Federated machine learning in healthcare: A systematic review on clinical applications and technical architecture.

Federated learning (FL) is a distributed machine learning framework that is gaining traction in view of increasing health data privacy protection needs. By conducting a systematic review of FL applications in healthcare, we identify relevant articles in scientific, engineering, and medical journals in English up to August 31st, 2023. Out of a total of 22,693 articles under review, 612 articles are included in the final analysis. The majority of articles are proof-of-concepts studies, and only 5.2% are studies with real-life application of FL. Radiology and internal medicine are the most common specialties involved in FL. FL is robust to a variety of machine learning models and data types, with neural networks and medical imaging being the most common, respectively. We highlight the need to address the barriers to clinical translation and to assess its real-world impact in this new digital data-driven healthcare scene.

Ethics framework and recommendations to support capabilities of people with intellectual and developmental disabilities during pandemics.

A growing body of knowledge highlights the negative impact of the COVID-19 pandemic on the health and well-being of many people with intellectual and developmental disabilities (IDDs) and their caregivers. The underlying reasons are not only due to biomedical factors but also ethical issues. They stem from longstanding and pervasive structural injustices and negative social attitudes that continue to devalue people with IDD and that underlie certain clinical decisions and frameworks for public-health policies during this pandemic. Unless these fundamental ethical shortcomings are addressed, pandemic responses will continue to undermine the human rights and well-being of people with IDD. This paper proposes an ethics framing for policy and practices regarding clinical care and public health based on Martha Nussbaum's approach to Capability Theory. Such a framework can reorient healthcare professionals and healthcare systems to support the capabilities of people with IDD to protect, recover, and promote health and well-being. It could be applied during this pandemic and in planning for future pandemics. The paper presents some practical recommendations that follow from applying this framework.

Primary care of adults with intellectual and developmental disabilities: 2018 Canadian consensus guidelines.

OBJECTIVE: To update the 2011 Canadian guidelines for primary care of adults with intellectual and developmental disabilities (IDD). METHODS: Family physicians and other health professionals experienced in the care of people with IDD reviewed and synthesized recent empirical, ecosystem, expert, and experiential knowledge. A system was developed to grade the strength of recommendations. RECOMMENDATIONS: Adults with IDD are a heterogeneous group of patients and have health conditions and factors affecting their health that can vary in kind, manifestation, severity, or complexity from those of others in the community. They require approaches to care and interventions that are adapted to their needs. These guidelines provide advice regarding standards of care. References to clinical tools and other practical resources are incorporated. The approaches to care that are outlined here can be applied to other groups of patients that have impairments in cognitive, communicative, or other adaptive functioning. CONCLUSION: As primary care providers, family physicians play a vital role in promoting the health and well-being of adults with IDD. These guidelines can aid their decision making with patients and caregivers.

Soins primaires aux adultes ayant des déficiences intellectuelles et développementales: Lignes directrices consensuelles canadiennes de 2018.

OBJECTIF: Mettre à jour les Lignes directrices consensuelles canadiennes 2011 en matière de soins primaires aux adultes ayant une déficience développementale. MÉTHODES: Des médecins de famille et d'autres professionnels de la santé expérimentés dans les soins aux personnes ayant des DID ont examiné et synthétisé les récentes connaissances empiriques, d'écosystèmes, expertes et expérientielles. Un système a été conçu pour catégoriser la qualité des recommandations. RECOMMANDATIONS: Les adultes ayant des DID sont un groupe hétérogène de patients qui présentent des affections médicales et des facteurs qui influent sur leur santé, qui diffèrent de ceux qui touchent les autres membres de la communauté de par leur nature, leurs manifestations, leur gravité ou leur complexité. Ces personnes nécessitent une approche de soins et des interventions adaptées à leurs besoins. Les présentes lignes directrices offrent des conseils en matière de normes de soins. Nous avons incorporé des références à des outils cliniques et à d'autres ressources pratiques. Les approches de soins décrites ici s'appliquent aussi à d'autres groupes de patients ayant un déficit cognitif ou de la communication, ou d'autres déficits des fonctions adaptatives. CONCLUSION: À titre de fournisseurs de soins de première ligne, les médecins de famille jouent un rôle vital de promotion de la santé et de bien-être auprès des adultes ayant des DID. Ces lignes directrices peuvent les aider à prendre des décisions avec les patients et les aidants naturels.

Supporting adults with intellectual and developmental disabilities to participate in health care decision making.

