A systematic review of algorithm aversion in augmented decision making

Despite abundant literature theorizing societal implications of algorithmic decision making, relatively little is known about the conditions that lead to the acceptance or rejection of algorithmically generated insights by individual users of decision aids. More specifically, recent findings of algorithm aversion—the reluctance of human forecasters to use superior but imperfect algorithms—raise questions about whether joint human-algorithm decision making is feasible in practice. In this paper, we systematically review the topic of algorithm aversion as it appears in 61 peer-reviewed articles between 1950 and 2018 and follow its conceptual trail across disciplines. We categorize and report on the proposed causes and solutions of algorithm aversion in five themes: expectations and expertise, decision autonomy, incentivization, cognitive compatibility, and divergent rationalities. Although each of the presented themes addresses distinct features of an algorithmic decision aid, human users of the decision aid, and/or the decision making environment, apparent interdependencies are highlighted. We conclude that resolving algorithm aversion requires an updated research program with an emphasis on theory integration. We provide a number of empirical questions that can be immediately carried forth by the behavioral decision making community.     

Extensions and Mechanisms of Mindfulness‐based Cognitive Therapy: A Review of the Evidence

Mindfulness‐based cognitive therapy (MBCT) was originally developed to prevent depressive relapse and recurrence and has also been widely extended to new patient populations and target problems over the last 14 years. We provide a comprehensive review of this literature, examining the strength of the evidence base for specific populations and target problems and identifying questions for future research to address. Specifically, we review studies addressing the use of MBCT for depressive disorders (prevention of depressive relapse and treatment of residual and current depressive symptoms), the use of MBCT in the treatment or management of other mental disorders (bipolar disorder, anxiety disorders, mixed anxiety and depression symptoms, disordered eating, personality disorders, and psychosis), and the use of MBCT in behavioural medicine contexts. Additionally, we discuss the extension of MBCT during specific developmental periods, like childhood, pregnancy and post‐partum, and adult caregiving, and, finally, we address the use of MBCT among clinical health‐care providers. In the second section, we review hypothesised mechanisms of change in MBCT and reflect on implications for theories of how MBCT works in the application to various patient populations and target problems. We also consider research addressing active ingredients and what is known about the “dosage” of meditation practice. We conclude with a summary of recommendations for future research.     

医学伦理审查如何适应转化医学的要求

随着转化医学的兴起,医学伦理审查面临前所未有的机遇与挑战.如何使医学伦理审查工作更好地适应转化医学发展的需要,提高审查质量,成为亟需解决的问题.在分析当前我国医学伦理审查工作现状和主要问题的基础上,进一步探讨了可行的解决方法,如进一步明确和强化管理部门服务功能、保证伦理委员会成员多样性和重视伦理审查多视角、强化伦理委员会后续跟踪审查、规范伦理审查委员的培训与继续教育等,为我国医学伦理审查工作的规范化发展和医学伦理审查质量的进一步提高提供参考.     

山东省医疗机构医学伦理委员会运行现状调查

为了解山东省医疗机构医学伦理委员会的运行现状、人员构成和任免情况、伦理审核状况和运行情况,课题组对山东省17地市58家医疗机构进行了问卷调查.结果显示,成立医学伦理委员会的有27家,占46.55％,其中12家成立了多种类别的伦理委员会,且大部分成立时间较短.医院伦理委员会成员的总人数平均为19.89人,本单位成员占94.77％,96.30％的主任委员由行政领导兼任.调查发现,目前仍存在成员结构需完善、培训交流较欠缺、相关政策支持力度不够、伦理审核能力有待加强等问题.     

A systematic review of the literature on counselling and psychotherapy for the prevention of suicide: 2. Qualitative studies

Scope of review: The paper reports a meta‐synthesis of 13 qualitative studies of counselling and psychotherapy with people at risk of suicide. Publication time span: The studies considered were reported between 1997 and 2006. Publication origin: Seven studies were conducted in the UK, four in the USA, one in Canada, and one in Sweden. Findings: Themes in clients' and therapists' accounts of the process of counselling or psychotherapy were therapist qualities; therapy components; theoretical framework; and therapy techniques. Themes in their accounts of the effectiveness of counselling and psychotherapy were decrease in self‐destructive behaviour, and quality of life. Themes in clients' views of barriers to effective counselling or psychotherapy were therapist characteristics; therapy components; secrecy; and transferring to the real‐life situation. Secrecy was also identified as a barrier by therapists, as were responsibilities of the profession; training; and the nature of suicide and self‐harm. Facilitators of successful counselling and psychotherapy as identified by clients were responsibility; support; and teaching therapy skills to family members, the latter also being identified by therapists.     

Treatment-resistant depression: A systematic review of systematic reviews

The objective of this research study was to assess pharmacological, somatic and/or psychological treatments in adults with a diagnosis of major depressive disorder who have not responded to at least one course of antidepressant medication. We conducted a systematic review to identify systematic scientific reviews and meta-analyses on treatment-resistant depression (TRD) published until February 2012. Of the sixty studies selected, sixteen met the inclusion criteria and were therefore included in the review. We considered eight main themes, including the definition of TRD, long-term results, and different treatment strategies, including so-called somatic therapies. Based on the review, the definition of TRD should be standardized in order to achieve a shared conceptualization of this disorder. This would allow a better understanding among clinicians and researchers in the field, promoting a homogeneous research methodology and thus leading to more reliable and comparable results. This essential conceptual clarification would also have a positive impact on patients with TRD, their families, and social and health systems.     

A Systematic Review and Psychometric Evaluation of Adaptive Behavior Scales and Recommendations for Practice

Adaptive behavior scales are vital in assessing children and adolescents who experience a range of disabling conditions in school settings. This article presents the results of an evaluation of the design characteristics, norming, scale characteristics, reliability and validity evidence, and bias identification studies supporting 14 norm-referenced, informant-based interviews and rating scales designed to measure adaptive behaviors. To derive these results, the manuals for each of these scales were reviewed using a standardized coding procedure, and information about each scale was double-coded by reviewers. Findings reveal that several evidence-based adaptive behavior scales are available to school psychologists. Concluding recommendations address selection and use of adaptive behavior scales as part of a comprehensive assessment, using the optimal methods of administration of adaptive behavior scales, and interpreting resultant scores that have demonstrated the highest levels of reliability and the largest body of validity evidence.     

A Primer on Psychotherapy Process Research: A Review of Cognitive Therapy of Depression

Researchers conducting psychotherapy process research aim to understand the process by which efficacious psychotherapies achieve therapeutic benefits. A key challenge in this research is how to maximise what can be learned from naturalistic longitudinal data. We provide a selective overview of research examining the process of change in cognitive therapy of depression. While the efficacy of this treatment is widely recognised, a consensus regarding how the treatment reduces depressive symptoms and provides protection from relapse and recurrence has yet to be reached. We review the current state of the research addressing the process of change in cognitive therapy, highlighting how specific methodological features can be used to better understand the process by which this treatment achieves its effects. We highlight the importance of two key challenges to making causal inferences from a process–outcome relation: (a) establishing the temporal precedence of predictors to outcome variables, and (b) evaluating whether any relations identified could be spurious. We argue that methodologically rigorous studies tend to support key claims of the model underlying cognitive therapy of depression. We conclude by considering future directions. For example, we highlight the importance of efforts to understand patient characteristics that may moderate process–outcome relations and could ultimately prove useful in tailoring treatment to best suit individual patients.