Machine Learning in Healthcare

Recent advancements in Artificial Intelligence (AI) and Machine Learning (ML) technology have brought on substantial strides in predicting and identifying health emergencies, disease populations, and disease state and immune response, amongst a few. Although, skepticism remains regarding the practical application and interpretation of results from ML-based approaches in healthcare settings, the inclusion of these approaches is increasing at a rapid pace. Here we provide a brief overview of machine learning-based approaches and learning algorithms including supervised, unsupervised, and reinforcement learning along with examples. Second, we discuss the application of ML in several healthcare fields, including radiology, genetics, electronic health records, and neuroimaging. We also briefly discuss the risks and challenges of ML application to healthcare such as system privacy and ethical concerns and provide suggestions for future applications.     

The Ethical Imperative to Move to a Seven-Day Care Model

Whilst the nature of human illness is not determined by time of day or day of week, we currently structure health service delivery around a five-day delivery model. At least one country is endeavouring to develop a systems-based approach to planning a transition from five- to seven-day healthcare delivery models, and some services are independently instituting program reorganization to achieve these ends as research, amongst other things, highlights increased mortality and morbidity for weekend and after-hours admissions to hospitals. In this article, we argue that this issue does not merely raise instrumental concerns but also opens up a normative ethical dimension, recognizing that clinical ethical dilemmas are impacted on and created by systems of care. Using health policy ethics, we critically examine whether our health services, as currently structured, are at odds with ethical obligations for patient care and broader collective goals associated with the provision of publicly funded health services. We conclude by arguing that a critical health policy ethics perspective applying relevant ethical values and principles needs to be included when considering whether and how to transition from five-day to seven-day models for health delivery.     

从医联体到康联体防控慢性病策略的变化——以上海市闵行区为例

本文介绍了复旦大学附属上海市第五人民医院在不断巩固区域医疗联合体的基础上,试图建立一种以预防疾病,控制慢性疾病如慢性呼吸道感染、慢性肝病、糖尿病等,加强健康教育为目的的社区健康联合体(简称康联体)。这是一项卫生服务可持续发展的模式,其建立是基于复旦大学和闵行区的长期合作,以智慧医疗技术为依托,以"防大病、管慢病、促健康"为核心服务内容,以期及早预防社区居民严重疾病的发生,对社区慢性病患者进行方便、有效的监控,并向社区介绍先进的人口健康理念,实现全方位、全生命周期保障社区居民健康,为闵行区康联体的扩大与完善提供参考依据。希望这些方法能促进优质医疗服务的合理布局,使社区居民终身健康关怀得到发展,并在防控慢性疾病及慢性感染中发挥有效作用,在今后也能应用于其他区域。     

Research versus practice: The dilemmas of research ethics in the era of learning health‐care systems

In this article we attempt to answer the question of how the ethical and conceptual framework (ECF) for a learning health‐care system (LHS) affects some of the main controversies in research ethics by addressing five key problems of research ethics: (a) What is the difference between practice and research? (b) What is the relationship between research ethics and clinical ethics? (c) What is the ethical relevance of the principle of clinical equipoise? (d) Does participation in research require a higher standard of informed consent than the practice of medicine? and (e) What ethical principle should take precedence in medicine? These questions allow us to construct two opposite idealized positions on the distinction between research and practice: the integration model and the segregation model of research and practice. We then compare the ECF for an LHS with these two idealized positions. We argue that the ECF for a LHS does not, in fact, solve these problems, but that it is a third, separate position in the relationship between research ethics and clinical ethics. Moreover, we suggest that the ECF for a LHS raises new ethical problems that require additional ethical analysis and justification. Our article contributes to the discussion on the relationship between research ethics and clinical ethics, revealing that although a learning health‐care system may significantly change the landscape of health care, some ethical dilemmas still require resolving on both theoretical and policy‐making levels.     

The effect of health care reform on academic medicine in Canada. Editorial Committee of the Canadian Institute for Academic Medicine.

