Teledermatology versus Face-to-Face Dermatology: An Analysis of Cost-Effectiveness from Eight Studies from Europe and the United States

Pre-trained multimodal large language model enhances dermatological diagnosis using SkinGPT-4

Large language models (LLMs) are seen to have tremendous potential in advancing medical diagnosis recently, particularly in dermatological diagnosis, which is a very important task as skin and subcutaneous diseases rank high among the leading contributors to the global burden of nonfatal diseases. Here we present SkinGPT-4, which is an interactive dermatology diagnostic system based on multimodal large language models. We have aligned a pre-trained vision transformer with an LLM named Llama-2-13b-chat by collecting an extensive collection of skin disease images (comprising 52,929 publicly available and proprietary images) along with clinical concepts and doctors' notes, and designing a two-step training strategy. We have quantitatively evaluated SkinGPT-4 on 150 real-life cases with board-certified dermatologists. With SkinGPT-4, users could upload their own skin photos for diagnosis, and the system could autonomously evaluate the images, identify the characteristics and categories of the skin conditions, perform in-depth analysis, and provide interactive treatment recommendations.

Is Telemedicine Suitable for Patients with Chronic Inflammatory Skin Conditions? A Systematic Review

Telemedicine, the provision of remote healthcare, has gained prominence, accelerated by the COVID-19 pandemic. It has the potential to replace routine in-person follow-up visits for patients with chronic inflammatory skin conditions. However, it remains unclear whether telemedicine can effectively substitute in-person consultations for this patient group. This systematic review assessed the effectiveness and safety of telemedicine compared with traditional in-person care for chronic inflammatory skin diseases. A comprehensive search in various databases identified 11 articles, including 5 randomized controlled trials (RCTs) and 1 clinical controlled trial (CCT). These studies evaluated telemedicine's impact on patients with psoriasis and atopic dermatitis, with varying methods like video consultations and digital platforms. The findings tentatively suggest that telemedicine does not seem to be inferior compared with in-person care, particularly in terms of condition severity and quality of life for patients with chronic inflammatory skin diseases. However, these results should be interpreted with caution due to the inherent uncertainties in the evidence. There are indications that telemedicine can offer benefits such as cost-effectiveness, time savings, and reduced travel distances, but it is important to recognize these findings as preliminary, necessitating further validation through more extensive research.

Patient Learning Pathway: Identifying Patient Competencies in Teledermatology for Effective Management of Dermatological Conditions

BACKGROUND

Dermatology consultations in Québec, Canada, face accessibility challenges, with most dermatologists concentrated in urban areas. Teledermatology, offering remote diagnosis and treatment, holds promise in overcoming these limitations. However, concerns regarding patient-doctor relationships and logistical issues exist.

OBJECTIVES

This article aims to introduce a dermatology patient learning pathway (PLP) developed by the Centre of Excellence on Partnership with Patients and the Public (CEPPP), focusing on knowledge, abilities, and skills mobilized by patients and their loved ones at key moments of the life course with an illness, as well as emerging educational needs.

METHODS

The PLP development was co-developed with dermatology patient and caregiver partners, stakeholders, and the CEPPP team. The process encompassed stakeholder engagement, exploration, recruitment of patient and caregiver partners, co-development of the PLP draft, and validation through consensus building.

RESULTS

The PLP methodology led to the creation of 44 learning objectives, comprising a total of 107 subobjectives. These objectives were organized into 8 phases of the patient life course with a dermatological condition: (1) prevention and predisposition; (2) discovery, self-examination, or observation of a change; (3) first consultation; (4) wandering; (5) consultation with a dermatologist; (6) diagnosis; (7) treatments; and (8) living with it.

CONCLUSIONS

The dermatology PLP serves as a resource outlining patient competency across different stages of managing a dermatological condition throughout their life course. In the context of teledermatology, the PLP might facilitate patient and caregiver engagement by helping select appropriate information and tools to support active participation in care.

Analysis of the virtual healthcare model in Latin America: a systematic review of current challenges and barriers

Background

The virtual care model can be used in all aspects of healthcare, such as prevention, diagnosis, treatment, and follow-up of most medical and surgical conditions. The objective of this study was to identify the current barriers to implementing and consolidating the virtual healthcare model, of "telemedicine", in Latin American countries.

