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Souza FL, Bowman H, Yang F, Hesam‐Shariati N, Linke J, Gilanyi YL, Jones MD, Z‐Pinto R, McAuley JH, Rizzo RRN. Conversational Agents to Support Pain Management: A Scoping Review. Eur J Pain 2025; 29:e70016. [PMID: 40170347 PMCID: PMC11962237 DOI: 10.1002/ejp.70016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2024] [Revised: 03/12/2025] [Accepted: 03/13/2025] [Indexed: 04/03/2025]
Abstract
BACKGROUND Pain-related conditions are the leading cause of years lived with disability globally. Managing pain presents significant challenges, including the need to address multiple biopsychosocial factors and the difficulty in delivering evidence-based treatments. Digital health technologies, such as conversational agents, offer the potential for personalised and accessible pain management. However, the characteristics and effectiveness of these interventions are not yet fully understood. This scoping review aims to comprehensively evaluate the applications and effectiveness of conversational agents in supporting pain management in adults (i.e., healthy individuals at risk of developing pain, individuals currently experiencing pain and healthcare providers or students involved in managing pain conditions). METHODS Searches were systematically conducted across six databases-MEDLINE PubMed, ACM Digital Library, CINAHL, Embase, PsycINFO, Cochrane CENTRAL-and five trial registries from inception. RESULTS Twenty-eight studies were included, focusing on capturing health information (n = 8), providing emotional support (n = 7), facilitating adherence to self-management exercises (n = 6), delivering psychological treatment (n = 5), offering organisational support (n = 1) and educating healthcare providers (n = 1). These studies addressed conditions with pain as a central or common symptom, including dementia (n = 7), cancer (n = 5) and musculoskeletal disorders (n = 4), among others. None of the conversational agents on the market covered all four stages recommended for translational research (development, feasibility, effectiveness and implementation). CONCLUSION The use of conversational agents in pain management is relatively new and involves diverse and promising appllications. However, evidence supporting their effectiveness in improving pain-related outcomes remains limited and heterogeneous. Future reseacrh should prioritise feasibility, reliability, and user experience studies to inform the design of robust randomised controlled trials. SIGNIFICANCE This scoping review comprehensively examines the use of conversational agents (CAs) in adult pain management. The study identified six applications of CAs to support pain management and highlights a lack of high-quality randomised controlled trials, particularly those preceded by development and feasibility studies. Clinicians and researchers can use these insights to guide future studies and improve applications of CAs in pain management.
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Affiliation(s)
- Filipe L. Souza
- School of Health Sciences, University of Vale Do ItajaíItajaíBrazil
- Centre for Pain IMPACT, Neuroscience Research AustraliaSydneyNew South WalesAustralia
- School of Health Sciences, Faculty of MedicineUniversity of New South WalesSydneyNew South WalesAustralia
| | - Hannah Bowman
- Centre for Pain IMPACT, Neuroscience Research AustraliaSydneyNew South WalesAustralia
| | - Francis Yang
- Centre for Pain IMPACT, Neuroscience Research AustraliaSydneyNew South WalesAustralia
- School of Health Sciences, Faculty of MedicineUniversity of New South WalesSydneyNew South WalesAustralia
| | - Negin Hesam‐Shariati
- School of Health Sciences, Faculty of MedicineUniversity of New South WalesSydneyNew South WalesAustralia
- School of PsychologyUniversity of new South WalesSydneyNew South WalesAustralia
| | - Jackson Linke
- Centre for Pain IMPACT, Neuroscience Research AustraliaSydneyNew South WalesAustralia
- School of Health Sciences, Faculty of MedicineUniversity of New South WalesSydneyNew South WalesAustralia
| | - Yannick L. Gilanyi
- Centre for Pain IMPACT, Neuroscience Research AustraliaSydneyNew South WalesAustralia
- School of Health Sciences, Faculty of MedicineUniversity of New South WalesSydneyNew South WalesAustralia
| | - Matthew D. Jones
- Centre for Pain IMPACT, Neuroscience Research AustraliaSydneyNew South WalesAustralia
- School of Health Sciences, Faculty of MedicineUniversity of New South WalesSydneyNew South WalesAustralia
| | - Rafael Z‐Pinto
- Centre for Pain IMPACT, Neuroscience Research AustraliaSydneyNew South WalesAustralia
- School of Health Sciences, Faculty of MedicineUniversity of New South WalesSydneyNew South WalesAustralia
| | - James H. McAuley
- Centre for Pain IMPACT, Neuroscience Research AustraliaSydneyNew South WalesAustralia
