人工智能及其在法医核型分析中的作用:系统回顾

Sachin Kumar Tripathi, Khyati Rao, Rajiv Ratan Singh, Pradeep kumar Yadav
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摘要

导言:法医核型分析是法医调查和基因研究中最重要的环节之一,它涉及分析一个人的染色体,以发现基因异常并确定身份。人工智能(AI)技术的发展为法医核型分析程序的改进和自动化提供了机会。本研究探讨了人工智能(AI)在法医核型分析中可能存在的优势和困难。在法医学中,法医核型分析对于准确解释用于法律和调查过程的基因数据至关重要。它可以提供有关遗传问题(如染色体异常或突变)的有用细节,有助于个人身份鉴定、亲子鉴定或在刑事调查中提供证据。目的:对人工智能在法医核型分析中的应用进行总体回顾,评估其可能的优势,并解决任何相关问题。通过了解人工智能在这一领域的前景和局限性,我们可以为人工智能与法医从业人员的有效结合创造条件:我们在开始调查时进行了一次数据库搜索,共搜索到 582 份文件。除去重复的记录后,还剩下 216 条唯一记录。由于下载问题,随后又删除了 232 条。最后从评估的 134 篇全文论文(n=134)中选取了 31 篇研究样本,其中 103 篇因质量问题被剔除:在法医核型分析中使用人工智能(AI)有几个优点,包括自动染色体分析、更快地发现异常和提高统一性。要想成功应用,必须解决缺乏标记数据集和伦理问题等挑战:通过提高生产力、精确度和统一性,人工智能有可能改变法医核型分析。虽然存在障碍,但多个领域之间的持续研究与合作可能会帮助您克服这些障碍。在法医核型分析中合理、合乎道德地使用人工智能将改善法医调查,促进遗传学研究,并扩大遗传学在法律系统中的应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Artificial Intelligence and its Role in Forensic Karyotyping: A Systematic Review
Introduction: One of the most important aspects of forensic investigations and genetic research is forensickaryotyping, which involves analyzing a person’s chromosomes to find genetic anomalies and establishidentification. The development of artificial intelligence (AI) technology offers a chance to improve and automate the forensic karyotyping procedure. This study examines the possible advantages and difficulties of artificial intelligence (AI) in forensic karyotyping. In forensic science, forensic karyotyping is essential for providing an accurate interpretation of genetic data for use in legal and investigative processes. It can offer  useful details regarding genetic problems, such as chromosomal abnormalities or mutations, which can help with personal identification, paternity determination, or supplying proof in criminal investigations.Aim: To give a general review of how artificial intelligence is used in forensic karyotyping, evaluate its possible advantages, and address any relevant issues. By being aware of Artificial Intelligence’s promise and limitations in this field, we may set the stage for its efficient integration into forensic practitioner.Methods: A database search we did to start the inquiry turned up 582 documents. There were 216 unique records left after duplicates were eliminated. 232 items were subsequently eliminated as a result of download problems. A final sample of 31 research was chosen from the 134 full-text papers that were evaluated (n=134), with 103 being eliminated owing to quality issues.Result: The use of artificial intelligence (AI) in forensic karyotyping has several advantages, including automated chromosomal analysis, quicker abnormality discovery, and increased uniformity. For a successful application, challenges such as a lack of labelled datasets and ethical issues must be resolved.Concussion: By increasing productivity, precision, and uniformity, artificial intelligence has the potential totransform forensic karyotyping. While there are obstacles, continued study and cooperation amongst several fields might help you get through them. The ethical and appropriate use of AI in forensic karyotyping will improve forensic investigations, boost genetic research, and expand the use of genetics in the legal system.
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