Although Canadian health care reform has constrained costs and improved efficiency, it has had a profound and mixed effect on Canadian academic medicine. Teaching hospitals have been reduced in number and size, and in patient programs have shifted to ambulatory and community settings. Specialized care programs are now multi-institutional and multidisciplinary. Furthermore, the influence of regional planning bodies has grown markedly. Although these changes have likely improved clinical service, their impact on the quality of clinical education is uncertain. Within the academic clinical department, recruitment of young faculty has been greatly complicated by constraints on licensing, billing numbers, fee-for-service income and research funding. The departmental practice plan based on university funds and fee-for-service income is being replaced by less favourable funding arrangements. However, emphasis on multidisciplinary programs has rendered these departments more flexible in structure. The future of Canadian academic medicine depends on an effective alliance with government. Academia and government must agree, particularly on human-resource requirements, research objectives and the delivery of clinical and academic programs in regional and community settings. The establishment of focal points for academic health sciences planning within academic health sciences centres and within governments would assist in these developments. Finally, government and the academic health sciences sector must work together to remove the current impediments to the recruitment of highly qualified young faculty.     

The quality of health care in prison: results of a year's programme of semistructured inspections.

OBJECTIVES: To assess, as part of wider inspections by HM Inspectorate of Prisons, the extent and quality of health care in prisons in England and Wales. DESIGN: Inspections based on a set of "expectations" derived mainly from existing healthcare quality standards published by the prison service and existing ethical guidelines; questionnaire survey of prisoners. SUBJECTS: 19 prisons in England and Wales, 1996-7. MAIN OUTCOME MEASURES: Appraisals of needs assessment and the commissioning and delivery of health care against the inspectorate''s expectations. RESULTS: The quality of health care varied greatly. A few prisons provided health care broadly equivalent to NHS care, but in many the health care was of low quality, some doctors were not adequately trained to do the work they faced, and some care failed to meet proper ethical standards. Little professional support was available to healthcare staff. CONCLUSIONS: The current policy for improving health care in prisons is not likely to achieve its objectives and is potentially wasteful. The prison service needs to recognise that expertise in the commissioning and delivery of health care is overwhelming based in the NHS. The current review of the provision of health care in prisons offers an opportunity to ensure that prisoners are not excluded from high quality health care.     

The need for specialized training programs in palliative medicine

Canada faces a significant and growing burden of terminal illness. There are major unresolved economic, ethical and social issues related to care at the end of life. Despite the international reputation for Canadian efforts in palliative care, the medical profession in Canada has largely failed to recognize the importance of the field, as evidenced by the lack of commitment on the part of most medical faculties at Canadian universities to developing academic strength in palliative medicine, the lack of content in the undergraduate curriculum and of postgraduate programs in palliative medicine, and the lack of support for research into end-of-life care. The authors propose a conjoint initiative by the Royal College of Physicians and Surgeons of Canada and the College of Family Physicians of Canada to develop specialized training programs in palliative medicine as a critical step in addressing this crisis.     

Prioritising Healthcare Workers for Ebola Treatment: Treating Those at Greatest Risk to Confer Greatest Benefit

The Ebola epidemic in Western Africa has highlighted issues related to weak health systems, the politics of drug and vaccine development and the need for transparent and ethical criteria for use of scarce local and global resources during public health emergency. In this paper we explore two key themes. First, we argue that independent of any use of experimental drugs or vaccine interventions, simultaneous implementation of proven public health principles, community engagement and culturally sensitive communication are critical as these measures represent the most cost‐effective and fair utilization of available resources. Second, we attempt to clarify the ethical issues related to use of scarce experimental drugs or vaccines and explore in detail the most critical ethical question related to Ebola drug or vaccine distribution in the current outbreak: who among those infected or at risk should be prioritized to receive any new experimental drugs or vaccines? We conclude that healthcare workers should be prioritised for these experimental interventions, for a variety of reasons.     