- School of Health Sciences, Faculty of MedicineUniversity of New South WalesSydneyNew South WalesAustralia
| | - Rodrigo R. N. Rizzo
- Centre for Pain IMPACT, Neuroscience Research AustraliaSydneyNew South WalesAustralia
- School of Health Sciences, Faculty of MedicineUniversity of New South WalesSydneyNew South WalesAustralia
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Tagliaferri L, Fionda B, Casà C, Cornacchione P, Scalise S, Chiesa S, Marconi E, Dinapoli L, Di Capua B, Chieffo DPR, Marazzi F, Frascino V, Colloca GF, Valentini V, Miccichè F, Gambacorta MA. Allies not enemies-creating a more empathetic and uplifting patient experience through technology and art. Strahlenther Onkol 2025; 201:316-332. [PMID: 39259348 PMCID: PMC11839861 DOI: 10.1007/s00066-024-02279-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2024] [Accepted: 07/07/2024] [Indexed: 09/13/2024]
Abstract
OBJECTIVE To understand whether art and technology (mainly conversational agents) may help oncology patients to experience a more humanized journey. METHODS This narrative review encompasses a comprehensive examination of the existing literature in this field by a multicenter, multidisciplinary, and multiprofessional team aiming to analyze the current developments and potential future directions of using art and technology for patient engagement. RESULTS We identified three major themes of patient engagement with art and three major themes of patient engagement with technologies. Two real-case scenarios are reported from our experience to practically envision how findings from the literature can be implemented in different contexts. CONCLUSION Art therapy and technologies can be ancillary supports for healthcare professionals but are not substitutive of their expertise and responsibilities. Such tools may help to convey a more empathetic and uplifting patient journey if properly integrated within clinical practice, whereby the humanistic touch of medicine remains pivotal.
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Affiliation(s)
- Luca Tagliaferri
- UOC di Radioterapia Oncologica, Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario A. Gemelli, IRCCS, Rome, Italy
- Dipartimento di Scienze Radiologiche ed Ematologiche, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Bruno Fionda
- UOC di Radioterapia Oncologica, Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario A. Gemelli, IRCCS, Rome, Italy
| | - Calogero Casà
- UOC di Radioterapia Oncologica, Ospedale Isola Tiberina-Gemelli Isola, Rome, Italy.
- Università Cattolica del Sacro Cuore, Rome, Italy.
| | - Patrizia Cornacchione
- UOC di Radioterapia Oncologica, Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario A. Gemelli, IRCCS, Rome, Italy
| | - Sara Scalise
- UOC di Radioterapia Oncologica, Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario A. Gemelli, IRCCS, Rome, Italy
| | - Silvia Chiesa
- UOC di Radioterapia Oncologica, Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario A. Gemelli, IRCCS, Rome, Italy
| | - Elisa Marconi
- UOC di Radioterapia Oncologica, Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario A. Gemelli, IRCCS, Rome, Italy
- UOS di Psicologia Clinica, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy
| | - Loredana Dinapoli
- UOC di Radioterapia Oncologica, Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario A. Gemelli, IRCCS, Rome, Italy
- UOS di Psicologia Clinica, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy
| | - Beatrice Di Capua
- Centro di Eccellenza Oncologia Radioterapica e Medica e Radiologia, Ospedale Isola Tiberina-Gemelli Isola, Rome, Italy
| | - Daniela Pia Rosaria Chieffo
- UOS di Psicologia Clinica, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy
- Scienze della Salute della Donna, del Bambino e di Sanità Pubblica, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Fabio Marazzi
- UOC di Radioterapia Oncologica, Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario A. Gemelli, IRCCS, Rome, Italy
| | - Vincenzo Frascino
- UOC di Radioterapia Oncologica, Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario A. Gemelli, IRCCS, Rome, Italy
| | - Giuseppe Ferdinando Colloca
- UOC di Radioterapia Oncologica, Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario A. Gemelli, IRCCS, Rome, Italy
| | - Vincenzo Valentini
- Centro di Eccellenza Oncologia Radioterapica e Medica e Radiologia, Ospedale Isola Tiberina-Gemelli Isola, Rome, Italy
| | - Francesco Miccichè
- UOC di Radioterapia Oncologica, Ospedale Isola Tiberina-Gemelli Isola, Rome, Italy
| | - Maria Antonietta Gambacorta
- UOC di Radioterapia Oncologica, Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario A. Gemelli, IRCCS, Rome, Italy
- Dipartimento di Scienze Radiologiche ed Ematologiche, Università Cattolica del Sacro Cuore, Rome, Italy
