Coaching doctors to improve ethical decision-making in adult hospitalized patients potentially receiving excessive treatment. The CODE stepped-wedge cluster randomized controlled trial.

PURPOSE: The aim of this study was to assess whether coaching doctors to enhance ethical decision-making in teams improves (1) goal-oriented care operationalized via written do-not-intubate and do-not attempt cardiopulmonary resuscitation (DNI-DNACPR) orders in adult patients potentially receiving excessive treatment (PET) during their first hospital stay and (2) the quality of the ethical climate. METHODS: We carried out a stepped-wedge cluster randomized controlled trial in the medical intensive care unit (ICU) and 9 referring internal medicine departments of Ghent University Hospital between February 2022 and February 2023. Doctors and nurses in charge of hospitalized patients filled out the ethical decision-making climate questionnaire (ethical decision-making climate questionnaire, EDMCQ) before and after the study, and anonymously identified PET via an electronic alert during the entire study period. All departments were randomly assigned to a 4-month coaching. At least one month of coaching was compared to less than one month coaching and usual care. The first primary endpoint was the incidence of written DNI-DNACPR decisions. The second primary endpoint was the EDMCQ before and after the study period. Because clinicians identified less PET than required to detect a difference in written DNI-DNACPR decisions, a post-hoc analysis on the overall population was performed. To reduce type I errors, we further restricted the analysis to one of our predefined secondary endpoints (mortality up to 1 year). RESULTS: Of the 442 and 423 clinicians working before and after the study period, respectively 270 (61%) and 261 (61.7%) filled out the EDMCQ. Fifty of the 93 (53.7%) doctors participated in the coaching for a mean (standard deviation [SD]) of 4.36 (2.55) sessions. Of the 7254 patients, 125 (1.7%) were identified as PET, with 16 missing outcome data. Twenty-six of the PET and 624 of the overall population already had a written DNI-DNACPR decision at study entry, resulting in 83 and 6614 patients who were included in the main and post hoc analysis, respectively. The estimated incidence of written DNI-DNACPR decisions in the intervention vs. control arm was, respectively, 29.7% vs. 19.6% (odds ratio 4.24, 95% confidence interval 4.21-4.27; P < 0.001) in PET and 3.4% vs. 1.9% (1.65, 1.12-2.43; P = 0.011) in the overall study population. The estimated mortality at one year was respectively 85% vs. 83.7% (hazard ratio 2.76, 1.26-6.04; P = 0.011) and 14.5% vs. 15.1% (0.89, 0.72-1.09; P = 0.251). The mean difference in EDMCQ before and after the study period was 0.02 points (- 0.18 to 0.23; P = 0.815). CONCLUSION: This study suggests that coaching doctors regarding ethical decision-making in teams safely improves goal-oriented care operationalized via written DNI-DNACPR decisions in hospitalized patients, however without concomitantly improving the quality of the ethical climate.

Assessment of Within- and Inter-Patient Variability of Uremic Toxin Concentrations in Children with CKD.

To promote improved trial design in upcoming randomized clinical trials in childhood chronic kidney disease (CKD), insight in the within- and inter-patient variability of uremic toxins with its nutritional, treatment- and patient-related confounding factors is of utmost importance. In this study, the within- and inter-patient variability of a selection of uremic toxins in a longitudinal cohort of children diagnosed with CKD was assessed, using the intraclass correlation coefficient (ICC) and the within-patient coefficient of variation (CV). Subsequently, the contribution of anthropometry, estimated glomerular filtration rate (eGFR), dietary fiber and protein, and use of (prophylactic) antibiotics to uremic toxin variability was evaluated. Based on 403 observations from 62 children (median seven visits per patient; 9.4 ± 5.3 years; 68% males; eGFR 38.5 [23.1; 64.0] mL/min/1.73 m2) collected over a maximum of 2 years, we found that the within-patient variability is high for especially protein-bound uremic toxins (PBUTs) (ICC < 0.7; within-patient CV 37-67%). Moreover, eGFR was identified as a predominant contributor to the within- and inter-patient variability for the majority of solutes, while the impact of the child's anthropometry, fiber and protein intake, and antibiotics on the variability of uremic toxin concentrations was limited. Based on these findings, we would recommend future intervention studies that attempt to decrease uremic toxin levels to select a (non-dialysis) CKD study population with a narrow eGFR range. As the expected effect of the selected intervention should exceed the inter-patient variability of the selected uremic toxins, a narrow eGFR range might aid in improving the trial design.

