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Using meta-analytic path analysis to examine mechanisms relating students’ perceived feedback, motivation, self-efficacy, and academic performance 利用元分析路径分析研究学生感知反馈、学习动机、自我效能感和学习成绩的相关机制
IF 1.7 4区 心理学 Q3 PSYCHOLOGY, BIOLOGICAL Pub Date : 2024-10-16 DOI: 10.1016/j.lmot.2024.102059
Bingxin Qi , Lin Ma , Xuantong Wang
This study investigates the complex relationships between students’ perceived feedback from formative assessments, self-efficacy, learning motivation, and academic performance in the context of self-regulated learning in the formal educational setting. While previous research has explored these factors individually, their combined impact and interrelationships remain unclear. This research aims to fill this gap by examining how feedback mechanisms influence students' self-efficacy and learning motivation, and how these factors collectively affect academic performance. This study employs a comprehensive meta-analysis and structural equation modeling with path models to reassess the impacts of these influential factors on academic achievement. Specifically, it aims to 1. examine the directional effects of perceived feedback on self-efficacy; 2. investigate the role of self-efficacy in mediating the relationship between feedback and learning motivation; and 3. assess the direct and indirect effects of feedback, self-efficacy, and learning motivation on academic performance. Data is collected from various educational contexts to ensure a broad representation of learners' experiences. The analysis also evaluates the viability of mean imputation for handling missing values in two-stage structural equation modeling. The findings show that feedback from formative assessments strongly predict academic success as it has both direct and indirect effects on performance. Self-efficacy and learning motivation also play a key role in explaining differences in academic outcomes. This study offers a clearer understanding of how feedback, self-efficacy, and motivation work together to influence academic results. These insights can help improve educational practices by guiding better strategies to optimize students' learning experiences and outcomes.
本研究以正规教育环境中的自我调节学习为背景,探讨了学生从形成性评价中感知到的反馈、自我效能感、学习动机和学习成绩之间的复杂关系。以往的研究对这些因素进行了单独探讨,但它们之间的综合影响和相互关系仍不清楚。本研究旨在通过考察反馈机制如何影响学生的自我效能感和学习动机,以及这些因素如何共同影响学习成绩来填补这一空白。本研究采用综合荟萃分析和结构方程模型与路径模型来重新评估这些影响因素对学业成绩的影响。具体来说,本研究旨在:1.研究感知反馈对自我效能感的定向影响;2.研究自我效能感在反馈和学习动机之间的中介作用;3.评估反馈、自我效能感和学习动机对学业成绩的直接和间接影响。数据收集自不同的教育环境,以确保学习者经历的广泛代表性。分析还评估了在两阶段结构方程模型中处理缺失值的平均估算方法的可行性。研究结果表明,形成性评价的反馈对学习成绩有直接和间接的影响,因此能有力地预测学习成绩。自我效能感和学习动机在解释学业成绩差异方面也起着关键作用。这项研究让我们更清楚地了解反馈、自我效能感和学习动机是如何共同影响学习成绩的。这些见解有助于改进教育实践,为优化学生的学习体验和学习成果提供更好的策略指导。
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引用次数: 0
“More is better”: Training multiple alternatives reduces resurgence "多多益善":培训多种替代品可减少死灰复燃
IF 1.7 4区 心理学 Q3 PSYCHOLOGY, BIOLOGICAL Pub Date : 2024-10-15 DOI: 10.1016/j.lmot.2024.102054
Julian C. Velasquez , Carlos J. Flores , L. Rebeca Mateos , Carlos J. de Anda , Camilo Hurtado-Parrado
Resurgence is the recurrence of previously extinguished behavior due to the worsening of current alternative conditions (Lattal et al., 2017). While some studies have suggested that expanded-operant treatments might reduce resurgence, inconsistent findings warrant further investigation. Mixed results could be explained by attending to the type of training, the similarities of response topography, or the rate of alternative reinforcement. We aimed to explore the effect of different trainings of multiple alternative responses on resurgence when all responses had a different topography. Following reinforcement of the target response (i.e., chain-pull), four groups of rats were exposed to different training procedures. For Single group, only one alternative behavior was reinforced (i.e., lever-press). For the Between-Conditions group, two alternative behaviors (i.e., lever-press and key-push) were reinforced, each one across separate conditions. For the Within-Session groups, two alternating alternative responses were reinforced each session with a rich or lean programmed rate of reinforcement. Once alternative reinforcement was removed, the Single group exhibited resurgence, while neither expanded-operant treatments groups showed resurgence. The results shed light on the effects of expanded-operant treatments as an approach to modulate resurgence. These findings might have implications in clinical settings for the design of successful behavioral interventions for the promotion of durable outcomes despite treatment challenges.