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Salem A, Al-Samarat F, Farhan F. Expanding Global Radiotherapy Access via Telemedicine. Clin Oncol (R Coll Radiol) 2025; 38:103569. [PMID: 38853061 DOI: 10.1016/j.clon.2024.04.008] [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: 11/04/2023] [Revised: 04/09/2024] [Accepted: 04/17/2024] [Indexed: 06/11/2024]
Abstract
AIMS Cancer is a leading cause of death globally. Over 70% of the 10 million cancer deaths worldwide in 2020 occurred in low- and middle-income countries. Radiotherapy is an important cancer treatment, used in half of cancer patients. Significant global disparities in radiotherapy access exist, with low access in low- and middle-income countries. The benefits of tele-radiotherapy in low- and middle-income countries for expanding global radiotherapy access are yet to be fully realized. In this paper, we highlight potential applications of tele-radiotherapy in expanding access to high-quality radiotherapy in developing countries. MATERIALS AND METHODS We performed a literature search to retrieve studies involving telemedicine applications in radiotherapy to provide a comprehensive overview of the topic. PubMed database served as the main source for retrieving studies, using the following search terms: ("telemedicine", "radiotherapy", "telehealth", "remote monitoring", "oncology", and "remote training"). Additional selected papers were obtained from Web of Science, and Google Scholar using the same search terms. RESULTS Telemedicine in radiotherapy has many applications. Virtual training could upgrade radiotherapy skills in low- and middle-income countries, enabling safe adoption of new radiotherapy techniques and quality assurance. Tele-radiotherapy consultations and patient follow-up could improve the efficiency of clinics while tele-radiotherapy planning and peer-review could enable equitable global access to radiotherapy expertise. Telemedicine could also facilitate wider global access to radiotherapy trials. While telemedicine in radiotherapy holds significant promise in improving global radiotherapy access, several barriers to its adoption exist. These include a lack of infrastructure, data security concerns, regulatory challenges, resistance from providers and patients, financial constraints, miscommunication during remote consultations, and lack of training. CONCLUSION Tele-radiotherapy applications hold promise in providing solutions to overcome global radiotherapy access inequity but the benefits of tele-radiotherapy in low- and middle-income countries are yet to be fully realized.
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Affiliation(s)
- A Salem
- Department of Anatomy, Physiology and Biochemistry, The Hashemite University, Zarqa, Jordan; Division of Cancer Sciences, University of Manchester, Manchester, UK; Christie NHS Foundation Trust, Manchester, UK.
| | - F Al-Samarat
- Department of Anatomy, Physiology and Biochemistry, The Hashemite University, Zarqa, Jordan
| | - F Farhan
- Data Management and Data Quality Department, Electronic Health Solutions, Amman, Jordan
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Kim SJ, Clark V, Hancock JT, Rawassizadeh R, Liu H, Taylor EA, Sheppard VB. Leveraging artificial intelligence-mediated communication for cancer prevention and control and drug addiction: A systematic review. Transl Behav Med 2025; 15:ibaf007. [PMID: 40036982 DOI: 10.1093/tbm/ibaf007] [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] [Indexed: 03/06/2025] Open
Abstract
OBJECTIVE To conduct a systematic review on Artificial Intelligence-Mediated Communication (AIMC) behavioral interventions in cancer prevention/control and substance use. METHODS Eight databases were searched from 2017 to 2022 using the Population Intervention Control Outcome Study (PICOS) framework. We synthesized findings of AIMC-based interventions for adult populations in cancer prevention/control or substance use, applying SIGN Methodology Checklist 2 for quality assessments and reviewing retention and engagement. RESULTS Initial screening identified 187 studies; seven met inclusion criteria, involving 2768 participants. Females comprised 67.6% (n = 1870). Mean participant age was 42.73 years (SD = 7.00). Five studies demonstrated significant improvements in substance use recovery, physical activity, genetic testing, or dietary habits. CONCLUSIONS AIMC shows promise in enhancing health behaviors, but further exploration is needed on privacy risks, biases, safety concerns, chatbot features, and serving underserved populations. IMPLICATIONS There is a critical need to foster comprehensive fully powered studies and collaborations between technology developers, healthcare providers, and researchers. Policymakers can facilitate the responsible integration of AIMC technologies into healthcare systems, ensuring equitable access and maximizing their impact on public health outcomes.
