4 research outputs found

    Machine Learning and Big Data for Neuro-Diagnostics: Opportunities and Challenges for Clinical Translation

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    In this report, we examine some developments in neurodiagnostics that make use of machine learning and other algorithms, with a particular focus on the potentials and challenges for clinical translation. As the ultimate aim of development of diagnostic algorithms is for their use in the diagnosis and treatment of patients, we focus particularly on the possibilities and challenges of clinical translation. We draw attention to the challenges faced in relating probabilistic predictions derived from such algorithms to individualised clinical interventions, and we highlight the importance of trust in the relationships that enable clinical translation of technologies – trust between researchers, clinicians, patients, and regulators

    Handoffs in Hospitals: A review of the literature on information exchange while transferring patient responsibility or control

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    This document reviews the full collection of literature on hospital handoffs and is referenced by shorter publications. Researchers may see abstracts at http://www.connotea.org/user/signout . Access to the full text of the articles may be requested by contacting the authors.Background: In hospitals, handoffs are episodes in which control of, or responsibility for, a patient passes from one health professional to another, and in which important information about the patient is also exchanged. In view of the growing interest in improving handoff processes, and the need for guidance in arriving at standardized handoff procedures, a review of the research on handoffs is provided. Methods: The authors have attempted to identify all research treatments of hospital handoffs involving medical personnel published in English through July 2008. Results: Findings from the literature are organized into six themes: 1) The definition of 'handoff'; 2) The functions of handoffs; 3) The challenges and difficulties of handing off; 4) The costs and benefits of standardization; 5) Possible protocols for standardizing of handoffs; and 6) Questions needing answers, and methods of research. Conclusions: The large body of relevant literature shows handoff to be highly sensitive to variations in context, to be an activity that is essential for multiple important functions within a hospital that range far beyond patient safety, and to be subject to difficult tensions that necessarily attend efforts to standardize action within a highly differentiated hospital setting. In addition, there is little empirical evidence regarding the magnitude of the impact of handoff on patient safety and service quality, making the potential gains and complications from standardization uncertain.Robert Wood Johnson Foundationhttp://deepblue.lib.umich.edu/bitstream/2027.42/61498/1/Handoffs_in_Hospitals_Literature_Review_081014.pd
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