Methods

A systematic review was conducted through four databases: PubMed, Scopus, Web of Science, and Virtual Health, including articles in Spanish, Portuguese, and English. A combination of Boolean operators was used with the terms "telemedicine", "telehealth", "telecare", "home care services", "remote care" and the name of each Latin American country. Articles published from January 2020 to January 2023 that reported on the barriers and challenges of using the virtual care model were included.

Results

Nineteen articles were included. Brazil (n=5) and Argentina (n=4) were the countries where there was the greatest interest to explore barriers to virtual care. The barriers identified were categorized into five main themes: (I) technological and technical issues; (II) absence of a physical examination; (III) patient's negative perceptions; (IV) negative perceptions among healthcare professionals; and (V) structural obstacles and those associated with the healthcare system. The main obstacles reported were connectivity problems, lack of a complete physical examination, issues of privacy, high risk of medical malpractice, and absence of local regulation.

Conclusions

The virtual care model is a safe and cost-effective alternative for the delivery of health services, with multiple benefits for patients and their families. The indication for the use of virtual care should be based on a risk model for patient prioritization. Likewise, the analysis of the main barriers and benefits is fundamental to consolidating this model of care and ensuring its expansion in the region.

The Past, the Present and the Future of Teledermatology: A Narrative Review

Teledermatology may be defined as the application of telemedicine to dermatology. According to published data, teledermatology is more widespread in Europe and North America, probably where resources for health care are greater than in other areas of the world. Indeed, teledermatology requires advanced technology to be efficient, as high image quality is necessary to allow the dermatologist to make correct diagnoses. Thanks to the recent advances in this field, teledermatology is become routinary in daily clinical practice. However, its use has been improved over time, overcoming several challenges. The aim of this narrative review is to retrace the almost 30-year history of teledermatology, to address the new challenges posed by advancing technologies such as artificial intelligence and the implications it may have on healthcare.

The State of Artificial Intelligence in Skin Cancer Publications

BACKGROUND

Artificial intelligence (AI) in skin cancer is a promising research field to assist physicians and to provide support to patients remotely. Physicians' awareness to new developments in AI research is important to define the best practices and scope of integrating AI-enabled technologies within a clinical setting.

OBJECTIVES

To analyze the characteristics and trends of AI skin cancer publications from dermatology journals.

METHODS

AI skin cancer publications were retrieved in June 2022 from the Web of Science. Publications were screened by title, abstract, and keywords to assess eligibility. Publications were fully reviewed. Publications were divided between nonmelanoma skin cancer (NMSC), melanoma, and skin cancer studies. The primary measured outcome was the number of citations. The secondary measured outcomes were articles' general characteristics and features related to AI.

RESULTS

A total of 168 articles were included: 25 on NMSC, 77 on melanoma, and 66 on skin cancer. The most common types of skin cancers were melanoma (134, 79.8%), basal cell carcinoma (61, 36.3%), and squamous cell carcinoma (45, 26.9%). All articles were published between 2000 and 2022, with 49 (29.2%) of them being published in 2021. Original studies that developed or assessed an algorithm predominantly used supervised learning (66, 97.0%) and deep neural networks (42, 67.7%). The most used imaging modalities were standard dermoscopy (76, 45.2%) and clinical images (39, 23.2%).

CONCLUSIONS

Most publications focused on developing or assessing screening technologies with mainly deep neural network algorithms. This indicates the eminent need for dermatologists to label or annotate images used by novel AI systems.

The Social and Home Environment: Impacts of Determinants of Health on Atopic Dermatitis, Pathways Toward Solutions, and Unique Considerations for Rural and Remote North American Indigenous Populations

Disparities in environmental and social determinants of health (DOH) are associated with morbidity in atopic dermatitis (AD). The socioecological model (SEM) is a framework that can be applied to better understand how such DOH impacts patients with AD. We include a case scenario of a remote Indigenous patient reflective of real-world situations of living with AD and examine relevant impact, gaps in knowledge, and further research needs. This review highlights a variety of social and environmental exposures as important DOH which must be addressed to achieve optimal management in AD. The "rainbow model" is a modified framework to help illustrate how complex environmental and social forces impact both AD presentation and therapeutic success. However, practical applications and outcome metrics for health promotion are limited. An inter- and transdisciplinary approach is paramount to address the complex challenges associated with AD care, as well as multistakeholder approach integrating culturally-competent equitable health frameworks. This review underscores the importance of expanding the focus of AD management beyond basic science and clinical trials to recognize and address health disparities and to promote optimal health and well-being in patients with AD, and contributes a working approach to mapping the complex interventions and patient-oriented research needed using a focus on remote North American Indigenous patients affected by AD.