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Affiliation(s)
- Sunny Jung Kim
- Department of Social and Behavioral Sciences, School of Public Health, Virginia Commonwealth University, 830 East Main Street, Richmond, VA 23219, USA
- Massey Comprehensive Cancer Center, Virginia Commonwealth University, 401 College Street, Box 980037, Richmond, VA 23298, USA
| | - Viktor Clark
- UR Medicine Department of Surgery, University of Rochester Medical Center, 601 Elmwood Avenue, Box SURG, Rochester, NY 14642, USA
| | - Jeff T Hancock
- Communication Department, Stanford University, Building 120, Room 110, 450 Jane Stanford Way, Stanford, CA 94305, USA
| | - Reza Rawassizadeh
- Department of Computer Science, Boston University, 665 Commonwealth Ave, Boston, MA 02215, USA
| | - Hongfang Liu
- Department of Health Data Science and Artificial Intelligence, D. Bradley McWilliams School of Biomedical Informatics, University of Texas Health Science Center at Houston, 7000 Fannin Street, Suite 600, Houston, TX 77030, USA
| | - Emmanuel A Taylor
- Massey Comprehensive Cancer Center, Virginia Commonwealth University, 401 College Street, Box 980037, Richmond, VA 23298, USA
- Department of Health Policy, School of Public Health, Virginia Commonwealth University, 830 East Main Street, Richmond, VA 23219, USA
| | - Vanessa B Sheppard
- Department of Social and Behavioral Sciences, School of Public Health, Virginia Commonwealth University, 830 East Main Street, Richmond, VA 23219, USA
- Massey Comprehensive Cancer Center, Virginia Commonwealth University, 401 College Street, Box 980037, Richmond, VA 23298, USA
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Raynaud C, Wu D, Levy J, Marengo M, Bibault JE. Patients Facing Large Language Models in Oncology: A Narrative Review. JCO Clin Cancer Inform 2024; 8:e2400149. [PMID: 39514825 DOI: 10.1200/cci-24-00149] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2024] [Revised: 09/13/2024] [Accepted: 10/11/2024] [Indexed: 11/16/2024] Open
Abstract
The integration of large language models (LLMs) into oncology is transforming patients' journeys through education, diagnosis, treatment monitoring, and follow-up. This review examines the current landscape, potential benefits, and associated ethical and regulatory considerations of the application of LLMs for patients in the oncologic domain.
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Affiliation(s)
- Charles Raynaud
- Department of Radiation Oncology, Hôpital Européen Georges Pompidou, Assistance Publique-Hôpitaux de Paris, Paris, France
| | - David Wu
- Department of Radiation Oncology, Stanford Cancer Center, Palo Alto, CA
| | - Jarod Levy
- Ecole Normale Supérieure Paris Saclay, Paris, France
| | | | - Jean-Emmanuel Bibault
- Department of Radiation Oncology, Hôpital Européen Georges Pompidou, Assistance Publique-Hôpitaux de Paris, Paris, France
- INSERM UMR1138, Centre de Recherche des Cordeliers, Paris, France
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Lazarou I, Krooupa AM, Nikolopoulos S, Apostolidis L, Sarris N, Papadopoulos S, Kompatsiaris I. Cancer Patients' Perspectives and Requirements of Digital Health Technologies: A Scoping Literature Review. Cancers (Basel) 2024; 16:2293. [PMID: 39001356 PMCID: PMC11240750 DOI: 10.3390/cancers16132293] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2024] [Revised: 06/14/2024] [Accepted: 06/19/2024] [Indexed: 07/16/2024] Open
Abstract
Digital health technologies have the potential to alleviate the increasing cancer burden. Incorporating patients' perspectives on digital health tools has been identified as a critical determinant for their successful uptake in cancer care. The main objective of this scoping review was to provide an overview of the existing evidence on cancer patients' perspectives and requirements for patient-facing digital health technologies. Three databases (CINAHL, MEDLINE, Science Direct) were searched and 128 studies were identified as eligible for inclusion. Web-based software/platforms, mobile or smartphone devices/applications, and remote sensing/wearable technologies employed for the delivery of interventions and patient monitoring were the most frequently employed technologies in cancer care. The abilities of digital tools to enable care management, user-friendliness, and facilitate patient-clinician interactions were the technological requirements predominantly considered as important by cancer patients. The findings from this review provide evidence that could inform future research on technology-associated parameters influencing cancer patients' decisions regarding the uptake and adoption of patient-facing digital health technologies.
