Artificial intelligence in mobile health for skin cancer diagnostics at home (AIM HIGH): a pilot feasibility study

被引:6
|
作者
Gregoor, Anna M. Smak [1 ]
Sangers, Tobias E. [1 ]
Eekhof, Just AH. [2 ]
Howe, Sydney [3 ]
Revelman, Jeroen [1 ]
Litjens, Romy JM. [1 ]
Sarac, Mohammed [1 ]
Bindels, Patrick JE. [4 ]
Bonten, Tobias [2 ]
Wehrens, Rik [3 ]
Wakkee, Marlies [1 ]
机构
[1] Erasmus MC Canc Inst, Univ Med Ctr Rotterdam, Dept Dermatol, Rotterdam, Netherlands
[2] Leiden Univ, Dept Publ Hlth & Primary Care, Med Ctr, Leiden, Netherlands
[3] Erasmus Univ, Sch Hlth Policy & Management, Rotterdam, Netherlands
[4] Erasmus MC, Gen Practice, Rotterdam, Netherlands
关键词
Artificial intelligence; Skin cancer; Mobile health; Primary care; General practitioners; Convolutional neural network; NETHERLANDS; CARCINOMA; SURVIVAL; TRENDS; CARE;
D O I
10.1016/j.eclinm.2023.102019
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background Artificial intelligence (AI)-based mobile phone apps (mHealth) have the potential to streamline care for suspicious skin lesions in primary care. This study aims to investigate the conditions and feasibility of a study that incorporates an AI-based app in primary care and evaluates its potential impact. Methods We conducted a pilot feasibility study from November 22nd, 2021 to June 9th, 2022 with a mixed-methods design on implementation of an AI-based mHealth app for skin cancer detection in three primary care practices in the Netherlands (Rotterdam, Leiden and Katwijk). The primary outcome was the inclusion and successful participation rate of patients and general practitioners (GPs). Secondary outcomes were the reasons, facilitators and barriers for successful participation and the potential impact in both pathways for future sample size calculations. Patients were offered use of an AI-based mHealth app before consulting their GP. GPs assessed the patients blinded and then unblinded to the app. Qualitative data included observations and audio-diaries from patients and GPs and focus-groups and interviews with GPs and GP assistants. Findings Fifty patients were included with a median age of 52 years (IQR 33.5-60.3), 64% were female, and 90% had a light skin type. The average patient inclusion rate was 4-6 per GP practice per month and 84% (n = 42) successfully participated. Similarly, in 90% (n = 45 patients) the GPs also successfully completed the study. GPs never changed their working diagnosis, but did change their treatment plan (n = 5) based on the app's assessments. Notably, 54% of patients with a benign skin lesion and low risk rating, indicated that they would be reassured and cancel their GP visit with these results (p < 0.001). Interpretation Our findings suggest that studying implementation of an AI-based mHealth app for detection of skin cancer in the hands of patients or as a diagnostic tool used by GPs in primary care appears feasible. Preliminary results indicate potential to further investigate both intended use settings.
引用
收藏
页数:10
相关论文
共 50 条
  • [21] A Pilot Feasibility Study of Digital Health Coaching for Men With Prostate Cancer
    Handley, Nathan R.
    Wen, Kuang-Yi
    Gomaa, Sameh
    Brassil, Kelly
    Shimada, Ayako
    Leiby, Benjamin
    Jackson, Lindsey
    McMorris, Michael
    Calvaresi, Anne
    Dicker, Adam P.
    JCO ONCOLOGY PRACTICE, 2022, 18 (07) : 508 - +
  • [22] A Mobile Health Intervention for Adolescents Exposed to Secondhand Smoke: Pilot Feasibility and Efficacy Study
    Nardone, Natalie
    Giberson, Jeremy
    Prochaska, Judith J.
    Jain, Shonul
    Benowitz, Neal L.
    JMIR FORMATIVE RESEARCH, 2020, 4 (08)
  • [23] A PILOT STUDY TO ASSESS THE FEASIBILITY AND EFFECTIVENESS OF A MOBILE HEALTH APP FOR HEART FAILURE PATIENTS
    Pan, Nien Yi
    Weng, Chia Ying
    PSYCHOSOMATIC MEDICINE, 2024, 86 (05): : A71 - A74
  • [24] Leveraging behavioral science and artificial intelligence to support mental health in the workplace: a pilot study
    West, Ashley B.
    Guo, Yuzhen Valerie
    Bucher, Amy
    FRONTIERS IN PSYCHIATRY, 2023, 14
  • [25] A pilot study of a feasibility and economic analysis of home based chemotherapy in advanced coloretal cancer
    Ingleby, S
    Barnwell, J
    Baker, J
    Harvey, P
    Kerr, DJ
    Law, V
    Young, A
    EUROPEAN JOURNAL OF CANCER, 1999, 35 : S70 - S70
  • [26] Men's sociotechnical imaginaries of artificial intelligence for prostate cancer diagnostics - A focus group study
    Lyso, Emilie Hybertsen
    Hesjedal, Maria Bardsen
    Skolbekken, John-Arne
    Solbjor, Marit
    SOCIAL SCIENCE & MEDICINE, 2024, 347
  • [27] Feasibility of transdermal delivery of lidocaine-loaded nanocarriers through artificial and human skin: a pilot study
    Emeriewen, Krisztina
    Lalatsa, Katerina
    Saleh, George
    LANCET, 2016, 387 : 41 - 41
  • [28] Virtual Health to Home: A TBI Pilot Study to Review Feasibility, Quality of Care and Patient Satisfaction
    Lazarus, Rachael
    Jorgensen-Wagers, Kendra
    Maxfield-Panker, Stephanie
    BRAIN INJURY, 2019, 33 : 253 - 253
  • [29] Feasibility and usability of a mobile health tool on anticoagulation management for patients with atrial fibrillation: a pilot study
    Zhang, Chi
    Pan, Mang-Mang
    Wang, Na
    Wang, Wei-Wei
    Li, Zheng
    Gu, Zhi-Chun
    Lin, Hou-Wen
    EUROPEAN JOURNAL OF CLINICAL PHARMACOLOGY, 2022, 78 (02) : 293 - 304
  • [30] Patient experience with an educational mobile health application: A pilot study on usability and feasibility in a Saudi population
    Shilbayeh, Sireen Abdul Rahim
    Ismail, Sahar Abd El Rahman
    COGENT PSYCHOLOGY, 2020, 7 (01): : 1 - 15