Challenges in posttransplantation care for kidney transplant recipients: A qualitative study highlighting gaps in psychological, social and exercise support.

BACKGROUND: Kidney transplantation offers meaningful health improvements compared to dialysis, yet the quality of life and life expectancy of kidney transplant recipients still lag behind those of their healthy peers. Physical inactivity and poor physical fitness are prevalent among kidney transplant recipients, affecting overall life participation. OBJECTIVES: To explore challenges hindering life participation for kidney transplant recipients and reveal facilitators and barriers to integrating rehabilitation into their daily lives. DESIGN: An explorative study using a qualitative method. PARTICIPANTS: Fourteen purposively selected kidney transplant recipients. APPROACH: Semistructured, individual interviews were conducted posttransplantation. The following topics were covered: living with chronic kidney disease, pretransplantation challenges, posttransplantation recovery, engagement in various activities, including physical activity, and the need for supervised exercise rehabilitation programmes. Interviews were recorded and transcribed verbatim, and an inductive thematic analysis approach was used. FINDINGS: Data saturation occurred after analysing 12 interviews, revealing two main themes: the impact on life participation and the impact on physical and mental functioning. Participants expressed the need for comprehensive posttransplant care, including mental health support, family education and guidance on returning to work. Structured support in managing physical fitness, tailored to individual preferences, was also recognised as important. CONCLUSIONS: The study underscores the necessity for a biopsychosocial approach to posttransplant care that addresses the multifaceted challenges faced by kidney transplant recipients. A multidisciplinary approach, tailored support, education and individualised exercise programmes are crucial for enhancing their overall well-being and integrating rehabilitation into their daily lives, considering both physical and psychosocial aspects.

Indoxyl Sulfate Contributes to Impaired Height Velocity in (Pre)School Children.

Introduction: Growth failure is considered the most important clinical outcome parameter in childhood chronic kidney disease (CKD). Central to the pathophysiology of growth failure is the presence of a chronic proinflammatory state, presumed to be partly driven by the accumulation of uremic toxins. In this study, we assessed the association between uremic toxin concentrations and height velocity in a longitudinal multicentric prospective pediatric CKD cohort of (pre)school-aged children and children during pubertal stages. Methods: In a prospective, multicentric observational study, a selection of uremic toxin levels of children (aged 0-18 years) with CKD stage 1 to 5D was assessed every 3 months (maximum 2 years) along with clinical growth parameters. Linear mixed models with a random slope for age and a random intercept for child were fitted for height (in cm and SD scores [SDS]). A piecewise linear association between age and height was assumed. Results: Data analysis included data from 560 visits of 81 children (median age 9.4 years; 2/3 male). In (pre)school aged children (aged 2-12 years), a 10% increase in concurrent indoxyl sulfate (IxS, total) concentration resulted in an estimated mean height velocity decrease of 0.002 SDS/yr (P < 0.05), given that CKD stage, growth hormone (GH), bicarbonate concentration, and dietary protein intake were held constant. No significant association with height velocity was found in children during pubertal stages (aged >12 years). Conclusion: The present study demonstrated that, especially IxS contributes to a lower height velocity in (pre)school children, whereas we could not find a role for uremic toxins with height velocity during pubertal stages.

Towards a better uptake of home dialysis in Europe: understanding the present and looking to the future.

Use of peritoneal dialysis and home haemodialysis remains low in Europe, with the highest use in Scandinavian countries and the lowest in Eastern and Central Europe despite the advantages for people on dialysis and economic advantages for healthcare systems. This is partly due to the impact of the haemodialysis industry resulting in proliferation of haemodialysis units and nephrologist reimbursement related to use of haemodialysis. Equally important is the bias against home dialysis at both clinician and healthcare system levels. The underlying causes of this bias are discussed in relation to a mechanistic view of the human body, lack of compassion, failure to adjust dialysis provision for older age and frailty, proliferation of small dialysis centres, and complexity of decision-making and clinical care. For home dialysis to flourish, we need to foster a change in attitude to and vision of the aims of healthcare so that enabling meaningful activities of people requiring dialysis, as explored in the Standardized Outcomes in Nephrology initiative, rather than achieving biological numbers become the focus of care delivery.

