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An Empirical Study on the Reflective Feedback Model Based on Pedagogical Agents to Improve Students’ Problem-Solving Ability 被引量:1
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作者 Hui-Lin Zhang Jun-Jie Yan +4 位作者 Jing Liu Zhuo-Cen Zou Qun-Fang Zeng Yu-Lu Jin Jian-Nan Wu 《教育技术与创新》 2025年第1期66-75,共10页
This study constructs a reflective feedback model based on a pedagogical agent(PA)and explores its impact on students’problem-solving ability and cognitive load.A quasi-experimental design was used in the study,with ... This study constructs a reflective feedback model based on a pedagogical agent(PA)and explores its impact on students’problem-solving ability and cognitive load.A quasi-experimental design was used in the study,with 84 students from a middle school selected as the research subjects(44 in the experimental group and 40 in the control group).The experimental group used the reflective feedback model,while the control group used the factual feedback model.The results show that,compared with factual feedback,the reflective feedback model based on the pedagogical agent significantly improves students’problem-solving ability,especially at the action and thinking levels.In addition,this model effectively reduces students’cognitive load,especially in terms of internal and external load. 展开更多
关键词 pedagogical agent problem-solving ability reflective feedback
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Parental cognitive ability effects on children’s logical reasoning ability:The mediating role of academic expectation and the family environment
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作者 Qing Wang Haiyan Xu Xuhuan Wang 《Journal of Psychology in Africa》 2025年第4期497-503,共7页
This study investigated the relationship between parental cognitive ability and child logical reasoning ability,and the role of academic expectation and family environment in that relationship.Based on the 2020 China ... This study investigated the relationship between parental cognitive ability and child logical reasoning ability,and the role of academic expectation and family environment in that relationship.Based on the 2020 China Family Panel Studies(CFPS)data,1491 children(girls ratio=53.78%;average grade=6.023 years,school grade standard deviation=1.825 years).Results following multiple regression model(OLS)show that the higher the parental cognitive ability,the higher the children’s logical reasoning ability.Secondly,parental academic expectation serves as a mediator between their cognitive ability and children’s logical reasoning ability for higher logical reasoning by children.Third,a possible family environment acts as a mediator in the relationship between parents’cognitive ability and children’s logical reasoning ability to be higher.We conclude from thesefindings that parents with high cognitive abilities can enhance their children’s logical reasoning skills not only by setting higher academic expectations,but also by cultivating a supportive family environment.Thesefindings imply a need for intervention to improve family quality of life to enhance children’s thinking abilities to optimize their academic learning. 展开更多
关键词 parental cognitive ability children’s logical reasoning ability academic expectation family environment intermediary role
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Impact of self-directed learning readiness and learning attitude on problem-solving ability among Chinese undergraduate nursing students