卷土重来是指由于当前替代条件的恶化而导致先前被熄灭的行为再次出现(Lattal 等人,2017 年)。虽然一些研究表明,扩大操作治疗可能会减少复发,但不一致的研究结果值得进一步研究。不同的结果可以通过训练类型、反应拓扑的相似性或替代强化的速度来解释。我们的目的是探讨当所有反应的拓扑结构不同时,多种替代反应的不同训练对复发的影响。在强化目标反应(即拉链条)后,四组大鼠接受了不同的训练程序。单条件组只强化一种替代行为(即按压杠杆)。条件间组则强化两种替代行为(即按下杠杆和按下按键),每种行为在不同的条件下强化。对于 "时段内 "组,每个时段都会对两种交替的替代反应进行强化,强化率为丰富或稀少的程序化强化率。一旦取消替代强化,单一组就会表现出恢复,而扩大操作处理组都不会表现出恢复。这些结果揭示了扩大操作治疗作为一种调节恢复的方法的效果。这些发现可能会对临床环境产生影响,有助于设计成功的行为干预措施,从而在面临治疗挑战的情况下促进持久的治疗效果。
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引用次数: 0
Evaluation of stress and anxiety levels on science and engineering undergraduate students in spain when facing written assessments guides for positive interventions 西班牙理工科本科生面对书面评估时的压力和焦虑水平评估 积极干预指南
IF 1.7 4区 心理学 Q3 PSYCHOLOGY, BIOLOGICAL Pub Date : 2024-10-14 DOI: 10.1016/j.lmot.2024.102058
Clara Simón de Blas , Karina Rojas , Ana E. García Sipols , Sonia Hernández Alonso , María Eugenia Castellanos , Javier Cano , Claudia Córdoba
Anxiety and stress disorders are increasingly common, especially among undergraduate students, significantly affecting their family, social, and academic lives. The isolation from restrictive measures during the COVID-19 pandemic in Spain has further exacerbated mental health issues. The disruption of in-person teaching has also impacted traditional learning and evaluation processes, increasing stress and anxiety levels in students. Based on this background, this study aims to analyze the incidence of these disorders among undergraduates and their relationship with various academic, demographic, and family factors, considering the influence of COVID-19. Our results were obtained from a survey conducted among first- and second-year URJC students who are enrolled in an experimental degree program. The statistical analysis provides guidelines for positive interventions to increase student motivation, which further leads to academic success. Results show that women exhibit higher levels of stress and a greater prevalence of anxiety compared to men. The study highlights the influence of specific factors on anxiety levels among students, proposing direct lines of action that enhance positive feelings concerning academic tasks.
焦虑症和应激障碍越来越常见,尤其是在大学生中,严重影响了他们的家庭、社交和学习生活。在西班牙 COVID-19 大流行期间,限制性措施造成的隔离进一步加剧了心理健康问题。现场教学的中断也影响了传统的学习和评估过程,增加了学生的压力和焦虑水平。基于这一背景,本研究旨在分析这些障碍在大学生中的发生率及其与各种学术、人口和家庭因素的关系,并考虑 COVID-19 的影响。我们的研究结果来自于对参加实验学位课程的一年级和二年级URJC学生进行的一项调查。统计分析为积极的干预措施提供了指导,以提高学生的学习积极性,从而进一步促进学业成功。研究结果表明,与男生相比,女生的压力更大,焦虑更普遍。该研究强调了特定因素对学生焦虑水平的影响,提出了增强对学习任务的积极情感的直接行动方针。
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引用次数: 0
A mixed-methods investigation into complex components of multilingual international students' self-regulated learning in English as a foreign language context: A social cognitive perspective 对多语种留学生在英语作为外语环境中进行自我调节学习的复杂因素进行混合方法调查:社会认知视角
IF 1.7 4区 心理学 Q3 PSYCHOLOGY, BIOLOGICAL Pub Date : 2024-10-05 DOI: 10.1016/j.lmot.2024.102055
Siyi Wang , Ziwen Pan , Yongliang Wang
Self-regulated learning serves as a fundamental framework for understanding the cognitive, motivational, and emotional dimensions of learning. Recently, a growing body of studies on such cognitive processes appears in multilingual populations. Applying a mixed-methods approach, this study examined the key components of the self-regulated learning process among 233 multilingual international students in China, specifically within the context of English as a Foreign Language learning. Qualitative data was analyzed through Pearson's correlation analysis, structural equation modeling, and path analysis, while semi-structured interviews were conducted to further confirm the results of the qualitative data analysis. 15 students were purposefully selected through purposive sampling to participate in follow-up interviews. Within the framework of social cognitive theory, the findings revealed that metacognition, motivation, self-efficacy, and feedback loops are the primary components of self-regulated learning. Additionally, path analysis confirmed that the four factors are positive predictors of self-regulated learning proficiency of multilingual international students in China. The interview outcomes further validated the integral role of these primary components in the self-regulated learning process within the context of multilingual study. This study underscores the significance of incorporating translanguaging backgrounds into teaching strategies and language policy. Findings may offer some insights for multilingual international students, language teachers, and language policymakers in the field of Chinese language instruction.