Mental health and professional outcomes in parents of children with chronic kidney disease.

BACKGROUND: This study evaluated parenting stress, anxiety, and depression symptoms and their associated factors in parents of children with chronic kidney disease (CKD). METHODS: This cross-sectional study compared parents of patients with CKD (0-18 years) with a matched control group of parents of healthy children. Both groups completed the Parenting Stress Index - Short Form, the Hospital Anxiety and Depression Scale, and a sociodemographic questionnaire. RESULTS: The study group consisted of 45 parents (median age 39; 32 mothers) of CKD patients (median age 8; 36% female). Nearly 75% of children had CKD stages 2, 3, or 4, and 44.5% had congenital anomaly of the kidney and urinary tract. Five children (11%) were on dialysis, and 4 (9%) had a functioning kidney graft. Compared with parents of healthy children, more stress and anxiety symptoms were reported. Since the CKD diagnosis, 47% of parents perceived a deterioration of their own health, and 40% reduced work on a structural basis. Higher levels of stress, anxiety, and depression symptoms were associated with a more negative perception of own health, and more child medical comorbidities and school absence. CONCLUSIONS: This study showed higher levels of parenting stress and anxiety symptoms in parents of children with CKD compared with parents of healthy children. This was associated with a less positive perception of their own health, especially if the child had more medical comorbidities or more absence from school. Psychosocial interventions to reduce the parental burden should be integrated in the standard care of pediatric nephrology departments.

Factors influencing renal replacement therapy modality choice from the nephrologist's perspective.

BACKGROUND: Peritoneal dialysis (PD) offers quality of life and empowerment for persons with end-stage kidney disease (ESKD). Nevertheless, the prevalence of PD is low in Belgium and Europe in general. Reimbursement, patient mix and late referral have been quoted as underlying reasons. However, to date no one-size-fits-all solution increasing uptake of PD has been successfully implemented. We aimed to understand the nephrologist's perspective, beliefs, and experiences on dialysis modality selection and to clarify underlying process-level and intrinsic motivations steering final decisions. METHODS: Using purposeful sampling, Belgian nephrologists (non-/academic, geographical spread, age, gender) were selected. We conducted semi-structured interviews, and audiotapes were transcribed verbatim. Meaningful units were grouped into (sub-)themes, and a conceptual framework was developed using grounded theory according to Charmaz as guidance. RESULTS: Twenty-nine nephrologists were interviewed. We identified four themes: Trust and belief (in PD as a technique; own expertise, knowledge and team; in behavior of patient, family practitioner), feeling of control (paternalism; insecurity; prejudice), vision of care and approach (shared decision making; troubleshooting attitude; flexibility and creativity; complacency), and organizational issues (predialysis; access; financial; and assisted PD). CONCLUSIONS: Based on these interviews, it is apparent that next to already identified singular issues such as late referral, predialysis education, patient mix and financial incentives, more intrinsic factors also impact uptake of home-based therapies. These factors intertwine and relate both to process-level topics and to attitudes and culture of the nephrologists within the team.

Dealing with time-dependent exposures and confounding when defining and estimating attributable fractions-Revisiting estimands and estimators.

The population-attributable fraction (PAF) is commonly interpreted as the proportion of events that can be ascribed to a certain exposure in a certain population. Its estimation is sensitive to common forms of time-dependent bias in the face of a time-dependent exposure. Predominant estimation approaches based on multistate modeling fail to fully eliminate such bias and, as a result, do not permit a causal interpretation, even in the absence of confounding. While recently proposed multistate modeling approaches can successfully eliminate residual time-dependent bias, and moreover succeed to adjust for time-dependent confounding by means of inverse probability of censoring weighting, inadequate application, and misinterpretation prevails in the medical literature. In this paper, we therefore revisit recent work on previously proposed PAF estimands and estimators in settings with time-dependent exposures and competing events and extend this work in several ways. First, we critically revisit the interpretation and applied terminology of these estimands. Second, we further formalize the assumptions under which a causally interpretable PAF estimand can be identified and provide analogous weighting-based representations of the identifying functionals of other proposed estimands. This representation aims to enhance the applied statistician's understanding of different sources of bias that may arise when the aim is to obtain a valid estimate of a causally interpretable PAF. To illustrate and compare these representations, we present a real-life application to observational data from the Ghent University Hospital ICUs to estimate the fraction of ICU deaths attributable to hospital-acquired infections.