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作者 Ru-Zhen Luo Xiao-Hong Zhang +1 位作者 Chun-Mei Zhang Yan-Hui Liu 《Frontiers of Nursing》 CAS 2019年第2期143-150,共8页
Objective: To explore the effects of self-directed learning readiness and learning attitude on problem-solving ability among Chinese undergraduate nursing students. Methods: A convenience sampling of 460 undergraduate... Objective: To explore the effects of self-directed learning readiness and learning attitude on problem-solving ability among Chinese undergraduate nursing students. Methods: A convenience sampling of 460 undergraduate nursing students was surveyed in Tianjin, China. Students who participated in the study completed a questionnaire that included social demographic questionnaire, Self-directed Learning Readiness Scale, Attitude to Learning Scale, and Social Problem-Solving Inventory. Pearson’s correlation analysis was performed to test the correlations among problem-solving ability, self-directed learning readiness, and learning attitude. Hierarchical linear regression analyses were performed to explore the mediating role of learning attitude. Results: The results showed that learning attitude (r=0.338, P<0.01) and self-directed learning readiness (r=0.493, P<0.01) were positively correlated with problem-solving ability. Learning attitude played a partial intermediary role between self-directed learning readiness and problem-solving ability (F=74.227, P<0.01). Conclusions: It is concluded that nursing educators should pay attention on students’ individual differences and take proper actions to inspire students’ self-directed learning readiness and learning attitude. 展开更多
关键词 UNDERGRADUATE NURSING students self-directed LEARNING READINESS LEARNING ATTITUDE problem-solving ability China
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Role of academic self-efficacy in the relationship between self-directed learning readiness and problem-solving ability among nursing students
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作者 Xiao-Hong Zhang Li-Na Meng +4 位作者 Hui-Hui Liu Ru-Zhen Luo Chun-Mei Zhang Pei-Pei Zhang Yan-Hui Liu 《Frontiers of Nursing》 CAS 2018年第1期75-81,共7页
Objective: Problem-solving should be a fundamental component of nursing education because It is a core ability for professional nurses. For more effective learning, nursing students must understand the relationship be... Objective: Problem-solving should be a fundamental component of nursing education because It is a core ability for professional nurses. For more effective learning, nursing students must understand the relationship between self-directed learning readiness and problem-solving ability. The aim of this study was to investigate the relationships among self-directed learning readiness, problemsolving ability, and academic self-efficacy among undergraduate nursing students.Methods: From November to December 2016, research was conducted among 500 nursing undergraduate students in Tianjin, China,using a self-directed learning readiness scale, an academic self-efficacy scale, a questionnaire related to problem-solving, and selfdesigned demographics. The response rate was 85.8%.Results: For Chinese nursing students, self-directed learning readiness and academic self-efficacy reached a medium-to-high level,while problem-solving abilities were at a low level. There were significant positive correlations among the students' self-directed learning readiness, academic self-efficacy, and problem-solving ability. Furthermore, academic self-efficacy demonstrated a mediating effect on the relationship between the students' self-directed learning readiness and problem-solving ability.Conclusions: To enhance students' problem-solving ability, nursing educators should pay more attention to the positive impact of self-directed learning readiness and self-efficacy in nursing students' education. 展开更多