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Affiliation(s)
- Ioulietta Lazarou
- Information Technologies Institute (ITI), Centre for Research and Technology Hellas (CERTH), 6th km Charilaou-Thermi Road, P.O. Box 6036, 57001 Thessaloniki, Greece; (A.-M.K.); (S.N.); (L.A.); (N.S.); (S.P.); (I.K.)
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Dai YM, Axelin A, Fu ZH, Zhu Y, Wan HW. Mobile Health System for Meeting Health Information Needs in Patients With Head and Neck Cancer Undergoing Radiotherapy: Development and Feasibility Study. Comput Inform Nurs 2024; 42:448-456. [PMID: 38261470 DOI: 10.1097/cin.0000000000001091] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2024]
Abstract
Patients with head and neck cancer undergoing radiotherapy encounter physical and psychosocial challenges, indicating unmet needs. Mobile health technology can potentially support patients. This single-armed feasibility study included 30 patients with head and neck cancer undergoing radiotherapy. Patients were asked to use the Health Enjoy System, a mobile health support system that provides a disease-related resource for 1 week. We assessed the usability of the system and its limited efficacy in meeting patients' health information needs. The result showed that the system was well received by patients and effectively met their health information needs. They also reported free comments on the system's content, backend maintenance, and user engagement. This study supplies a foundation for further research to explore the potential benefits of the Health Enjoy System in supporting patients with head and neck cancer.
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Affiliation(s)
- Yu-Mei Dai
- Author Affiliations: Department of Nursing, Shanghai Proton and Heavy Ion Center, Fudan University Cancer Hospital (Dai, Fu, Zhu, Dr Wan); Shanghai Key Laboratory of Radiation Oncology (Dai, Fu, Zhu, Dr Wan); and Shanghai Engineering Research Center of Proton and Heavy Ion Radiation Therapy (Dai, Fu, Zhu, Dr Wan), Shanghai, China; and Department of Nursing Science, University of Turku (Dr Axelin), Finland
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Tuominen L, Leino-Kilpi H, Poraharju J, Cabutto D, Carrion C, Lehtiö L, Moretó S, Stolt M, Sulosaari V, Virtanen H. Interactive digital tools to support empowerment of people with cancer: a systematic literature review. Support Care Cancer 2024; 32:396. [PMID: 38816629 PMCID: PMC11139693 DOI: 10.1007/s00520-024-08545-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Accepted: 05/03/2024] [Indexed: 06/01/2024]
Abstract
PURPOSE To identify and synthesise interactive digital tools used to support the empowerment of people with cancer and the outcomes of these tools. METHODS A systematic literature review was conducted using PubMed, CINAHL, Web of Science, Cochrane, Eric, Scopus, and PsycINFO databases in May 2023. Inclusion criteria were patient empowerment as an outcome supported by interactive digital tools expressed in study goal, methods or results, peer-reviewed studies published since 2010 in cancer care. Narrative synthesis was applied, and the quality of the studies was assessed following Joanna Briggs Institute checklists. RESULTS Out of 1571 records screened, 39 studies published in 2011-2022 with RCT (17), single-arm trial (15), quasi-experimental (1), and qualitative designs (6) were included. A total of 30 interactive digital tools were identified to support empowerment (4) and related aspects, such as self-management (2), coping (4), patient activation (9), and self-efficacy (19). Significant positive effects were found on empowerment (1), self-management (1), coping (1), patient activation (2), and self-efficacy (10). Patient experiences were positive. Interactivity occurred with the tool itself (22), peers (7), or nurses (7), physicians (2), psychologists, (2) or social workers (1). CONCLUSION Interactive digital tools have been developed extensively in recent years, varying in terms of content and methodology, favouring feasibility and pilot designs. In all of the tools, people with cancer are either active or recipients of information. The research evidence indicates positive outcomes for patient empowerment through interactive digital tools. Thus, even though promising, there still is need for further testing of the tools.