The optimized anticoagulation strategy in prolonged hemodialysis.

Background: During extended (nocturnal) hemodialysis (ENHD), the dose of low-molecular-weight heparin (LMWH) can be administered as a single injection or as a divided dose over different time points. Our hypothesis was that a single injection might be sufficient to maintain dialyzer fiber patency. In addition, we investigated whether the biochemical clotting parameter anti-Xa accurately predicts fiber blocking. Methods: Our hypothesis was tested in 20 stable patients on ENHD in a random cross-over setting during two consecutive midweek sessions. The regular total dose of LMWH (i.e. enoxaparin, Clexane® 40-100  mg, Sanofi, Belgium) was either given (i) in a single injection at the dialysis start or (ii) divided over two injections, at the start and halfway the dialysis session. Blood samples were taken from the arterial blood line at different time points to determine plasma anti-Xa activity levels. Post-dialysis, the rinsed and dried hemodialyzers were scanned with a reference micro-computed tomography (µCT) scanning technique, and non-blocked fibers were counted in a central cross-section of the dialyzer outlet potting (ImageJ, NIH, USA). Results: The percentage of open fibers in the dialyzers after a single injection of LMWH [91 (61-96)%] versus divided administration [94 (79-98)%] was not different. Time averaged anti-Xa activity levels were clinically not significantly different between both sessions. Anti-Xa activity levels correlated with the administered anticoagulation doses normalized for body weight, but not with the percentages open fibers in the dialyzers. Conclusion: Our results indicate that there is no need to administer enoxaparin over two injections for ENHD up to 8 h. The usefulness of monitoring anti-Xa levels to predict fiber patency, assessed by µCT, can be questioned, but further clinical trials are needed.

Self-Management Interventions for Facilitating Life Participation for Persons with Kidney Failure: A Systematic Review.

BACKGROUND: For persons with kidney failure, life participation is a critically important outcome, strongly linked to quality of life and mortality. To support patients' self-management abilities, three domains are typically emphasized: medical management, emotional management, and management of everyday life ( i.e. , role management). Although role management is strongly linked to life participation, there is currently limited research on interventions designed to support it. We explored existing self-management interventions that aim to support everyday life functioning, rather than only medical management. METHODS: In this systematic review and qualitative meta-synthesis, we searched MEDLINE, Embase, CINAHL, PsycINFO, Web of Science, and CENTRAL up to April 2022 for interventional studies involving self-management interventions designed, at least partly, to support management of everyday life. The guidelines by Sandelowski and Barosso were used to analyze and synthesize the results. A taxonomy of everyday self-management strategies was used to further explore intervention content. Study quality was assessed using the Cochrane Collaboration risk-of-bias tools. Evidence of effectiveness was summarized, and a meta-analysis of eligible outcomes was conducted. RESULTS: Of 22,667 records, 53 studies were included in the meta-synthesis. Most self-management interventions focused on medical management. Included interventions involved strategies to support eight domains: Activities of daily living, Work and school life, Meaningful occupations, Leisure activities, Mobility and travel, Interpersonal relationships, Role functioning, and Social participation. Major interventions focused on providing education, skill training, counseling, and cognitive behavioral therapy. Evidence of effectiveness was reported across a wide range of patient-reported outcomes, including (health-related) quality of life, depression, and self-efficacy. Studies were geographically concentrated and were of moderate to low quality. CONCLUSIONS: Despite its well-recognized importance, research on interventions to improve life participation mostly consisted of pilot and feasibility studies and studies of low quality. Interventions were reported heterogeneously, limiting comparability, and were restricted to specific regions and cultures, limiting generalizability.

The impact of in-centre haemodialysis treatment on the everyday life of older adults with end-stage kidney disease: a qualitative study.