关键词 self-directed learning readiness problem-solving ability academic self-efficacy nursing undergraduates nursing students cross-sectional survey
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Creative Problem-Solving and Music: Analyzing the Correlation between Music and Divergent Thinking Abilities
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作者 Aidan Kang 《Journal of Behavioral and Brain Science》 2023年第11期199-205,共7页
This research paper delves into the connection, between problem-solving and music. It’s a topic that has piqued the interest of scholars in fields, including science and neuroscience. The study explores how music can... This research paper delves into the connection, between problem-solving and music. It’s a topic that has piqued the interest of scholars in fields, including science and neuroscience. The study explores how music can influence our ability to think divergently which is an aspect of creative thinking. It builds upon advancements in methods to investigate the relationship between music and divergent thinking aiming to uncover potential correlations. Doing it offers insights into the interplay between artistic expression and cognitive innovation. This research combines an analysis of existing literature with data collected from a group of participants shedding light on how music impacts our capacity for creative thinking. It demonstrates that music plays a role as a catalyst, for stimulating and enhancing thinking abilities. 展开更多
关键词 DREAM COGNITIVE Creative problem-solving Divergent Thinking abilities
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初中数学教师支持学生推理的教学行为特征研究——基于修订的TMSSR框架的几何命题课例分析
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作者 黄贤明 宋西泠 李亚琼 《数学教育学报》 北大核心 2026年第1期22-27,共6页
推理能力作为数学教育目标之一,对学生数学思维品质及数学素养发展等有重要意义.几何命题教学是培养学生推理能力的重要载体.为探究初中数学教师在支持学生推理方面的教学行为特征与潜在的教师集群,采用修订的TMSSR框架对50节“三角形... 推理能力作为数学教育目标之一,对学生数学思维品质及数学素养发展等有重要意义.几何命题教学是培养学生推理能力的重要载体.为探究初中数学教师在支持学生推理方面的教学行为特征与潜在的教师集群,采用修订的TMSSR框架对50节“三角形的中位线”课堂实录视频展开统计分析.研究发现:初中数学教师支持学生推理的教学行为多为低水平行为,“越俎代庖”式课堂仍旧普遍存在,进而通过聚类分析发现存在均衡型、高促进学生推理型、低回应学生推理型和高拓展学生推理型这4类初中数学教师集群,其各具特点,对学生推理能力的发展产生着积极或消极的影响. 展开更多
关键词 修订的TMSSR框架 推理能力 命题教学 课例分析
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标准化合理行为替代式护理模式在老年前列腺增生患者术后康复中的应用
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作者 蔡婕 《中国标准化》 2026年第4期315-318,327,共5页
目的:研究标准化合理行为替代式护理模式在老年前列腺增生患者术后康复中的应用价值。方法:选取2023年1月至2025年6月蚌埠医科大学第二附属医院收治的50例患者,用随机数表法分2组,对照组沿用常规护理,观察组采取标准化合理行为替代式护... 目的:研究标准化合理行为替代式护理模式在老年前列腺增生患者术后康复中的应用价值。方法:选取2023年1月至2025年6月蚌埠医科大学第二附属医院收治的50例患者,用随机数表法分2组,对照组沿用常规护理,观察组采取标准化合理行为替代式护理模式,对比术后康复时间、疼痛感、焦虑情绪、自护能力和遵医行为的评估结果。结果:观察组留置尿管、下床活动、恢复进食的时间指标均短于对照组(P<0.05);观察组VAS、SAS评分均较对照组降低(P<0.05);观察组ESCA、遵医行为评分均高于对照组(P<0.05)。结论:在老年前列腺增生患者术后康复中应用标准化合理行为替代式护理模式更有助于加快老年患者的康复速度,帮助老年患者提高自护能力和遵医行为,同时改善其不良情绪和疼痛感,具有较高临床价值。 展开更多
关键词 标准化合理行为替代式护理模式 老年前列腺增生 术后康复 自护能力
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DeepSeek-R1 outperforms Gemini 2.0 Pro,OpenAI o1,and o3-mini in bilingual complex ophthalmology reasoning 被引量:4