自我调节学习是理解学习的认知、动机和情感层面的基本框架。最近,越来越多的关于认知过程的研究出现在多语言人群中。本研究采用混合方法,考察了中国 233 名多语言留学生自我调节学习过程的关键要素,特别是在英语作为外语学习的背景下。通过皮尔逊相关分析、结构方程模型和路径分析对定性数据进行了分析,同时进行了半结构式访谈,以进一步确认定性数据分析的结果。通过有目的的抽样,我们有针对性地选择了 15 名学生参与后续访谈。在社会认知理论的框架下,研究结果表明,元认知、动机、自我效能感和反馈回路是自我调节学习的主要组成部分。此外,路径分析证实,这四个因素对中国多语种留学生的自我调节学习能力具有积极的预测作用。访谈结果进一步验证了这些主要因素在多语种学习背景下的自我调节学习过程中不可或缺的作用。本研究强调了将翻译语言背景纳入教学策略和语言政策的重要性。研究结果可为多语种留学生、语言教师和汉语教学领域的语言政策制定者提供一些启示。
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引用次数: 0
Discerning equivalence relations from displayed but not previously learned stimulus pairs 从显示而非先前学习的刺激对中辨别等效关系
IF 1.7 4区 心理学 Q3 PSYCHOLOGY, BIOLOGICAL Pub Date : 2024-10-01 DOI: 10.1016/j.lmot.2024.102053
Erik Arntzen , Vanessa Ayres-Pereira , David W. Dickins
A method was devised to determine whether participants could discern stimulus equivalence (SE) relations between stimuli without prior training, but simply via visual inspection of an array of premise pairs. On each of a series of slides nine circles containing different colours were paired together in boxes in different ways on each slide to embody three 3-member equivalence classes. Below this “study” array of boxes were two “choice” boxes, with two colours derived from the same equivalence class in one, and colours from two different classes in the other. Participants were instructed to choose the box in which the colours were seemingly combined “according to the pairs above”. Then on a final “sort” slide they were asked, in relation to its array, to allocate the nine colours into groups of their own choosing. Twenty-two undergraduate students, some naïve and some with some prior experience of standard equivalence experiments, participated in this experiment. Participants 1–11, in addition to trials in which the within-class choice was a symmetric or transitive pair, were given extra “baseline” trials with a simple copy of one of the array pairs in the within-class choice box. Such “baseline” trials were omitted for the remaining participants. On the choice trials about half of the participants systematically selected the within-class alternatives. There was some indication that prior experience made this more likely, whereas inclusion of “baseline” trials seemingly had a negative effect. Participants who systematically selected the within-class alternatives mostly also sorted the colours into the appropriate three equivalence groups. Some methodological refinements and extensions of this “plain sight” procedure are proposed, and the analytical potential of comparing performance on these with that on standard MTS procedures is discussed.