Undergraduates' perceptions on emergency remote learning in ecology in the post‐pandemic era

The COVID‐19 pandemic has strongly disrupted academic activities, particularly in disciplines with a strong empirical component among other reasons by limiting our mobility. It is thus essential to assess emergency remote teaching plans by surveying learners’ opinions and perceptions during these unusual circumstances. To achieve this aim, we conducted a survey during the spring semester of 2021 in an environmental science program to ascertain learners’ perceptions on online and onsite learning activities in ecology‐based modules. We were particularly interested not only in comparing the performance of these two types of activities but also in understanding the role played by learners’ perceptions about nature in shaping this pattern. Environmental science programs are rather heterogeneous from a conceptual point of view and, thus, learners may also be more diverse than in traditional ecology programs, which may affect their interest for ecology‐based modules. We assessed connectedness to nature by computing the reduced version of the Nature Relatedness Scale. Here, we found that online activities systematically obtained significantly lower scores than onsite activities regardless of the wording employed, and that altruistic behaviors were prevalent among learners. Interestingly, scores for both onsite and online activities were strongly influenced by learners’ connectedness to nature, as learners with a stronger connection to nature gave higher scores to both types of activities. Our results suggest that an effort to improve the efficacy of remote learning activities should be the focus of research about teaching methodologies in predominantly empirical scientific disciplines.     

Knowledge of Healthcare Coverage for Refugee Claimants: Results from a Survey of Health Service Providers in Montreal

Following changes to the Interim Federal Health (IFH) program in Canada in 2012, this study investigates health service providers’ knowledge of the healthcare coverage for refugee claimants living in Quebec. An online questionnaire was completed by 1,772 staff and physicians from five hospitals and two primary care centres in Montreal. Low levels of knowledge and significant associations between knowledge and occupational group, age, and contact with refugees were documented. Social workers, respondents aged 40–49 years, and those who reported previous contact with refugee claimants seeking healthcare were significantly more likely to have 2 or more correct responses. Rapid and multiple changes to the complex IFH policy have generated a high level of confusion among healthcare providers. Simplification of the system and a knowledge transfer strategy aimed at improving healthcare delivery for IFH patients are urgently needed, proposing easy avenues to access rapidly updated information and emphasizing ethical and clinical issues.     

Establishing a multidisciplinary academic cosmetic center

The demand for cosmetic services has risen rapidly in recent years, but has slowed down with the current economic downturn. Managed care organizations and Medicare have been steadily reducing their reimbursements for physician services. The payment for reconstructive surgical procedures has been decreasing and is likely to worsen with healthcare reform, and many plastic surgery residency programs are facing fiscal challenges. An adequate volume of patients needing cosmetic services is necessary to recruit and train the best candidates to the residency programs. Self-pay patients will help ensure the fiscal viability of plastic surgery residency programs. Attracting patients to an academic healthcare center will become more difficult in a recession without the appropriate facilities, programs, and pricing strategies. Setting up a modern cosmetic services program at an academic center has some unique challenges, including funding, academic politics, and turf. The authors opened a free-standing academic multidisciplinary center at their medical school 3 years ago. The center is an off-site, 13,000-sq ft facility that includes faculty from plastic surgery, ear, nose, and throat, dermatology, and vascular surgery. In this article, the authors discuss the process of developing and executing a plan for starting an aesthetic services center in an academic setting. The financing of the center and factors in pricing services are discussed. The authors show the impact of the center on their cosmetic surgery patient volumes, resident education, and finances. They expect that their experience will be helpful to other plastic surgery programs at academic medical centers.     