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作者 Pusheng Xu Yue Wu +3 位作者 Kai Jin Xiaolan Chen Mingguang He Danli Shi 《Advances in Ophthalmology Practice and Research》 2025年第3期189-195,共7页
Purpose To evaluate the accuracy and reasoning ability of DeepSeek-R1 and three recently released large language models(LLMs)in bilingual complex ophthalmology cases.Methods A total of 130 multiple-choice questions(MC... Purpose To evaluate the accuracy and reasoning ability of DeepSeek-R1 and three recently released large language models(LLMs)in bilingual complex ophthalmology cases.Methods A total of 130 multiple-choice questions(MCQs)related to diagnosis(n=39)and management(n=91)were collected from the Chinese ophthalmology senior professional title examination and categorized into six topics.These MCQs were translated into English.Responses from DeepSeek-R1,Gemini 2.0 Pro,OpenAI o1 and o3-mini were generated under default configurations between February 15 and February 20,2025.Accuracy was calculated as the proportion of correctly answered questions,with omissions and extra answers considered incorrect.Reasoning ability was evaluated through analyzing reasoning logic and the causes of reasoning errors.Results DeepSeek-R1 demonstrated the highest overall accuracy,achieving 0.862 in Chinese MCQs and 0.808 in English MCQs.Gemini 2.0 Pro,OpenAI o1,and OpenAI o3-mini attained accuracies of 0.715,0.685,and 0.692 in Chinese MCQs(all P<0.001 compared with DeepSeek-R1),and 0.746(P=0.115),0.723(P=0.027),and 0.577(P<0.001)in English MCQs,respectively.DeepSeek-R1 achieved the highest accuracy across five topics in both Chinese and English MCQs.It also excelled in management questions conducted in Chinese(all P<0.05).Reasoning ability analysis showed that the four LLMs shared similar reasoning logic.Ignoring key positive history,ignoring key positive signs,misinterpretation of medical data,and overuse of non–first-line interventions were the most common causes of reasoning errors.Conclusions DeepSeek-R1 demonstrated superior performance in bilingual complex ophthalmology reasoning tasks than three state-of-the-art LLMs.These findings highlight the potential of advanced LLMs to assist in clinical decision-making and suggest a framework for evaluating reasoning capabilities. 展开更多
关键词 Large language models DeepSeek GEMINI OpenAI Clinical decision support reasoning ability Ophthalmology professional examination
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转识成智:何以及如何可能——基于康德“三大批判”的回答 被引量:1
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作者 甘思荣 《教育理论与实践》 北大核心 2025年第19期3-11,共9页
在康德的“三大批判”中,《纯粹理性批判》是对人的先验认知能力的批判考察,《实践理性批判》是对人的先验意志欲求能力的批判考察,《判断力批判》是对人的先验审美能力的批判考察。从转识成智的视角来解读“三大批判”,批判哲学实际上... 在康德的“三大批判”中,《纯粹理性批判》是对人的先验认知能力的批判考察,《实践理性批判》是对人的先验意志欲求能力的批判考察,《判断力批判》是对人的先验审美能力的批判考察。从转识成智的视角来解读“三大批判”,批判哲学实际上回答了转识成智何以及如何可能的问题。按照批判哲学的理论逻辑,转识成智何以可能,是因为人有先验的理性认知能力、先验的意志欲求能力、先验的审美判断能力;转识成智如何可能,是因为有知识为转识成智提供前提和基础、有道德为转识成智提供社会保障、有审美为转识成智提供目标指向。批判哲学中这一独特的转识成智思想,启示当下转识成智的智慧教育实践在具体操作上应当提升学生的认知能力,形塑学生的德性品格,点化学生做“审美的人”。 展开更多
关键词 转识成智 康德 《纯粹理性批判》 《实践理性批判》 《判断力批判》 理性认知能力 意志欲求能力 审美判断能力
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快速循环刻意练习提升高职护生临床推理能力的教学实践研究--以健康评估课程为例 被引量:1
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作者 刘慧 张瑞霞 +2 位作者 景孟娟 张慧 马丽 《卫生职业教育》 2025年第12期78-82,共5页
