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DataSHIELD: resolving a conflict in contemporary bioscience—performing a pooled analysis of individual-level data without sharing the data

机译:DataSHIELD:解决当代生物科学中的冲突-在不共享数据的情况下对个人数据进行汇总分析

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摘要

Background Contemporary bioscience sometimes demands vast sample sizes and there is often then no choice but to synthesize data across several studies and to undertake an appropriate pooled analysis. This same need is also faced in health-services and socio-economic research. When a pooled analysis is required, analytic efficiency and flexibility are often best served by combining the individual-level data from all sources and analysing them as a single large data set. But ethico-legal constraints, including the wording of consent forms and privacy legislation, often prohibit or discourage the sharing of individual-level data, particularly across national or other jurisdictional boundaries. This leads to a fundamental conflict in competing public goods: individual-level analysis is desirable from a scientific perspective, but is prevented by ethico-legal considerations that are entirely valid.
机译:背景技术当代生物科学有时需要庞大的样本量,因此通常只有别的选择,才能合成多个研究的数据并进行适当的汇总分析。卫生服务和社会经济研究也面临同样的需求。当需要汇总分析时,通常可以通过组合来自所有来源的单个级别的数据并将它们作为单个大数据集进行分析来最好地提高分析效率和灵活性。但是,包括同意书的措辞和隐私权立法在内的道德与法律约束通常会禁止或阻止个人数据的共享,尤其是在国家或其他管辖范围内。这导致了竞争公共产品的根本冲突:从科学的角度出发,个人水平的分析是可取的,但出于完全合法的伦理法律考虑而被阻止。

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