{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,19]],"date-time":"2026-08-19T19:45:08Z","timestamp":1787168708740,"version":"build-2736575974"},"reference-count":50,"publisher":"JMIR Publications Inc.","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JMIR Hum Factors"],"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:sec sec-type=\"background\">\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>In the early stage of human-centered design (HCD), qualitative and generative methods are commonly used to explore patients\u2019 contexts and needs, emphasizing active patient involvement to ensure that design insights accurately reflect real experiences and enhance both design effectiveness and patient empowerment. However, certain challenges arise in the early stage of the HCD process, including (1) high vulnerability of patient participants, (2) less diverse and representative patient groups due to recruitment challenges, and (3) insufficient problem framing across diverse patient experiences.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"objective\">\n                    <jats:title>Objective<\/jats:title>\n                    <jats:p>To address these challenges while embracing the system-level HCD perspective, we propose a data-enabled mixed method combining large-scale patient digital research (module A) and in-depth patient engagement research (module B). This paper explores the feasibility and potential value of this mixed method in addressing the identified challenges through a case study.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"methods\">\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>In module A, we analyzed a large-scale dataset of online forum posts and validated the extracted topics with medical experts to create a patient community journey map through cocreation sessions. Guided by these findings, module B involved a diary study using a sensitizing paper prototype and semistructured follow-up interviews with 4 patients.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"results\">\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>In module A, 37 topics and 10 upper clusters were summarized from 212,107 online posts, revealing that topics associated with the home context exhibited a higher density of emotional content than those related to the hospital context. Patients placed more emphasis on social and mental health during the follow-up stage than in the diagnosis and treatment phases. This shift reveals a gap in current remote monitoring systems, which focus mainly on physical health. Addressing this identified gap, we developed a prototype for use in the module B diary study involving 4 patients. Patients responded positively to the prototype, noting that remote monitoring incorporating social and mental well-being could help them better understand themselves, enhance self-awareness, and improve communication with their physicians. Overall, this study explores the preliminary value of this mixed method in effectively reframing design problems and deeply contextualizing patient needs.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"conclusions\">\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>This study provides preliminary evidence supporting the potential of integrating large-scale digital patient research (module A) with in-depth patient engagement (module B) during the early stages of human-centered health care design. The core strength of this mixed method approach lies in its ability to facilitate problem reframing and cultivate a deeper sense of empathy and understanding of patient vulnerability prior to direct engagement. Simultaneously, it captures both the breadth and depth of patient perspectives, offering evidence-based insights that enhance the overall efficacy of user research. Further research across diverse medical contexts is essential to establish the generalizability of these findings.