Background: Older adults with end-stage kidney disease experience a diminished ability to perform the activities of their daily life. For those living at home, the initiation of in-centre haemodialysis treatment (ICHD) carries a risk of cascading functional decline leading to early nursing home placement and mortality. Research on how older adults adapt to their newly impacted daily life is scarce. Methods: Individual semi-structured interviews were conducted using a purposeful maximum variation sample of older adult (≥65 years) ICHD patients living at home. Interviews were conducted between October and December 2018. Interview coding followed an inductive and broad-based approach. Thematic analysis was used to group meaning units into common themes and subthemes. Results: Twenty patients (12 females) were interviewed. Analysis resulted in two main themes and seven subthemes. The first main theme showed the impact of ICHD on everyday roles and functioning through four subthemes: a stepwise decline in daily activities, managing time, role changes and an incomplete retirement. The second main theme showed potential areas of remediation through three subthemes: the social environment, developing new daily activity patterns and meaningful activities and goals. Conclusions: The older adults experienced a process of adaptation that generally progressed from a phase of initial disruption towards a period of mere survival. Being able to accept a life on dialysis was intricately connected with the ability to perform activities that were personally meaningful. Early and continued support of meaningful activities may prove valuable in breaking or delaying the cycle of functional decline.

The roles and experiences of adolescents with cystic fibrosis and their parents during transition: A qualitative interview study.

PURPOSE: Inadequate participation of Adolescents and Young Adults (AYAs) and parents are well-established barriers of transition. Shifts in roles are mandatory with increasing responsibilities for AYAs and decreasing involvement of parents in care. This study explores the shifts in roles of AYAs and their parents and its association with the subjective experience of transition. METHODS: We conducted in-depth semi-structured interviews with AYAs living with Cystic Fibrosis and parents. Participants were recruited through patient organizations via convenience sampling and questioned on which roles they assumed during transition. Three authors performed an interpretative phenomenological analysis, establishing separate code trees for AYAs and parents. Data saturation was achieved. RESULTS: 18 AYAs (age 21y±2.9) and 14 parents (age 50y±2.0) were included. We identified five common themes: (1) the reciprocal reliance between AYAs and parents, (2) the policies of physicians and hospitals, (3) the AYAs' changing appeal and need for support, (4) the identification of parents as co-patients, and (5) the enforced changes in the roles of parents. AYAs primarily addressed roles related to self-management, while parents discussed family functioning. CONCLUSIONS: This study identified motives underlying the assumption of roles by AYAs and parents. Both AYAs and parents addressed similar themes, highlighting their mutual challenges and needs. In contrast to AYAs, parents' desired roles were undefined and a latent sense of responsibility was identified as an important motive. Healthcare providers should acknowledge parents' challenging position and communicate transparently about changing roles. Additionally, healthcare providers should recognize that imposing restrictive roles may result in parental resistance, but can also foster AYAs' skill development. Future research should examine the short- and long-term impact of role-management interventions in AYAs and their parents.

Association between anticoagulation strategy and quality of life in chronic hemodialysis patients.

Prevention of clotting in hemodialysis (HD) is a concern, but tools to monitor anticoagulation strategies as well as data on bleeding and its impact on quality of life (QoL) are scant. In this prospective longitudinal observational study, bleeding tendency in 70 HD patients was scored with ISTH-BAT and HAS-BLED at week 0, 4, and 8. Patient's limbs were visually scored for bruises and hematomas, and Quality of Life (QoL) was assessed using EQ5D-3L and Visual Analogue Scale (VAS) questionnaires. At week 0, the used hemodialyzer was scanned in a micro-CT scanner to quantify the number of patent fibers. Bleeding scores were 0 [0; 1] and 3 [2; 4] for ISTH-BAT and HAS-BLED, and visual scoring showed 2 [0; 4] bruises/hematomas. QoL was 0.85 [0.77; 1.00] for EQ5D and 70 [60; 80] for VAS. Fiber patency was 81 [70; 90]%, but was not associated with anticoagulation dose (p = 0.103). Patients in the highest tertile of anticoagulation dose had a worse VAS score (p = 0.027), and patients identified as having bleeding tendency by ISTH also had a worse VAS score (p = 0.010). This supports our postulate that in maintenance HD patients the current personal anticoagulation dose regimens may be too high, leading to more mainly minor bleeding that may negatively impact health related quality of life.

The role and the composition of a liaison team to facilitate the transition of adolescents and young adults: an umbrella review.