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Affiliation(s)
- Leena Tuominen
- Department of Nursing Science, University of Turku, Turku, Finland.
| | - Helena Leino-Kilpi
- University of Turku FI and Wellbeing Services County of Southwest Finland, University of Turku FI, Turku University Hospital, Turku, Finland.
| | - Jenna Poraharju
- Department of Nursing Science, University of Turku, Turku, Finland
| | - Daniela Cabutto
- eHealth Lab Research Group, School of Health Sciences and eHealth Center, Universitat Oberta de Catalunya, Barcelona, Spain
| | - Carme Carrion
- eHealth Lab Research Group, Faculty of Health Sciences Studies, E-Health Center, School of Health Sciences and eHealth Center, Universitat Oberta de Catalunya, Barcelona, Spain
| | - Leeni Lehtiö
- Turku University Library, University of Turku, Turku, Finland
| | - Sónia Moretó
- eHealth Lab Research Group, School of Health Sciences and eHealth Center, Universitat Oberta de Catalunya, Barcelona, Spain
| | - Minna Stolt
- Department of Nursing Science, University of Turku, Turku, Finland
- Wellbeing Services County of Satakunta, Pori, Finland
| | - Virpi Sulosaari
- Health and Well-Being, Turku University of Applied Sciences, Turku, Finland
- Research Advancing Supportive Cancer and Palliative care (CARE) - research group, Turku, Finland
- European Oncology Nursing Society, Brussels, Belgium
| | - Heli Virtanen
- Department of Nursing Science, University of Turku, Turku, Finland
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Šafran V, Lin S, Nateqi J, Martin AG, Smrke U, Ariöz U, Plohl N, Rojc M, Bēma D, Chávez M, Horvat M, Mlakar I. Multilingual Framework for Risk Assessment and Symptom Tracking (MRAST). SENSORS (BASEL, SWITZERLAND) 2024; 24:1101. [PMID: 38400259 PMCID: PMC10892413 DOI: 10.3390/s24041101] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Revised: 02/02/2024] [Accepted: 02/06/2024] [Indexed: 02/25/2024]
Abstract
The importance and value of real-world data in healthcare cannot be overstated because it offers a valuable source of insights into patient experiences. Traditional patient-reported experience and outcomes measures (PREMs/PROMs) often fall short in addressing the complexities of these experiences due to subjectivity and their inability to precisely target the questions asked. In contrast, diary recordings offer a promising solution. They can provide a comprehensive picture of psychological well-being, encompassing both psychological and physiological symptoms. This study explores how using advanced digital technologies, i.e., automatic speech recognition and natural language processing, can efficiently capture patient insights in oncology settings. We introduce the MRAST framework, a simplified way to collect, structure, and understand patient data using questionnaires and diary recordings. The framework was validated in a prospective study with 81 colorectal and 85 breast cancer survivors, of whom 37 were male and 129 were female. Overall, the patients evaluated the solution as well made; they found it easy to use and integrate into their daily routine. The majority (75.3%) of the cancer survivors participating in the study were willing to engage in health monitoring activities using digital wearable devices daily for an extended period. Throughout the study, there was a noticeable increase in the number of participants who perceived the system as having excellent usability. Despite some negative feedback, 44.44% of patients still rated the app's usability as above satisfactory (i.e., 7.9 on 1-10 scale) and the experience with diary recording as above satisfactory (i.e., 7.0 on 1-10 scale). Overall, these findings also underscore the significance of user testing and continuous improvement in enhancing the usability and user acceptance of solutions like the MRAST framework. Overall, the automated extraction of information from diaries represents a pivotal step toward a more patient-centered approach, where healthcare decisions are based on real-world experiences and tailored to individual needs. The potential usefulness of such data is enormous, as it enables better measurement of everyday experiences and opens new avenues for patient-centered care.
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Affiliation(s)
- Valentino Šafran
- Faculty of Electrical Engineering and Computer Science, University of Maribor, 2000 Maribor, Slovenia; (V.Š.); (U.S.); (U.A.); (M.R.)
| | - Simon Lin
- Science Department, Symptoma GmbH, 1030 Vienna, Austria (A.G.M.)
- Department of Internal Medicine, Paracelsus Medical University, 5020 Salzburg, Austria
| | - Jama Nateqi
- Science Department, Symptoma GmbH, 1030 Vienna, Austria (A.G.M.)