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.2196\/87677","type":"journal-article","created":{"date-parts":[[2026,7,9]],"date-time":"2026-07-09T19:45:05Z","timestamp":1783626305000},"page":"e87677-e87677","source":"Crossref","is-referenced-by-count":0,"title":["Development of a Data-Enabled Mixed Method for Designing for Patients From a Human-Centered Design Perspective: Explorative Case Study"],"prefix":"10.2196","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0009-0004-6703-5192","authenticated-orcid":false,"given":"Yingtao","family":"Sun","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0157-196X","authenticated-orcid":false,"given":"Jiwon","family":"Jung","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1010","published-online":{"date-parts":[[2026,8,19]]},"reference":[{"issue":"11","key":"R1","doi-asserted-by":"publisher","first-page":"1075","DOI":"10.1016\/j.ijmedinf.2013.06.008","article-title":"Human-centred methods in the design of an e-health solution for patients undergoing weight loss treatment","volume":"82","author":"Das","journal-title":"Int J Med Inform"},{"issue":"5","key":"R2","doi-asserted-by":"publisher","first-page":"668","DOI":"10.1016\/j.jacr.2019.11.020","article-title":"Optimizing patient experience using human-centered design","volume":"17","author":"Vagal","journal-title":"J Am Coll Radiol"},{"key":"R3","doi-asserted-by":"publisher","DOI":"10.1016\/j.apergo.2019.103033","article-title":"SEIPS 3.0: human-centered design of the patient journey for patient safety","volume":"84","author":"Carayon","journal-title":"Appl Ergon"},{"issue":"4","key":"R4","doi-asserted-by":"publisher","first-page":"606","DOI":"10.2752\/175630614X14056185480186","article-title":"What is human centred design?","volume":"17","author":"Giacomin","journal-title":"Design J"},{"issue":"12","key":"R5","doi-asserted-by":"publisher","DOI":"10.2196\/preprints.28102","article-title":"The application of human-centered design approaches in health research and innovation: a narrative review of current practices","volume":"9","author":"G\u00f6ttgens","journal-title":"JMIR Mhealth Uhealth"},{"key":"R6","unstructured":"The double diamond. Design Council. URL: https:\/\/www.designcouncil.org.uk\/our-resources\/the-double-diamond\/ [Accessed 24-12-2024]"},{"key":"R7","unstructured":"Sanders E Stappers P . Convivial Toolbox: Generative Research for the Front End of Design. Bis; 2012. ISBN: 978-90-6369-284-1"},{"issue":"Supplement_1","key":"R8","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1093\/intqhc\/mzaa127","article-title":"Innovating health care: Key characteristics of human-centered design","volume":"33","author":"Melles","journal-title":"Int J Qual Health Care"},{"issue":"3","key":"R9","doi-asserted-by":"publisher","first-page":"255","DOI":"10.1176\/ps.62.3.pss6203_0255","article-title":"Mixed-methods designs in mental health services research: A review","volume":"62","author":"Palinkas","journal-title":"Psychiatr Serv"},{"issue":"6 Pt 2","key":"R10","doi-asserted-by":"publisher","first-page":"2125","DOI":"10.1111\/1475-6773.12123","article-title":"Integrating mixed methods in health services and delivery system research","volume":"48","author":"Miller","journal-title":"Health Serv Res"},{"issue":"1","key":"R11","doi-asserted-by":"publisher","DOI":"10.1186\/s12913-019-4384-7","article-title":"Patients\u2019 perspective on self-management: type 2 diabetes in daily life","volume":"19","author":"van Smoorenburg","journal-title":"BMC Health Serv Res"},{"issue":"3","key":"R12","doi-asserted-by":"publisher","first-page":"175","DOI":"10.1097\/NCN.0b013e31819f7c7c","article-title":"User-centered design and interactive health technologies for patients","volume":"27","author":"De Vito Dabbs","journal-title":"Comput Inform Nurs"},{"issue":"1","key":"R13","doi-asserted-by":"publisher","DOI":"10.1186\/s40900-018-0094-2","article-title":"Advancing patient engagement: youth and family participation in health research communities of practice","volume":"4","author":"Woodgate","journal-title":"Res Involv Engagem"},{"issue":"27","key":"R14","doi-asserted-by":"publisher","first-page":"159","DOI":"10.55612\/s-5002-027-009","article-title":"On the value of design thinking for innovation in complex contexts: a case from healthcare","volume":"27","author":"Thies","journal-title":"IxD&A"},{"key":"R15","doi-asserted-by":"publisher","DOI":"10.2196\/50178","article-title":"Examining challenges to co-design digital health interventions with end users: systematic review","volume":"27","author":"Duffy","journal-title":"J Med Internet Res"},{"issue":"2","key":"R16","doi-asserted-by":"publisher","first-page":"305","DOI":"10.1080\/24735132.2018.1541699","article-title":"Challenges for design researchers in healthcare","volume":"2","author":"Groeneveld","journal-title":"Design Health"},{"issue":"10","key":"R17","doi-asserted-by":"publisher","DOI":"10.2196\/37341","article-title":"The limitations of user-and human-centered design in an eHealth context and how to move beyond them","volume":"24","author":"van Velsen","journal-title":"J Med Internet Res"},{"issue":"8","key":"R18","doi-asserted-by":"publisher","first-page":"33","DOI":"10.1080\/15265161.2019.1619867","article-title":"The challenge of demandingness in citizen