Adolescents and young adults (AYAs) benefit from healthcare transition (HCT) programs. Despite the well-established literature reviewing HCT, a considerable heterogeneity exists on the involved healthcare professionals. This review aims to explore systematic reviews on the practices and recommendations on which disciplines of professionals should be involved in HCT. An umbrella review was performed using the MEDLINE, EMBASE, and Web of Science databases. To be eligible, systematic reviews had to report on the composition and/or the rationale of members of a transition team. Seventeen reviews were included in this systematic review. A healthcare professional that coordinates HCT was identified as a key caregiver in all reviews. Other reported members of a HCT team were nurses (75% of the reviews), social workers (44%), and peers/mentors (35%). The reported key responsibilities of a HCT team were to (i) manage communication, (ii) ensure continuity of care, and (iii) maintain contact with community services.  Conclusions: A team responsible for HCT should be active on the organizational, medical, and social levels. Key members of a HCT team vary little between diseases and included a coordinator, social worker, and nurse. A coordinating physician could facilitate transition in complex conditions. At all times, the condition and needs of the AYA should determine who should be involved as caregiver. What is Known: • The psychosocial needs of adolescents and young adults during healthcare transition are largely similar between chronic diseases. What is New: • Coordinators, nurses and social workers were the most involved, independent of the condition. • A liaison team should be active on organizational-, medical- and social-levels.

Detection and Scoring of Extracorporeal Circuit Clotting During Hemodialysis.

Maintaining patency of the extracorporeal hemodialysis (HD) circuit is a prerequisite to perform HD. Unfractionated heparin and low-molecular-weight heparins are the most used anticoagulants in maintenance HD, but their administration comes with a major trade-off of bleeding complications. This narrative review article discusses technical factors impacting on HD circuit patency, such as tubings, dialyzer membranes, priming practices, and treatment settings. Strategies for monitoring extracorporeal circuit clotting during and after treatment are also reviewed, as these are essential tools for optimizing anticoagulation.

Timing of dialysis in acute kidney injury using routinely collected data and dynamic treatment regimes.

BACKGROUND AND OBJECTIVES: Defining the optimal moment to start renal replacement therapy (RRT) in acute kidney injury (AKI) remains challenging. Multiple randomized controlled trials (RCTs) addressed this question whilst using absolute criteria such as pH or serum potassium. However, there is a need for identification of the most optimal cut-offs of these criteria. We conducted a causal analysis on routinely collected data (RCD) to compare the impact of different pre-specified dynamic treatment regimes (DTRs) for RRT initiation based on time-updated levels of potassium, pH, and urinary output on 30-day ICU mortality. DESIGN, SETTING, PARTICIPANTS, AND MEASUREMENTS: Patients in the ICU of Ghent University Hospital were included at the time they met KDIGO-AKI-stage ≥ 2. We applied inverse-probability-of-censoring-weighted Aalen-Johansen estimators to evaluate 30-day survival under 81 DTRs prescribing RRT initiation under different thresholds of potassium, pH, or persisting oliguria. RESULTS: Out of 13,403 eligible patients (60.8 ± 16.8 years, SOFA 7.0 ± 4.1), 5622 (63.4 ± 15.3 years, SOFA 8.2 ± 4.2) met KDIGO-AKI-stage ≥ 2. The DTR that delayed RRT until potassium ≥ 7 mmol/l, persisting oliguria for 24-36 h, and/or pH < 7.0 (non-oliguric) or < 7.2 (oliguric) despite maximal conservative treatment resulted in a reduced 30-day ICU mortality (from 12.7% [95% CI 11.9-13.6%] under current standard of care to 10.5% [95% CI 9.5-11.7%]; risk difference 2.2% [95% CI 1.3-3.8%]) with no increase in patients starting RRT (from 471 [95% CI 430-511] to 475 [95% CI 342-572]). The fivefold cross-validation benchmark for the optimal DTR resulted in 30-day ICU mortality of 10.7%. CONCLUSIONS: Our causal analysis of RCD to compare RRT initiation at different thresholds of refractory low pH, high potassium, and persisting oliguria identified a DTR that resulted in a decrease in 30-day ICU mortality without increase in number of RRTs. Our results suggest that the current criteria to start RRT as implemented in most RCTs may be suboptimal. However, as our analysis is hypothesis generating, this optimal DTR should ideally be validated in a multicentric RCT.