- Department of Internal Medicine, Paracelsus Medical University, 5020 Salzburg, Austria
| | | | - Urška Smrke
- Faculty of Electrical Engineering and Computer Science, University of Maribor, 2000 Maribor, Slovenia; (V.Š.); (U.S.); (U.A.); (M.R.)
| | - Umut Ariöz
- Faculty of Electrical Engineering and Computer Science, University of Maribor, 2000 Maribor, Slovenia; (V.Š.); (U.S.); (U.A.); (M.R.)
| | - Nejc Plohl
- Department of Psychology, Faculty of Arts, University of Maribor, 2000 Maribor, Slovenia;
| | - Matej Rojc
- Faculty of Electrical Engineering and Computer Science, University of Maribor, 2000 Maribor, Slovenia; (V.Š.); (U.S.); (U.A.); (M.R.)
| | - Dina Bēma
- Institute of Clinical and Preventive Medicine, University of Latvia, LV-1586 Riga, Latvia;
| | - Marcela Chávez
- Department of Information System Management, Centre Hospitalier Universitaire de Liège, 4000 Liège, Belgium;
| | - Matej Horvat
- Department of Oncology, University Medical Centre Maribor, 2000 Maribor, Slovenia;
| | - Izidor Mlakar
- Faculty of Electrical Engineering and Computer Science, University of Maribor, 2000 Maribor, Slovenia; (V.Š.); (U.S.); (U.A.); (M.R.)
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Hulse K, Li LQ, Lowit A, Maguire R, Douglas C. Digital health in head and neck cancer: a systematic review. J Laryngol Otol 2023; 137:1312-1325. [PMID: 37078528 DOI: 10.1017/s0022215123000695] [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] [Indexed: 04/21/2023]
Abstract
OBJECTIVE Digital health tools are increasingly being recognised as effective interventions in monitoring chronic health conditions. This systematic review addressed how digital health is currently utilised in patients with head and neck cancer as an adjunct to care. METHOD Studies of the development or evaluation of an eHealth, telemedicine or telemonitoring tool were eligible. A narrative synthesis was performed as per Preferred Reporting Items for Systematic Review and Meta-Analyses reporting guidelines. RESULTS Twenty-nine studies of digital health tools in head and neck cancer were identified. Nine were randomised, controlled trials but most had concern of bias. Fourteen (48 per cent) of the interventions used multiple modes of delivery. The primary digital tool functions are symptom tracking and self-care, prehabilitation and rehabilitation, psychological support, and education, including decision aids. Most tools aimed to support patients during active cancer treatment. CONCLUSION There are a small number of digital health tools for head and neck cancer patients; however, there is a lack of well-designed randomised, controlled trials to demonstrate effectiveness.
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Affiliation(s)
- Kate Hulse
- ENT Department, Queen Elizabeth University Hospital, NHS Greater Glasgow and Clyde, Glasgow, Scotland, UK
| | - Lucy Qian Li
- ENT Department, Queen Elizabeth University Hospital, NHS Greater Glasgow and Clyde, Glasgow, Scotland, UK
| | - Anja Lowit
- Speech and Language Therapy Department, School of Psychological Sciences and Health, University of Strathclyde, Glasgow, Scotland, UK
| | - Roma Maguire
- Digital Health and Care, University of Strathclyde, Glasgow, Scotland, UK
| | - Catriona Douglas
- ENT Department, Queen Elizabeth University Hospital, NHS Greater Glasgow and Clyde, Glasgow, Scotland, UK
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Li Y, Chen W, Liang Y, Yang L, Hou L. Evaluation of Mobile Health Technology Interventions for the Postdischarge Management of Patients With Head and Neck Cancer: Scoping Review. JMIR Mhealth Uhealth 2023; 11:e49051. [PMID: 37870887 PMCID: PMC10628684 DOI: 10.2196/49051] [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: 05/16/2023] [Revised: 08/14/2023] [Accepted: 10/03/2023] [Indexed: 10/24/2023] Open
Abstract
BACKGROUND Patients with head and neck cancer (HNC) often experience various types and degrees of complications and functional impairment following surgery or radiotherapy. Consequently, these patients require extensive postdischarge rehabilitation, either at home or in the community. Numerous studies have shown the advantages of mobile Health (mHealth) technology in assisting patients with cancer with self-management and rehabilitation during the postdischarge period. However, few reviews have focused on the intervention, management, and evaluation of mHealth technology in postdischarge patients with HNC. OBJECTIVE This study aimed to conduct a scoping review of mHealth technology apps and interventions currently available to patients discharged from hospitals after receiving treatment for HNC. This study sought to identify and summarize the types and effectiveness of existing mHealth interventions as well as the differences in their outcome assessments. METHODS The PubMed, Embase, Web of Science, and CINAHL databases were used to identify studies with no publication time limits. The keywords "mobile health technology" and "head and neck cancer" were combined to address the main concepts of the research questions. RESULTS Of the 1625 papers identified, 13 (0.8%) met the inclusion and exclusion criteria. Most studies (n=8, 61.5%) were randomized controlled trials (RCTs) and cohort studies. These studies were