OBJECTIVE: To discuss what is new in the revised guideline 3 of the "Primary care of adults with intellectual and developmental disabilities [IDD]. 2018 Canadian consensus guidelines" on decision-making capacity, and how to implement the recommendations. QUALITY OF EVIDENCE: Integrative review based on a literature search, the framework of the United Nations Convention on the Rights of Persons with Disabilities, and the experience of the authors. MAIN MESSAGE: Person-centred health care of adults with IDD should include all possible contributions from the patient in decision making. At present, legal criteria do not address the relational aspects of decision making that are important for adults with IDD. The revised guideline 3 incorporates recent thinking regarding supported and shared decision making. It envisages decision making as a collaborative exercise in which the patient, trusted caregivers, and the family physician all are involved in deciding on medically appropriate interventions that promote the patient's goals or values. CONCLUSION: Family physicians and caregivers both play an important role in supporting adults with IDD so that they can participate in health care decision making. Communication, mediation, and advocacy skills, plus the use of tools adapted for adults with IDD, can facilitate the family physician's role.

Primary care of adults with developmental disabilities: Canadian consensus guidelines.

OBJECTIVE: To update the 2006 Canadian guidelines for primary care of adults with developmental disabilities (DD) and to make practical recommendations based on current knowledge to address the particular health issues of adults with DD. QUALITY OF EVIDENCE: Knowledgeable health care providers participating in a colloquium and a subsequent working group discussed and agreed on revisions to the 2006 guidelines based on a comprehensive review of publications, feedback gained from users of the guidelines, and personal clinical experiences. Most of the available evidence in this area of care is from expert opinion or published consensus statements (level III). MAIN MESSAGE: Adults with DD have complex health issues, many of them differing from those of the general population. Good primary care identifies the particular health issues faced by adults with DD to improve their quality of life, to improve their access to health care, and to prevent suffering, morbidity, and premature death. These guidelines synthesize general, physical, behavioural, and mental health issues of adults with DD that primary care providers should be aware of, and they present recommendations for screening and management based on current knowledge that practitioners can apply. Because of interacting biologic, psychoaffective, and social factors that contribute to the health and well-being of adults with DD, these guidelines emphasize involving caregivers, adapting procedures when appropriate, and seeking input from a range of health professionals when available. Ethical care is also emphasized. The guidelines are formulated within an ethical framework that pays attention to issues such as informed consent and the assessment of health benefits in relation to risks of harm. CONCLUSION: Implementation of the guidelines proposed here would improve the health of adults with DD and would minimize disparities in health and health care between adults with DD and those in the general population.

Experiment on a novel user input for computer interface utilizing tongue input for the severely disabled.

PURPOSE: This paper introduces a novel passive tongue control and tracking device. The device is intended to be used by the severely disabled or quadriplegic person. METHOD: The main focus of this device when compared to the other existing tongue tracking devices is that the sensor employed is passive which means it requires no powered electrical sensor to be inserted into the user's mouth and hence no trailing wires. This haptic interface device employs the use of inductive sensors to track the position of the user's tongue. RESULT: The device is able perform two main PC functions that of the keyboard and mouse function. The results show that this device allows the severely disabled person to have some control in his environment, such as to turn on and off or control daily electrical devices or appliances; or to be used as a viable PC Human Computer Interface (HCI) by tongue control. CONCLUSION: The operating principle and set-up of such a novel passive tongue HCI has been established with successful laboratory trials and experiments. Further clinical trials will be required to test out the device on disabled persons before it is ready for future commercial development.

Consensus guidelines for primary health care of adults with developmental disabilities.

OBJECTIVE: To develop practical Canadian guidelines for primary health care providers based on the best available evidence for addressing health issues in adults with developmental disabilities (DD). QUALITY OF EVIDENCE: Authors of background papers synthesized information from their own clinical experience, from consultations with other experts, and from relevant professional publications. Based on discussions of these papers at a colloquium of knowledgeable health care providers, a consensus statement was developed. Standard criteria were used to select guidelines for consideration and to rank evidence supporting them. Most evidence was level III. MAIN MESSAGE: People with DD have complex health issues, some differing from those of the general population. Adequate primary health care is necessary to identify these issues and to prevent morbidity and premature death. Physical, behavioural, and mental health difficulties should be addressed, and primary health care providers should be particularly attentive to the interactions of biological, psychological, and social factors contributing to health, since these interactions can easily be overlooked in adults with DD. Attention must also be paid to such ethical issues as informed consent and avoidance of harm. Developmental disabilities are not grounds for care providers to withhold or to withdraw medically indicated interventions, and decisions concerning such interventions should be based on patients' best interests. CONCLUSION: Implementing the guidelines proposed here would improve the health of adults with DD and minimize disparities in health and health care.