目的探讨在健康评估实训教学中引入快速循环刻意练习方法对提升高职护生临床推理能力的影响。方法以某高职院校护理学专业二年级学生为研究对象,随机分为试验组和对照组,对照组采用传统实训教学模式,试验组采用快速循环刻意练习实训教... 目的探讨在健康评估实训教学中引入快速循环刻意练习方法对提升高职护生临床推理能力的影响。方法以某高职院校护理学专业二年级学生为研究对象,随机分为试验组和对照组,对照组采用传统实训教学模式,试验组采用快速循环刻意练习实训教学模式。教学后,比较两组护生的健康评估实训考核成绩、临床推理能力、教学满意度,并采用内容分析法分析试验组的实训反思报告。结果教学后试验组护生健康评估技能考核成绩和临床推理能力得分均高于对照组(P<0.05),试验组护生教学满意度明显高于对照组(P<0.05)。从试验组实训反思报告中提炼出两个主题:螺旋递进的评估技能学习和多维缜密的临床推理能力形成。结论在健康评估实训教学中采用快速循环刻意练习可提高高职护生的评估技能和临床推理能力,提高实训教学满意度。 展开更多
关键词 高职护生 健康评估 快速循环刻意练习 临床推理能力
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新课标下初中生CPFS结构与代数推理能力的相关性研究
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作者 李诗 王薇 +1 位作者 刘兵 彭艳贵 《鞍山师范学院学报》 2025年第4期71-76,共6页
依据《义务教育数学课程标准(2022年版)》的评价要求,以鞍山市两所中学九年级学生为研究对象,采用CPFS结构与代数推理能力测评工具开展实证研究.结果表明:九年级学生CPFS结构整体处于中等偏下水平,城乡校际差异显著,等价推理与概念图构... 依据《义务教育数学课程标准(2022年版)》的评价要求,以鞍山市两所中学九年级学生为研究对象,采用CPFS结构与代数推理能力测评工具开展实证研究.结果表明:九年级学生CPFS结构整体处于中等偏下水平,城乡校际差异显著,等价推理与概念图构建能力薄弱;代数推理能力呈中等偏下水平,函数模块与论证环节存在不足;Pearson相关性分析显示个体CPFS结构与代数推理能力呈显著正相关;回归方程证实CPFS结构对代数推理能力具有预测效应.基于此,提出了核心素养导向的教学优化路径. 展开更多
关键词 CPFS结构 代数推理能力 相关性
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职前物理教师科学推理能力表现和影响路径研究
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作者 王晶莹 郭建军 +2 位作者 欧阳袁媛 蔡天悦 高守宝 《教学研究》 2025年第6期11-19,共9页
职前教师科学推理能力培养是全球科学教育改革的关键目标。通过科学推理测试、问卷调查收集职前物理教师数据,经文献综述构建科学推理综合评价框架,再借路径分析探讨能力形成的潜在机制。结果显示,职前物理教师整体科学推理能力有待提升... 职前教师科学推理能力培养是全球科学教育改革的关键目标。通过科学推理测试、问卷调查收集职前物理教师数据,经文献综述构建科学推理综合评价框架,再借路径分析探讨能力形成的潜在机制。结果显示,职前物理教师整体科学推理能力有待提升,解释数据与得出结论能力尤为薄弱;机制方面,教师教学方式通过激发学习行为、塑造学习品质间接促进推理能力发展,而学习品质是行为与能力间的关键中介。高校应重视科学推理能力的系统性培养,以引导性教学激发学习行为,优化教学评价促进品质升格,转变课程思路嵌入深度加工机制,助力学生从行为参与到认知建构的跃迁。 展开更多
关键词 职前教师 科学推理能力 RASCH模型 路径分析
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Research on Talent Cultivation in Advanced Mathematics Education Through Artificial Intelligence
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作者 Zhongyan Li Mingyang Li 《Journal of Contemporary Educational Research》 2025年第4期1-7,共7页
In recent years,the rapid development of artificial intelligence(AI)technology has been driving profound transformations in higher education.As a fundamental course in science and engineering disciplines,Advanced Math... In recent years,the rapid development of artificial intelligence(AI)technology has been driving profound transformations in higher education.As a fundamental course in science and engineering disciplines,Advanced Mathematics plays a crucial role in cultivating students’logical thinking and innovative capabilities.However,the current teaching models exhibit significant shortcomings in fostering students’ability to identify and solve problems,primarily reflected in the monotony of teaching content,the limitations of students’thinking,and the constraints of instructional methods.In response to these issues,this paper proposes an AI-based teaching approach for Advanced Mathematics.By utilizing scenario simulations to guide students in discovering problems and employing modeling tools to assist them in solving problems in real time,the study constructs a comprehensive teaching model that spans the entire process from problem identification to problem resolution.Research findings indicate that the application of AI technology can effectively enhance students’abilities in problem awareness,logical reasoning,and creative thinking.This study provides both theoretical support and practical reference for the reform of Advanced Mathematics education and the innovation of higher-level talent cultivation models. 展开更多
关键词 Artificial intelligence Advanced Mathematics teaching problem-solving ability cultivation Innovation in teaching models
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语用学视角下ChatGPT的中文常识推理能力评估
