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Surveys02:16

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Often, psychologists develop surveys as a means of gathering data. Surveys are lists of questions to be answered by research participants, and can be delivered as paper-and-pencil questionnaires, administered electronically, or conducted verbally. Generally, the survey itself can be completed in a short time, and the ease of administering a survey makes it easy to collect data from a large number of people.
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Surveying is the art and science of mapping the earth's surface. It involves measuring distances, angles in horizontal or vertical directions, and levels to understand the shape and size of land features. Surveying techniques are essential for various tasks, such as identifying the levels of a land area with reference to a specific point, and mapping undulations and water bodies.There are two main types of surveying: plane surveys and geodetic surveys. Plane surveys assume the earth is flat,...
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Language is a unique communication system that uses words and systematic rules to organize and transmit information. Unlike other forms of communication, which may involve postures, movements, odors, or vocalizations, language relies on symbols and grammar. This makes human communication distinct from that of other species, who also communicate but do not use language in the same way humans do.
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The total of all possible kinds of energy present in a substance is called the internal energy (U), sometimes symbolized as E. Suppose a system with initial internal energy, Uinitial, undergoes a change in energy (transfer of work or heat), and the final internal energy of the system is Ufinal. Change in internal energy equals the difference between Ufinal and Uinitial.
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Errors and mistakes in surveying refer to inaccuracies in measurements and data recording. The errors are deviations from the actual value caused by human sensory limitations, equipment flaws, or environmental effects. These errors are typically unintentional and can result from the inherent imperfections in the instruments used, atmospheric conditions, or the observer’s inability to perceive exact measurements. On the other hand, mistakes are caused by the surveyor's lack of...
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Surveys are essential for marking property boundaries near water bodies. Different types of surveys are defined, each with its own function. Land surveys mark the property boundaries, while route surveys determine the position of properties on nearby highways. Topographic surveys create maps by capturing the three-dimensional features of the land. Hydrographic surveys focus on the shapes of underwater areas and the movement of streams through the properties. Mine surveys determine the relative...
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关于放射学大语言模型研究的报告准则:国际德尔菲专家调查

Jonathan Kottlors1, Andra-Iza Iuga1, Christian Bluethgen2

  • 1Institute of Diagnostic and Interventional Radiology, Faculty of Medicine and University Hospital Cologne, Kerpener Str 62, 50937, Cologne, Germany.

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概括

为了提高研究质量,制定了放射学大语言模型 (LLM) 的报告准则. FLAIR检查清单标准化了报告,以提高可重复性和临床使用.

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科学领域:

  • 放射学 放射学是一门学科.
  • 人工智能的人工智能
  • 医疗信息学 医疗信息学

背景情况:

  • 大型语言模型 (LLM) 显示了放射学在像图像分析和决策支持等任务中的巨大潜力.
  • 然而,在LLM研究中缺乏标准化的报告,这阻碍了其可复制性和临床应用.

研究的目的:

  • 为放射学领域的大型语言模型研究制定标准化报告准则.
  • 提高LLM研究领域的透明度,可复制性和临床适用性.

主要方法:

  • 进行了对57项放射学LLM研究的系统审查 (2023年5月至2024年3月).
  • 采用了包括系统审查和20名国际专家在内的德尔菲过程在内的两步过程.
  • 在6个关键类别中创建了一个32项检查清单,FLAIR (放射学LLM评估框架).

主要成果:

  • FLAIR检查清单包括32个项目,涵盖数据输入,提示,性能,伦理和实施.
  • 关键类别包括一般信息,提示/微调,绩效指标,伦理/透明度以及实施/风险.
  • 该清单旨在在放射学领域的各种LLM应用中标准化报告.

结论:

  • FLAIR检查清单提供了一个标准化的框架,用于报告放射学LLM研究.
  • 标准化报告将促进透明度,可复制性和可比性,促进临床翻译.
  • 采用FLAIR可以通过更可靠的AI驱动的放射学工具来增强患者护理.