conducted in 6 countries. The main aims of the mHealth interventions in these studies are as follows: (1) symptom monitoring and assessment, (2) rehabilitation training, (3) access to medical health information, (4) telehealth advisers, (5) peer communication and support, and (6) follow-up/review reminders. The outcome evaluations of the 13 included studies were grouped into 4 categories: (1) technology usability and patient satisfaction, (2) self-management of symptoms and patient-reported outcome-related indicators, (3) adherence, and (4) health-related quality of life. CONCLUSIONS A limited number of studies have investigated the use of mHealth technology in the postdischarge self-management of patients with HNC. The existing literature suggests that mHealth technology can effectively assist patients with HNC in self-management and postdischarge interventions. It plays an important role in addressing patients' health information needs, reducing both their somatic and psychological burdens, and improving their overall quality of life. Future research should prioritize conducting additional high-quality RCTs to evaluate the usability and analyze the cost-effectiveness of mHealth technology.
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Affiliation(s)
- Yufei Li
- School of Nursing, Shanghai Jiao Tong University, Shanghai, China
| | - Weihong Chen
- School of Nursing, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Yanjing Liang
- School of Nursing, Shanghai Jiao Tong University, Shanghai, China
| | - Ling Yang
- School of Nursing, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Lili Hou
- Department of Nursing, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
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Wang A, Qian Z, Briggs L, Cole AP, Reis LO, Trinh QD. The Use of Chatbots in Oncological Care: A Narrative Review. Int J Gen Med 2023; 16:1591-1602. [PMID: 37152273 PMCID: PMC10162388 DOI: 10.2147/ijgm.s408208] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2023] [Accepted: 04/18/2023] [Indexed: 05/09/2023] Open
Abstract
Background Few reports have investigated chatbots in patient care. We aimed to assess the current applications, limitations, and challenges in the literature on chatbots employed in oncological care. Methods We queried the PubMed database through April 2022 and included studies that investigated the use of chatbots in different phases of oncological care. The search used five different combinations of the specific terms "chatbot", "cancer", "oncology", and "conversational agent". Inclusion criteria were chatbot use in any aspect of oncological care-prevention, patient education, treatment, and surveillance. Results The initial search yielded 196 records, 21 of which met inclusion criteria. The identified chatbots mostly focused on breast and ovarian cancer (n=8), with the second most common being cervical cancer (n=3). Good patient satisfaction was reported among 14 of 21 chatbots. The most reported chatbot applications were cancer screening, prevention, risk stratification, treatment, monitoring, and management. Of 12 studies examining efficacy of care via chatbot, 9 demonstrated improvements compared to standard care. Conclusion Chatbots used for oncological care to date demonstrate high user satisfaction, and many have shown efficacy in improving patient-centered communication, accessibility to cancer-related information, and access to care. Currently, chatbots are primarily limited by the need for extensive user-testing and iterative improvement before widespread implementation.
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Affiliation(s)
- Alexander Wang
- Division of Urological Surgery, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- Center for Surgery and Public Health, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Zhiyu Qian
- Division of Urological Surgery, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- Center for Surgery and Public Health, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Logan Briggs
- Division of Urological Surgery, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- Center for Surgery and Public Health, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Alexander P Cole
- Division of Urological Surgery, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- Center for Surgery and Public Health, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Leonardo O Reis
- Division of Urological Surgery, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- Center for Surgery and Public Health, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- UroScience, School of Medical Sciences, University of Campinas, UNICAMP, and Immuno-Oncology Division, Pontifical Catholic University of Campinas, PUC-Campinas, Sao Paulo, Brazil
| | - Quoc-Dien Trinh
- Division of Urological Surgery, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- Center for Surgery and Public Health, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- Correspondence: Quoc-Dien Trinh, Surgery, Harvard Medical School, Division of Urological Surgery, Brigham and Women’s Hospital, 45 Francis St, ASB II-3, Boston, MA, 02115, USA, Tel +1 617 525-7350, Fax +1 617 525-6348, Email
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