Explainability in medicine in an era of AI-based clinical decision support systems.

The combination of "Big Data" and Artificial Intelligence (AI) is frequently promoted as having the potential to deliver valuable health benefits when applied to medical decision-making. However, the responsible adoption of AI-based clinical decision support systems faces several challenges at both the individual and societal level. One of the features that has given rise to particular concern is the issue of explainability, since, if the way an algorithm arrived at a particular output is not known (or knowable) to a physician, this may lead to multiple challenges, including an inability to evaluate the merits of the output. This "opacity" problem has led to questions about whether physicians are justified in relying on the algorithmic output, with some scholars insisting on the centrality of explainability, while others see no reason to require of AI that which is not required of physicians. We consider that there is merit in both views but find that greater nuance is necessary in order to elucidate the underlying function of explainability in clinical practice and, therefore, its relevance in the context of AI for clinical use. In this paper, we explore explainability by examining what it requires in clinical medicine and draw a distinction between the function of explainability for the current patient versus the future patient. This distinction has implications for what explainability requires in the short and long term. We highlight the role of transparency in explainability, and identify semantic transparency as fundamental to the issue of explainability itself. We argue that, in day-to-day clinical practice, accuracy is sufficient as an "epistemic warrant" for clinical decision-making, and that the most compelling reason for requiring explainability in the sense of scientific or causal explanation is the potential for improving future care by building a more robust model of the world. We identify the goal of clinical decision-making as being to deliver the best possible outcome as often as possible, and find-that accuracy is sufficient justification for intervention for today's patient, as long as efforts to uncover scientific explanations continue to improve healthcare for future patients.

Digital pills for the remote monitoring of medication intake: a stakeholder analysis and assessment of marketing approval and patent granting policies.

This article explores whether 'digital pills' that track medication intake should be used to enhance adherence. We concentrate on psychiatric conditions since these pose unique challenges. We analyze two public policies that potentially encourage the development of systems for remote monitoring of intake, namely the granting of patents and marketing authorization, and identify key stakeholders and their main interests so as to discuss whether these policies provide disproportionate benefits to some. The stakeholders identified are patients, system providers, drug manufacturers, insurers or healthcare systems, physicians, data users, and society at large. We discuss relevant industry reports, regulatory data, patent documents, and academic literature, and argue that there is concern that the drivers for these tracking systems are revenue and the monitoring of 'compliance' rather than 'adherence'. While accepting that the use of these systems can be justified in some circumstances, in our view these systems pose risks to patient autonomy, Shared Decision-Making, and privacy. We also find that policies on granting patents and marketing authorization overly favor the commercial actors and put patients' interests at risk. Accordingly, we propose that additional safeguards are required.

Kidney transplantation during mass disasters - from COVID-19 to other catastrophes A Consensus Statement by the DESCARTES Working Group and Ethics Committee of the ERA.

Mass disasters are characterized by a disparity between health care demand and supply, which hampers complex therapies like kidney transplantation. Considering scarcity of publications on previous disasters, we reviewed transplantation practice during the recent COVID-19 pandemic, and dwelled upon this experience for guiding transplantation strategies in the future pandemic and non-pandemic catastrophes. We strongly suggest continuing transplantation programs during mass disasters, if medical and logistic operational circumstances are appropriate. Postponing transplantations from living donors and referral of urgent cases to safe regions or hospitals are justified. Specific preventative measures in anticipated disasters (such as vaccination programs during pandemics or evacuation in case of hurricanes or wars) may be useful to minimize risks. Immunosuppressive therapies should consider stratifying risk status and avoiding heavy immune suppression in patients with a low probability of therapeutic success. Discharging patients at the earliest convenience is justified during pandemics, whereas delaying discharge is reasonable in other disasters, if infrastructural damage results in unhygienic living environments for the patients. In the outpatient setting, telemedicine is a useful approach to reduce the patient load to hospitals, to minimize the risk of nosocomial transmission in pandemics and the need for transport in destructive disasters. If it comes down to save as many lives as possible, some ethical principles may vary in function of disaster circumstances, but elementary ethical rules are non-negotiable. Patient education is essential to minimize disaster-related complications and to allow for an efficient use of health care resources.