 Division of Cancer Prevention and Control, Centers for Disease Control and Prevention , Atlanta, Georgia
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