science and participatory research","volume":"19","author":"Jongsma","journal-title":"Am J Bioeth"},{"issue":"8","key":"R19","doi-asserted-by":"publisher","DOI":"10.2196\/37952","article-title":"Digital patient experience: umbrella systematic review","volume":"24","author":"Wang","journal-title":"J Med Internet Res"},{"issue":"3","key":"R20","doi-asserted-by":"publisher","DOI":"10.2196\/35799","article-title":"Integrating behavioral science and design thinking to develop mobile health interventions: systematic scoping review","volume":"10","author":"Voorheis","journal-title":"JMIR Mhealth Uhealth"},{"issue":"5","key":"R21","doi-asserted-by":"publisher","DOI":"10.2196\/resprot.7084","article-title":"Development of a web-based health care intervention for patients with heart disease: lessons learned from a participatory design study","volume":"6","author":"Noergaard","journal-title":"JMIR Res Protoc"},{"issue":"8","key":"R22","doi-asserted-by":"publisher","first-page":"1373","DOI":"10.1007\/s10643-021-01263-5","article-title":"The problem behind the problem: applying human-centered design to child care in flint","volume":"50","author":"Oshio","journal-title":"Early Child Educ J"},{"issue":"15","key":"R23","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph19159163","article-title":"Reframing patient experience approaches and methods to achieve patient-centeredness in healthcare: scoping review","volume":"19","author":"Kim","journal-title":"Int J Environ Res Public Health"},{"issue":"11","key":"R24","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0186744","article-title":"Human-centred design in global health: a scoping review of applications and contexts","volume":"12","author":"Bazzano","journal-title":"PLoS One"},{"issue":"6","key":"R25","doi-asserted-by":"publisher","DOI":"10.2196\/35591","article-title":"Human-centered design approaches in digital mental health interventions: exploratory mapping review","volume":"9","author":"Vial","journal-title":"JMIR Ment Health"},{"issue":"5","key":"R26","doi-asserted-by":"publisher","first-page":"1195","DOI":"10.1007\/s12553-020-00450-5","article-title":"Problem-driven innovation models for emerging technologies","volume":"10","author":"Soliman","journal-title":"Health Technol"},{"issue":"1","key":"R27","doi-asserted-by":"publisher","DOI":"10.2196\/56680","article-title":"Communal load sharing of miscarriage experiences: thematic analysis of social media community support","volume":"26","author":"Dubbelman","journal-title":"J Med Internet Res"},{"issue":"6","key":"R28","doi-asserted-by":"publisher","DOI":"10.2196\/27853","article-title":"Facebook users\u2019 interactions, organic reach, and engagement in a smoking cessation intervention: content analysis","volume":"23","author":"P\u00f3cs","journal-title":"J Med Internet Res"},{"issue":"6","key":"R29","doi-asserted-by":"publisher","first-page":"394","DOI":"10.3322\/caac.21492","article-title":"Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries","volume":"68","author":"Bray","journal-title":"CA Cancer J Clin"},{"issue":"10","key":"R30","doi-asserted-by":"publisher","DOI":"10.1016\/j.tranon.2021.101174","article-title":"Global colorectal cancer burden in 2020 and projections to 2040","volume":"14","author":"Xi","journal-title":"Transl Oncol"},{"issue":"1","key":"R31","doi-asserted-by":"publisher","DOI":"10.1186\/s12955-018-0920-0","article-title":"Understanding the quality of life (QOL) issues in survivors of cancer: towards the development of an EORTC QOL cancer survivorship questionnaire","volume":"16","author":"van Leeuwen","journal-title":"Health Qual Life Outcomes"},{"issue":"2","key":"R32","doi-asserted-by":"publisher","DOI":"10.57698\/v17i2.02","article-title":"Advancing design approaches through data-driven techniques: Patient community journey mapping using online stories and machine learning","volume":"17","author":"Jung","journal-title":"Int J Design"},{"key":"#cr-split#-R33.1","unstructured":"Madathil SC Lopes AJ Alfred M . Patient journey mapping: A literature review. Presented at: IIE Annual Conference Proceedings. May 30 to Jun 2, 2020:Institute of Industrial and Systems Engineers. 937-942"},{"key":"#cr-split#-R33.2","unstructured":"Norcross, United States. 