Review of Teledermatology: Lessons Learned from the COVID-19 Pandemic

Utilization of telemedicine for dermatology has greatly expanded since the start of the COVID-19 pandemic, with over 500 new teledermatology studies published since 2020. An updated review on teledermatology is necessary to incorporate new findings and perspectives, and educate dermatologists on effective utilization. We discuss teledermatology in terms of diagnostic accuracy and clinical outcomes, patient and physician satisfaction, considerations for special patient populations, published practice guidelines, cost effectiveness and efficiency, as well as administrative regulations and policies. Our findings emphasize the need for dermatologist education, prioritization of reliable reimbursement systems, and technological innovations to support the continued development of teledermatology in the post-pandemic era.

Are virtual consultations suitable for patients with vulval disease? A multicentre audit of outcomes in the COVID-19 pandemic

Background

During the COVID-19 pandemic, virtual consultation (VC) was used to replace in-person consultations. This raises specific questions when dealing with vulval conditions.

Objectives

To assess the feasibility and the efficiency of VC with and without supplementary imaging, in patients with vulval conditions, and to evaluate the images provided as an aid to diagnosis.

Methods

This prospective multicentre audit took place in three specialized vulval clinics in London and Paris. Anonymized data on patients' clinical characteristics, consultation characteristics (including the number and quality of any supplementary images provided) and consultation outcomes (diagnostic certainty and physician satisfaction) were collected. Characteristics and outcomes in those with or without supplementary imaging were compared amongst both new and follow-up consultations.

Results

A total of 316 VCs were included. In total, 18.7% (n = 59) were new patient consultations and 81.3% (n = 257) were follow-up. Supplementary imaging (photographs and/or video recordings) were provided by 28.5% (n = 90) of the total cohort. Median photographic quality was significantly higher on a five-point Likert-type scale when photographs were taken by a third party as opposed to the patient themselves (4 vs. 3, Mann-Whitney U-test, p < 0.0001). There was no association between the provision of supplementary imaging and diagnostic certainty amongst new patient consultations. However, a higher proportion of follow-up patients who provided supplementary imaging received definitive management decisions (χ 2 test, p < 0.001) and physician satisfaction with these consultations, as measured on a five-point Likert-type scale, was significantly higher (Mann-Whitney U-test, p < 0.0001). Furthermore, median physician satisfaction scores ≥4 were observed in follow-up consultations for candidiasis, lichen simplex/eczema and vulvodynia.

Conclusions

Although in-person consultation remains the gold standard of care, VC may have a role in the management of selected patients with vulval disease. It is possible to provide good-quality photographs for clinical assessment, particularly with the help of a third party and follow-up patients with an established, cancer-unrelated diagnosis may be best suited for this consultation modality.

Telerehabilitation, A Viable Option in Patients with Persistent Post-COVID Syndrome: A Systematic Review

The number of patients with post-COVID-19 syndrome continues to increase considerably, having serious healthcare, social and economic repercussions. The objective of this study is to describe the effectiveness of telerehabilitation to alleviate the symptoms of post-COVID-19 syndrome. A systematic review was conducted using the information available on four databases (PubMed, Medline, Scielo and PEDRo) on these patients until November 2022. The MeSH search terms were: Post-COVID syndrome, Post-COVID-19, Long COVID, Telerehabilitation, Physiotherapy, Rehabilitation, Virtual, Home care. Six articles were included which provided information on 140 patients, detailing their symptomatology, assessment, treatment and monitoring. The variables measured were dyspnea, fatigue, physical performance and quality of life. All studies included aerobic and anaerobic exercises. Most notable among the techniques used were rib cage expansion exercises, respiratory control and thoracic cage stretching, patient education, Mindfulness and virtual reality games to address physical, mental and relaxation aspects. The use of telerehabilitation could be an effective tool for the treatment of persistent symptoms after suffering from COVID-19. It has been shown in these studies that patients improve both their physical performance and their quality of life.

