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Artificial Intelligence (AI) carries the potential for unprecedented disruption in radiology, with possible positive and negative consequences. The integration of AI in radiology holds the potential to revolutionize healthcare practices by advancing diagnosis, quantification, and management of multiple medical conditions. Nevertheless, the ever‑growing availability of AI tools in radiology highlights an increasing need to critically evaluate claims for its utility and to differentiate safe product offerings from potentially harmful, or fundamentally unhelpful ones. This multi‑society paper, presenting the views of Radiology Societies in the USA, Canada, Europe, Australia, and New Zealand, defines the potential practical problems and ethical issues surrounding the incorporation of AI into radiological practice. In addition to delineating the main points of concern that developers, regulators, and purchasers of AI tools should consider prior to their introduction into clinical practice, this statement also suggests methods to monitor their stability and safety in clinical use, and their suitability for possible autonomous function. This statement is intended to serve as a useful summary of the practical issues which should be considered by all parties involved in the development of radiology AI resources, and their implementation as clinical tools. [ABSTRACT FROM AUTHOR]

Little is known about the lived experience of the dyad following a fetal death and the impact on relationships. The purpose of this paper is to explore the dyadic relationship between partners, with health care providers, and with the baby's memory after birth. This qualitative study utilized hermeneutic phenomenology. The sample included 10 heterosexual dyads from the United States and Canada. All experienced a fetal death between 6 months and 7 years prior to their interviews. The data revealed three themes: (a) The Dyad Relationship: Moving Through the Experience Together; (b) Keeping the Memory Alive: Memorializing the Baby; and (c) Relationships With Health Care Providers: A Spectrum of Caring. The findings from this study provide the beginning knowledge needed to improve the care of dyads who have experienced a fetal death and for future studies to improve care delivery for dyads as their relationships change after fetal death. [ABSTRACT FROM AUTHOR]

Annual turnover of home care workers represents a huge loss of revenue and is a key source of inefficiency in the home health care industry. In this article, we propose a data-driven approach to monitor employee churn and to capture the evolution of employee intent to leave. Unlike most papers in the literature, we use machine learning techniques to analyze over 2 million visits in the US, Canada, and Australia between 2016 and 2019. Results show that the gap between the number of hours worked and in the contract is the most important factor to predict employee intent to leave, which means an employee should be given as many hours as requested in the contract to improve retention. Secondary results show that having diverse shift lengths and continuity in services and patients seem to be associated with less turnover. [ABSTRACT FROM AUTHOR]

Introduction: The prescribing of opioids has increased internationally in developed countries in recent decades within primary and secondary care. The majority of patients with chronic non-malignant pain (CNMP) are managed by their general practitioner (GP). Recent qualitative studies have examined the issue of opioid prescribing for CNMP from a GP viewpoint. The aim of this study is to identify and synthesise the qualitative literature describing the factors influencing the nature and extent of opioid prescribing by GPs for patients with CNMP in primary care. Methods: MEDLINE, Embase, PsycINFO, Cochrane Database, International Pharmaceutical Abstracts, Database of Abstracts of Reviews of Effects, CINAHL and Web of Science were systematically searched from January 1986 to February 2018. The full text of included articles was reviewed using the Critical Appraisal Skills Programme (CASP) tool for qualitative research. The papers were coded by two researchers and themes organised using Thematic Network Analysis. Themes were constructed in a hierarchical manner, basic themes informed organising themes which informed global themes. A theoretical model was derived using global themes to explain the interplay between factors influencing opioid prescribing decisions. Results: From 7020 records, 21 full text papers were assessed, and 13 studies included in the synthesis; 9 were from the United States, 3 from the United Kingdom and 1 from Canada. Four global themes emerged: suspicion, risk, agreement and encompassing systems level factors. These global themes are inter-related and capture the complex decision-making processes underlying opioid prescribing whereby the physician both consciously and unconsciously quantifies the risk–benefit relationship associated with initiating or continuing an opioid prescription. Conclusion: Recognising the inherent complexity of opioid prescribing and the limitations of healthcare systems is crucial to developing opioid stewardship strategies to combat the rise in opioid prescription morbidity and mortality. [ABSTRACT FROM AUTHOR]

This paper explores whether there has been a recent decline in helping behavior in the United States. In a lost letter experiment, 7,466 letters were 'lost' in 63 urban areas in the United States and Canada in 2001 and 2011. There has been a 10 percent decline in helping behavior in the United States, but not in Canada. Two arguments anticipate change in the level of help provided to strangers: the rise of new technologies, and neighborhood racial and ethnic diversity. Findings exclude increased privatism as a source for the decline in helping. In 2001 there was no variation in altruistic behavior based on neighborhood diversity. However, areas of the United States where the proportion of noncitizens increased since 2001 experienced reduced helping; the opposite was found in Canada. Possible explanations include changing attitudes toward noncitizens, and differences in public policy related to economic inequality, social inclusion, and the acceptance of multiculturalism. [ABSTRACT FROM AUTHOR]

Background: Speech and language therapists can improve the quality of life of people receiving palliative care through the management of communication and swallowing difficulties (dysphagia). However, their role in this domain is poorly defined and little is understood about the current international professional practice in this field. Aims: To examine how speech and language therapists perceive their role in the delivery of palliative care to clients, to discover current international speech and language therapist practices and to explore the similarities and differences in speech and language therapists’ practice in palliative care internationally. This will inform professional clinical guidelines and practice in this area.Design:Anonymous, non-experimental, cross-sectional survey design.Participants:Speech and language therapists working with adult and paediatric palliative care populations in Republic of Ireland, United Kingdom, United States, Canada, Australia and New Zealand where the speech and language therapist profession is well established. Method: Purposive and snowball sampling were used to recruit participants internationally using gatekeepers. An online survey was disseminated using Survey Monkey (http://www.surveymonkey.com). Results: A total of 322 speech and language therapists responded to the survey. Speech and language therapist practices in palliative care were similar across continents. Current speech and language therapist practices along with barriers and facilitators to practice were identified. The need for a speech and language therapist professional position paper on this topic was emphasised by respondents. Conclusion: Internationally, speech and language therapists believe they have a role in palliative care. The speech and language therapist respondents highlighted that this area of practice is under-resourced, under-acknowledged and poorly developed. They highlighted the need for additional research as well as specialist training and education for speech and language therapists and other multidisciplinary team members in the area of palliative care. [ABSTRACT FROM AUTHOR]