The right to exit and skilled labour emigration: Ethical considerations for compulsory health service programmes

Compulsory (health) service contracts have recently received considerable attention in the normative literature. The service contracts are considered and offered as a permissible and liberal alternative to emigration restrictions if individuals relinquish their right to exit via contract in exchange for the state‐funded tertiary education. To that end, the recent normative literature on the service programmes has particularly focused on discussing the circumstances or conditions in which the contracts should be signed, so that they are morally binding on the part of the skilled workers. However, little attention is devoted to the relevance of the right to exit for the debate on compulsory service programmes. In this paper, I argue that even if the service contracts are voluntary, and thus the would‐be medical students voluntarily relinquish their right to exit, the reasons behind the right should be taken into account for the contracts to be morally valid. A clear understanding of the right to exit is a must in order not to breach its basic components and for the service contracts to be morally binding. To that end, I provide two accounts of the reasons to value the right to exit by presenting Patti Lenard's discussion of the right to exit and by reconstructing James Griffin's account of human rights. I conclude by offering brief ethical considerations for compulsory health service programmes grounded in the reasons to value the right to exit.     

Development of Transdisciplinarity Among Students Placed with a Sustainability for Health Research Project

Transdisciplinary education on sustainability for health has been primarily developed in high-income countries, yet the need in countries with limited research and human resource investments remains urgent. Little empiric documentation of the facilitators and barriers to transdisciplinary learning in such countries has been described. We assessed transdisciplinary learning among students of different disciplines collaborating with an Ecuadorian sustainability for health research project. Six undergraduate students from four different disciplinary backgrounds were incorporated through work–study agreements with provincial university academic supervisors. Learning was fostered and monitored through participant observations by a field supervisor. Students’ learning was evaluated through subsequent in-depth interviews and visualization methods. Academic supervisor key informant and co-investigator observations aided triangulation. Qualitative data were analyzed using indicators of transdisciplinary thinking. Principal factors facilitating transdisciplinary learning were interaction with social actors, the integration of work with other disciplines, the use of alternative research techniques and methods, and the constant support of the field supervisor. Inhibiting factors included the existence of rigid academic rules, lack of training of the academic supervisors in diverse research methods, and social pressures to implement unidisciplinary foci. At the end of their link with the project, students had developed both cognitive outcomes and attitudinal values relevant to sustainable development for health. In countries with limited investments in research and human resources development, transdisciplinary approaches with social actors and engaged researchers can sensitize new professionals training in traditional academic contexts to the ecological–social–health problems faced by poor majorities and encourage their subsequent work on sustainability for human health.     

Research ethics training in Peru: a case study

With the rapidly increasing number of health care professionals seeking international research experience, comes an urgent need for enhanced capacity of host country institutional review boards (IRB) to review research proposals and ensure research activities are both ethical and relevant to the host country customs and needs. A successful combination of distance learning, interactive courses and expert course instructors has been applied in Peru since 2004 through collaborations between the U.S. Naval Medical Research Center Detachment, the University of Washington and the Department of Clinical Bioethics of the National Institutes of Health to provide training in ethical conduct of research to IRB members and researchers from Peru and other Latin American countries. All training activities were conducted under the auspices of the Peruvian National Institute of Health (INS), Ministry of Health. To date, 927 people from 12 different Latin American countries have participated in several of these training activities. In this article we describe our training model.     

The Croatian model of university education for health professionals

In all European countries healthcare professions are regulated by law. In Croatia, the legally--regulated professions are: medicine, dentistry, pharmacy, nursing, physiotherapy and midwifery, as well as radiographers, occupational therapists and medical laboratory technicians. Current education of health professionals in Croatia is traditional, inadequate and poorly harmonized with current educational trends, as well as with requirements and directives of European Commission. This Croatian model for education of health professionals at university level follows the recommendations specified in Croatian Qualification Framework: (i) learning outcomes are competency-based; (ii) mobility of students and faculty is encouraged; (iii) the means of quality assurance are anticipated. The Croatian model of university education for health professionals will make sure that all procedures, specified in the European and Croatian Qualification Framework addressing recognizability of study programs, mobility, learning outcomes, quality assurance and reliability of required qualifications are successfully completed.     

