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高级实践护理管理中的 CAR-T 细胞治疗:用统计学与大语言模型方法凸显关键问题

英文原题:CAR-T cell therapy in advanced practice nursing management. A Statistical and Large Language Model approach to highlight critical issues.

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CAR-T cell therapy in advanced practice nursing management. A Statistical and Large Language Model approach to highlight critical issues.

PubMed 2026/09/01(内容时间) J Oncol Pharm Pract Q4 · IF 1.3(JCR 2025)

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中文摘要

收集护士对接受 CAR-T 细胞治疗患者血液学管理护理的认知。采用统计分析和大语言模型(LLMs)相结合的方法处理开放式问卷,以分析和解读开放式问卷回答,重点关注 CAR-T 细胞输注后患者管理中的关键问题。 设计:基于问卷的观察性调查研究。

我们通过描述性统计方法分析数据,并使用生成式人工智能总结四个开放式问题的回答。

共有 89 名意大利肿瘤科护士参与了本研究。基于一个免费可用的大语言模型程序,对开放式回答进行半自动分析,使我们能够识别并总结专业人员就 CAR-T 细胞输注后患者管理中的关键问题所表达的主要关切。

通过有针对性地改进人员配置、培训和资源分配来解决所突出的问题,可显著改善患者结局和护理质量。

展开英文摘要原文

AimTo gather nurses' perceptions nursing hematologic management on patients undergoing CAR-T cell therapy. A combined approach using statistical analysis and Large Language Model for open-ended questionnaire processing (LLMs) was adopted to analyze and interpret open-ended questionnaire responses, focusing on the critical issues in managing patients' post-CAR T-cell therapy infusion. DesignObservational questionnaire-based survey study. MethodsWe analyzed data through descriptive statistical methods and used generative artificial intelligence to summarize four open-ended answers.

ResultsA total of 89 Italian oncology nurses participated in the present study. The semiautomatic analysis of the open-ended responses, using a procedure based on a freely available large language model, allowed us to identify and summarize the main concerns expressed by the professionals regarding the critical issues in managing post-CAR T-cell infusion patients. ConclusionsAddressing the highlighted issues through targeted improvements in staffing, training, and resource allocation could significantly enhance patient outcomes and care quality.

论文信息

作者
Vitale E、Conte L、Nepoti G、Munaretto C、De Nunzio G、Vaccaro A
第一作者单位
Healthcare Directions, ASL Bari, Bari, Italy.Italy
通讯作者单位
Ematologia, IRCCS Policlinico Universitario Fondazione Agostino Gemelli, Rome, Italy.Italy
期刊
Journal of oncology pharmacy practice : official publication of the International Society of Oncology Pharmacy Practitioners2026 Sep 1
原文标识
PubMed 42678679 · DOI 10.1177/10781552261482046