2020.URL: https:\/\/www.proquest.com\/docview\/2511386708?pq-origsite=gscholar&fromopenview=true [Accessed 14-08-2026]"},{"key":"R34","doi-asserted-by":"publisher","DOI":"10.2196\/58834","article-title":"A Machine Learning Approach Using Topic Modeling to Identify and Assess Experiences of Patients With Colorectal Cancer: Explorative Study","volume":"11","author":"Voigt","journal-title":"JMIR Cancer"},{"key":"R35","unstructured":"Attribution 4.0 International (CC BY 4.0). Creative Commons. URL: https:\/\/creativecommons.org\/licenses\/by\/4.0\/ [Accessed 14-08-2026]"},{"issue":"7","key":"R36","doi-asserted-by":"publisher","first-page":"1095","DOI":"10.1002\/pon.5391","article-title":"Sexual health in colon cancer patients: a systematic review","volume":"29","author":"Stulz","journal-title":"Psychooncology"},{"issue":"10","key":"R37","doi-asserted-by":"publisher","first-page":"1130","DOI":"10.1111\/codi.14710","article-title":"Female sexual problems after treatment for colorectal cancer\u2014a population-based study","volume":"21","author":"Thy\u00f8","journal-title":"Colorectal Dis"},{"issue":"1","key":"R38","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1093\/annonc\/mdr133","article-title":"Sexual (dys)function and the quality of sexual life in patients with colorectal cancer: a systematic review","volume":"23","author":"Traa","journal-title":"Ann Oncol"},{"issue":"3","key":"R39","doi-asserted-by":"publisher","first-page":"763","DOI":"10.1007\/s00520-013-2032-z","article-title":"The sexual health care needs after colorectal cancer: the view of patients, partners, and health care professionals","volume":"22","author":"Traa","journal-title":"Support Care Cancer"},{"issue":"6 Pt 2","key":"R40","doi-asserted-by":"publisher","first-page":"2134","DOI":"10.1111\/1475-6773.12117","article-title":"Achieving integration in mixed methods designs-principles and practices","volume":"48","author":"Fetters","journal-title":"Health Serv Res"},{"issue":"4","key":"R41","doi-asserted-by":"publisher","first-page":"466","DOI":"10.1016\/j.mayocpiqo.2019.07.004","article-title":"Creation of a patient-centered journey map to improve the patient experience: a mixed methods approach","volume":"3","author":"Philpot","journal-title":"Mayo Clin Proc Innov Qual Outcomes"},{"issue":"36","key":"R42","doi-asserted-by":"publisher","first-page":"1","DOI":"10.3310\/hsdr07360","article-title":"Using patient experience data to develop a patient experience toolkit to improve hospital care: a mixed-methods study","volume":"7","author":"Sheard","journal-title":"Health Serv Deliv Res"},{"issue":"5","key":"R43","doi-asserted-by":"publisher","first-page":"510","DOI":"10.1093\/intqhc\/mzr024","article-title":"Promoting patient-centered care: a qualitative study of facilitators and barriers in healthcare organizations with a reputation for improving the patient experience","volume":"23","author":"Luxford","journal-title":"Int J Qual Health Care"},{"key":"R44","unstructured":"Norman DA . Design for a Better World: Meaningful, Sustainable, Humanity Centered. MIT Press; 2023. URL: http:\/\/ebookcentral.proquest.com\/lib\/delft\/detail.action?docID=29673034 [Accessed 07-05-2024] ISBN: 9780262548304"},{"issue":"4","key":"R45","doi-asserted-by":"publisher","first-page":"305","DOI":"10.1080\/09544828.2022.2050682","article-title":"A vision for design in the era of collective computing","volume":"33","author":"Jung","journal-title":"J Eng Design"},{"issue":"5","key":"R46","doi-asserted-by":"publisher","first-page":"418","DOI":"10.1111\/joim.12721","article-title":"Big data and medicine: a big deal?","volume":"283","author":"Mayer-Sch\u00f6nberger","journal-title":"J Intern Med"},{"issue":"1","key":"R47","doi-asserted-by":"publisher","DOI":"10.1186\/s13012-016-0506-3","article-title":"Implementation, context and complexity","volume":"11","author":"May","journal-title":"Implement Sci"},{"key":"R48","doi-asserted-by":"publisher","DOI":"10.1177\/23743735251381444","article-title":"Leveraging data-driven insights to improve the health experience for patients starting and staying on treatment","volume":"12","author":"Small","journal-title":"J Patient Exp"},{"issue":"2-3","key":"R49","doi-asserted-by":"publisher","first-page":"345","DOI":"10.1080\/09544820903364912","article-title":"Key influences on the user-centred design process","volume":"21","author":"Goodman-Deane","journal-title":"J Eng Design"}],"container-title":["JMIR Human Factors"],"original-title":[],"language":"en","deposited":{"date-parts":[[2026,8,19]],"date-time":"2026-08-19T18:41:56Z","timestamp":1787164916000},"score":1,"resource":{"primary":{"URL":"https:\/\/humanfactors.jmir.org\/2026\/1\/e87677"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,8,19]]},"references-count":50,"URL":"https:\/\/doi.org\/10.2196\/87677","relation":{},"ISSN":["2292-9495"],"issn-type":[{"value":"2292-9495","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,8,19]]},"article-number":"v13i11e87677"}}