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作者 陈双双 《西安外国语大学学报》 北大核心 2025年第3期8-13,共6页
本研究旨在拓展新格莱斯语用回指理论在大语言模型中的应用,以威诺格拉德模式挑战的中文改编版作为测试集,评估了Chat GPT的常识推理能力。定量结果表明,Chat GPT的中文常识推理能力已接近人类水平;但定性分析揭示,它在处理涉及逻辑语... 本研究旨在拓展新格莱斯语用回指理论在大语言模型中的应用,以威诺格拉德模式挑战的中文改编版作为测试集,评估了Chat GPT的常识推理能力。定量结果表明,Chat GPT的中文常识推理能力已接近人类水平;但定性分析揭示,它在处理涉及逻辑语义关系和多种常识类型的复杂推理任务时存在局限性。大模型常识推理失败的原因在于缺乏动态的语用推理能力,过度依赖句法语义规则的静态预设,未能充分整合常识知识、语境因素和逻辑的连贯性进行推理。本研究为大语言模型在中文环境下的优化提供了语用学理论依据。 展开更多
关键词 大语言模型 常识推理能力 威诺格拉德模式挑战 新格莱斯语用回指理论
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数学教学中学生推理意识的培养策略刍探
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作者 黄璐 《成才之路》 2025年第24期65-68,共4页
在数学教学中培养学生的推理意识,不仅能增强学生的学习效果,而且有助于提升学生的综合素养。文章分析推理意识的内涵,探讨数学教学中学生推理意识培养存在的问题,并提出相应的策略,包括转变教学观念、充分利用教材、强化启发引导、丰... 在数学教学中培养学生的推理意识,不仅能增强学生的学习效果,而且有助于提升学生的综合素养。文章分析推理意识的内涵,探讨数学教学中学生推理意识培养存在的问题,并提出相应的策略,包括转变教学观念、充分利用教材、强化启发引导、丰富实践活动、完善评价体系和关注个体差异等,旨在帮助学生提高数学思维能力,为学生的学习和生活奠定坚实的基础。 展开更多
关键词 数学教学 推理意识 思维能力 科学评价 综合素养
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小学数学“问题串”教学实践研究——基于合情推理能力培养
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作者 张慧琴 《当代教研论丛》 2025年第10期38-41,共4页
合情推理能力是数学思维的核心组成,培养小学生合情推理能力是小学数学教育的重要目标。问题串教学为这一能力的有效培养提供了独特的途径。本文遵循目标性、递进性、知识关联性三大教学原则,提出了创设情境、分层推进、鼓励质疑与构建... 合情推理能力是数学思维的核心组成,培养小学生合情推理能力是小学数学教育的重要目标。问题串教学为这一能力的有效培养提供了独特的途径。本文遵循目标性、递进性、知识关联性三大教学原则,提出了创设情境、分层推进、鼓励质疑与构建知识链条等教学策略,旨在通过系统设计,引导学生完成从感知到理解、从模仿到创造的思维过程,从而优化其合情推理能力的发展路径,提升其数学核心素养。 展开更多
关键词 合情推理能力 小学数学 问题串教学
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基于数字化技术的口腔临床实习前强化培训体系构建及应用
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作者 王瑶 赵书平 +4 位作者 沙鸥 刘伟 刘芳 郑亨元 陈献雄 《中国医学教育技术》 2025年第5期652-657,共6页
目的构建基于数字化技术的口腔临床实习前强化培训体系,探讨其在提高学生临床实践能力和临床思辨能力方面的应用价值。方法以某医学院口腔医学专业本科生为研究对象,构建包含口腔基本检查、临床前模拟技能训练和临床思辨能力训练三个模... 目的构建基于数字化技术的口腔临床实习前强化培训体系,探讨其在提高学生临床实践能力和临床思辨能力方面的应用价值。方法以某医学院口腔医学专业本科生为研究对象,构建包含口腔基本检查、临床前模拟技能训练和临床思辨能力训练三个模块的强化培训体系。其中,临床前模拟技能训练采用过程评估系统、结果评估系统及虚拟仿真牙医培训机进行数字化训练;临床思辨能力训练采用口腔人工智能机器人和标准化病人进行混合式训练。通过即时评价和追踪评价评估培训效果。结果过程评估和结果评估系统显示:学生G.V.BlackⅡ类洞制备训练平均操作分值显著提高(P<0.01),根管预备训练中操作准确度、预备深度控制及轴向控制能力均显著提升(P<0.05);磨牙铸造金属全冠预备的边缘完整性与轴面预备均匀度的评分及合格率均显著增长(P<0.01),整体完成质量合格率提高约20%;特殊人群问诊能力提升13.63%(P=0.032);临床焦虑评分显著降低[从(6.82±1.24)分降至(4.73±0.92)分,P=0.006];85.00%的带教教师认为学生临床综合能力有明显提升。结论基于数字化技术的口腔临床实习前强化培训体系对提高学生的临床实践能力和临床思辨能力具有积极作用,为口腔医学教育改革提供了新的思路。 展开更多
关键词 口腔医学教育 临床实习前培训 数字化技术 临床思辨能力 标准化病人
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“三师协同”教学模式在小学数学推理中的应用研究——以雄安容西望泉小学二年级课例为例
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作者 王雪 张梦瑶 刘亚男 《“生活·实践”教育研究》 2025年第3期57-62,共6页
基于周洪宇“生活·实践”教育理念,以雄安容西望泉小学二年级《数学广角——推理》课例为研究对象,构建“大先生引导、小先生主讲、智慧先生赋能”的三师协同课堂。通过“三阶(知-行-创)、四级(个体-同桌-全班-拓展)、五维(知识-能... 基于周洪宇“生活·实践”教育理念,以雄安容西望泉小学二年级《数学广角——推理》课例为研究对象,构建“大先生引导、小先生主讲、智慧先生赋能”的三师协同课堂。通过“三阶(知-行-创)、四级(个体-同桌-全班-拓展)、五维(知识-能力-情感-态度-价值观)”框架整合绘本情境、雄安本土化元素与AI技术,实现数学推理能力与家国情怀的融合培育。实证表明该模式使课堂发言率提升167%,86%的学生掌握排除法,92%的学生增强了家乡认同感,为低年级数学教学改革提供可复制范式。 展开更多
关键词 “生活·实践”教育 三师协同 推理能力 本土化教学 小学数学
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基于电力大模型的检索增强推理能力提升方法
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作者 严润泽 《信息与电脑》 2025年第23期7-9,共3页
采用仅靠单一规则匹配的简单推理方式,只能获取片面且缺乏深度的故障关联信息,导致推理能力较低。为解决上述问题,文章提出了基于电力大模型的检索增强推理能力提升方法。实验表明,在少样本训练模式下,不同设备类型的推理完备性得分均达... 采用仅靠单一规则匹配的简单推理方式,只能获取片面且缺乏深度的故障关联信息,导致推理能力较低。为解决上述问题,文章提出了基于电力大模型的检索增强推理能力提升方法。实验表明,在少样本训练模式下,不同设备类型的推理完备性得分均达到80%及以上,且该研究方法的知识召回率中位数更高、四分位距更小、异常值数量更少,有效提升了电力大模型的推理能力。 展开更多
关键词 电力大模型 混合检索策略 检索增强 推理能力 知识图谱
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