New Notes

All citizens will make bioethics decisions as a result of today's biotechnology revolution. The decisions made require citizens to find possible acceptable solutions to dilemmas that have become public issues. In this activity, students practice making decisions in ethical dilemmas after evaluating the influences of their own ethical beliefs and learning five ethical systems (relativism, divine command, utilitarianism, deontology, and virtue). They also learn systematic strategies that are useful for approaching any ethical dilemma. Alternatives and adaptations are provided or suggested to accommodate different maturity levels.     

Health‐related Research Ethics and Social Value: Antibiotic Resistance Intervention Research and Pragmatic Risks

We consider the implications for the ethical evaluation of research programs of two fundamental changes in the revised research ethical guideline of the Council for International Organizations of Medical Sciences. The first is the extension of scope that follows from exchanging “biomedical” for “health‐related” research, and the second is the new evaluative basis of “social value,” which implies new ethical requirements of research. We use the example of antibiotic resistance interventions to explore the need to consider the instances of what we term the pragmatic risks of such interventions to evaluate the social value of certain kinds of health‐related research. These (pragmatic) risks severely threaten the social value of interventions in every area where human and social responses significantly impact on their effectiveness. Thus, the social value of health‐related research needed to demonstrate its effectiveness depends on the extent and successful management of such risks. Research designed to take into account the management of pragmatic risks also gives rise to similar types of risks, and the potential for social value in light of those risks needs to be considered in ethical reviews based on the new guidelines. We argue that, to handle this new expanded task, the international system of research ethical review addressed by the guidelines needs institutional development.     

Bioethics: power and injustice: IAB presidential address

A major focus within the modern bioethics debate has been on reshaping power relationships within the doctor-patient relationship. Empowerment of the vulnerable has been achieved through an emphasis on human rights and respect for individual dignity. However, power imbalances remain pervasive within healthcare. To a considerable extent this relates to insufficient attention to social injustice. Such power imbalances together with the development of new forms of power, for example through new genetic biotechnology, raise the spectre of increasing social injustice. Attention will be drawn to the need to extend the bioethics debate to include ethical considerations regarding public health. Changes in political philosophy will also be required to reshape international power relations and improve population health.     

Reflections on the development of health economics in low- and middle-income countries

Health economics is a relatively new discipline, though its antecedents can be traced back to William Petty FRS (1623–1687). In high-income countries, the academic discipline and scientific literature have grown rapidly since the 1960s. In low- and middle-income countries, the growth of health economics has been strongly influenced by trends in health policy, especially among the international and bilateral agencies involved in supporting health sector development. Valuable and influential research has been done in areas such as cost–benefit and cost-effectiveness analysis, financing of healthcare, healthcare provision, and health systems analysis, but there has been insufficient questioning of the relevance of theories and policy recommendations in the rich world literature to the circumstances of poorer countries. Characteristics such as a country''s economic structure, strength of political and social institutions, management capacity, and dependence on external agencies, mean that theories and models cannot necessarily be transferred between settings. Recent innovations in the health economics literature on low- and middle-income countries indicate how health economics can be shaped to provide more relevant advice for policy. For this to be taken further, it is critical that such countries develop stronger capacity for health economics within their universities and research institutes, with greater local commitment of funding.     

Assessment of the ethical review process in Sudan

The ethical review process is an important component of contemporary health research worldwide. Sudan started an ethical review process rather late in comparison with other countries. In this study, we evaluate the structure and functions of existing ethics review committees. We also explore the knowledge and attitudes of Sudanese researchers toward the ethical review process and their experience with existing ethics review committees. There are four ethics review committees in the country; these committees have no institutional regulations to govern their functions. Furthermore, Sudan also lacks national guidelines. Ethical reviews are carried out primarily for studies seeking international funding and are almost always governed by the funding agencies' requirements. Nearly half of respondents (46.3%) knew about the existence of research ethics committees in Sudan. Researchers reported a variety of experiences with the ethical review process; most of them were unable to define 'ethics committee'.