Evaluation of Synchronous and Asynchronous Telemedical Applications in Primary Care in Rural Regions of Northern Germany-Results and Lessons Learned from a Pilot Study

(1) Background: Telemedical applications (TAs) that are centered around General practitioners' (GP) practices could be beneficial for patients in rural areas in order to better their access to care. This could become more and more relevant as specialists favor practicing in more urban regions, leaving GPs as the first medical contact of patients in rural areas. (2) Methods: Three TAs, one synchronous, one asynchronous and one used in delegation were implemented and evaluated in ten GP practices and two specialists' practices in rural areas of northern Germany. (3) Results: Overall satisfaction with the TAs was generally high. GPs as well as specialists were especially satisfied with asynchronous TAs. A number of valuable "Lesson learned" were obtained and can be used as recommendations for further studies, e.g., taking time to identify market-ready technologies prior to implementation, developing dedicated trainings for users, and preparation of a technical support plan. Overall, the benefits of the TAs were rated high for the patients by the medical professionals. (4) Conclusion: Especially asynchronous TAs that are based on existing technology can be successfully implemented into a developing digital health care system such as the one in Germany. The impact on treatment of those TAs needs to be further investigated.

Comparative Analysis of Quality of Life of Patients with Dermatological Problems: Teledermatology Versus Face-to-Face Dermatology

The health-related quality of life (HRQoL) of the patients cared for with teledermatology (TD) services was analyzed as compared with face-to-face dermatology (F-F/D) at the hospital. This study was a controlled, non-blinded, intra-level, and multicenter randomized clinical trial, with a 6-month follow-up. A total of 450 patients were randomly assigned to two different groups. The Spanish version of the generic EuroQol-5-dimensions-5-Levels (EQ-5D-5L) questionnaire and the specific Skindex-29 questionnaire were used at 0 and 6 months. The number of primary care visits (2.24 TD; 1.68 F-F/D) and number of hospital visits (0.01 TD; 1.48 F-F/D) were statistically significant. It was observed that from month 0 onwards, the users included in the F-F/D group self-perceived a lower HRQoL than the users included in the TD group (Skindex-29 total: p ≤ 0.00; EQ-5D-5L VAS = p ≤ 0.00; EQ-5D-5L utilities = p ≤ 0.00). At the end of the study, the patients included in the F-F/D group still obtained lower scores in their perception of HRQoL, as compared to those included in the other type of follow-up (Skindex-29 total: p ≤ 0.00; EQ-5D-5L VAS = p ≤ 0.00; EQ-5D-5L utilities = p ≤ 0.00). TD was an effective diagnosis and follow-up tool. At the end of the study period, the HRQoL of the patients in both groups was significantly higher as compared to their baseline levels. Additionally, both the general and specific HRQoL perceived by the TD patients was higher than the F-F/D group from the start of the study.

Patients' Experiences and Communication with Teledermatology versus Face-to-Face Dermatology

(1) Background: Teledermatology (TD) has exponentially grown since the onset of COVID-19, as the Face-to-Face Dermatology (F-F/D) modality changed within Public Health Systems. Although studies have been conducted on health results, we did not find any that analyzed the experiences of individuals who received care through TD. Therefore, the main objective of the study was to analyze the experiences of dermatology patients and the communication with health personnel. (2) Methods: A multicenter, controlled, randomized, non-blinded clinical trial was designed. Data were collected during the six months of follow-up. Four-hundred and fifty patients participated in the present study, who were assigned to two different groups: TD and F-F/D. The sociodemographic and clinical characteristics of the participants were collected. The ‘Generic Short Patient Experiences Questionnaire’ (GS-PEQ) was used to assess patients’ experiences, and the Healthcare Communication Questionnaire (HCCQ) was used to measure the communication of patients with healthcare professionals. (3) Results: After six months of follow-up, 450 patients completed the study (TD = 225; F-F/D = 225) of which 53.3% were women, with an average age of 52.16 (SD = 19.97). The main reasons for the consultations were skin lesions (51.56%) located on the head and neck (46.8%), followed by the legs (20.7%). According to the GS-PEQ, TD users indicated having a greater confidence in the professional skills of the doctors (p < 0.01). However, the F-F/D group indicated having received more adequate information about their diagnosis/afflictions (p < 0.01), were more involved in the decisions related to their treatment (p < 0.01), and more satisfied with the help and treatment received (p < 0.01). Regarding the HCCQ, the TD group obtained better assessments with respect to if the patients had been treated in a rude and hasty manner, if the health professionals had addressed them with a smile, and if these could adequately manage the reason for the consultation (p < 0.01). (4) Conclusions: The results of the study generally showed positive experiences and communication. The TD group indicated having received less information about the diagnosis, were less involved in the decisions, and were less satisfied with the help and treatment received. However, they indicated having more confidence on the professional skills of the doctors, and that the work at the institution was better organized. In addition, they perceived better communication skills of the health professionals, although less respect for their privacy.