我们设计了一种方法,以确定受试者是否能够在没有事先训练的情况下,仅通过目测一系列前提对来辨别刺激之间的刺激等价(SE)关系。在一系列幻灯片中,每张幻灯片上都有九个不同颜色的圆圈以不同的方式配对在方框中,以体现三个三元等价类。在这个 "研究 "方框阵列下面有两个 "选择 "方框,一个方框中的两种颜色来自同一等价类,另一个方框中的颜色来自两个不同的等价类。参与者被要求 "根据上述配对 "选择其中的颜色。然后,在最后一张 "排序 "幻灯片上,要求他们根据幻灯片的排列,将九种颜色分配到自己选择的组中。22 名本科生参加了这一实验,其中有些是初学者,有些是有过标准等价实验经验的学 生。除了班内选择为对称或反向配对的试验外,1-11 号参与者还额外接受了 "基线 "试验,即在班内选择框中放置一个简单的阵列配对副本。其余被试的 "基线 "试验则被省略。在选择试验中,大约有一半的被试系统地选择了类内选项。有迹象表明,先前的经验增加了这种可能性,而加入 "基线 "试验则似乎产生了负面影响。系统选择类内备选方案的参与者大多也会将颜色分类到相应的三个等价组中。本文对这一 "一目了然 "的程序提出了一些方法上的改进和扩展,并讨论了将其与标准 MTS 程序进行比较的分析潜力。
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引用次数: 0
A longitudinal study of enjoyment and group-level emotion regulation in online collaborative English language learning 在线英语协作学习中的乐趣和群体情绪调节纵向研究
IF 1.7 4区 心理学 Q3 PSYCHOLOGY, BIOLOGICAL Pub Date : 2024-09-21 DOI: 10.1016/j.lmot.2024.102052
Zhipeng Zhang , Xuesong (Andy) Gao
This study investigates the dynamic connection between two emotional constructs, enjoyment and group-level emotion regulation (co- and socially-shared regulation), during one 21-week semester of online collaborative English language learning. The study involved 268 Chinese undergraduate English-major students who completed a series of English writing tasks in 88 online groups of three or four members. During their online collaboration, participants were invited to complete the enjoyment scale and the emotion regulation scale at three separate times at seven-week intervals. When analyzing the data, a latent growth curve (LGC) modeling approach was employed to examine the intercepts and slopes of participants’ scaled responses to questions regarding enjoyment, co-regulation, and socially-shared regulation and to analyze the covariance between them. The findings reveal that participants’ levels of enjoyment and group-level emotion regulation were generally high at the initial stage of their online collaboration and continued to increase toward the end of the semester. Furthermore, an increase in the level of their enjoyment was significantly and positively associated with an increase in the levels of both their co- and socially-shared regulation, with the relationship with socially-shared regulation during online collaborative learning being stronger. These findings will enable language teachers to develop strategies for supporting language learners’ emotion regulation in online contexts.
本研究调查了在为期 21 周的在线英语语言协作学习中,享受和群体水平的情绪调节(共同调节和社会共享调节)这两种情绪建构之间的动态联系。这项研究涉及 268 名中国英语专业本科生,他们在 88 个由三或四名成员组成的在线小组中完成了一系列英语写作任务。在在线协作过程中,受试者被邀请在每隔七周的三个不同时间完成 "愉悦量表 "和 "情绪调节量表"。在分析数据时,研究人员采用了潜在增长曲线(LGC)建模方法来考察参与者对有关享受、共同调节和社会共享调节等问题的量表回答的截距和斜率,并分析它们之间的协方差。研究结果表明,在在线协作的初始阶段,参与者的愉悦感和群体情绪调节水平普遍较高,并在学期末持续上升。此外,他们的乐趣水平的提高与他们的共同调控和社会共享调控水平的提高有显著的正相关,而在在线协作学习中与社会共享调控的关系更为密切。这些发现将有助于语言教师制定策略,支持语言学习者在网络环境下的情绪调节。
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引用次数: 0
Choice “under pressure”: Impulsive behavior and preference reversal of rats exposed to response-independent shocks 压力下的选择受到与反应无关的冲击的大鼠的冲动行为和偏好逆转
IF 1.7 4区 心理学 Q3 PSYCHOLOGY, BIOLOGICAL Pub Date : 2024-09-19 DOI: 10.1016/j.lmot.2024.102048
Camilo Hurtado-Parrado , Alejandro Segura , Julián Cifuentes

Some research with human participants has shown that the choice of a smaller-sooner reinforcer (SS) over a larger-later reinforcer (LL) is more frequent in aversive than non-aversive contexts (e.g., presence versus absence of response-independent intense noise). Although there is evidence that this effect could be reproduced in rats (e.g., response-independent noise disrupts rats’ performance on schedules of reinforcement), no explicit attempt has been reported to date. The present study tested the generality of the disruptive effect of aversive contexts in rats’ impulsive choice. To emulate the procedures implemented with humans, response-independent (Random-Time 60 s) mild-intensity footshocks (.25 mA) were incorporated into a systematic replication of Green and Estle’s (2003) task designed to study preference reversal phenomena (i.e., SS preference changes to LL with the addition of delays before both the SS and LL alternatives). In doing so, we explored the effects of an aversive context on preference reversal, which also have not been reported to date. Male Wistar rats (16) were exposed to three different conditions; eight of them experienced shocks throughout the study. During an initial delay configuration condition (SS = 2 pellets after 0.5-s; LL = 4 pellets after 6 s), responding of non-shocked rats showed an increase from indifference (∼ 50 % LL) towards preference for the LL option (∼ 75 % or higher LL responses), whereas responding of shocked rats did not deviate from indifference. Next, delays were added to the LL reinforcer until SS preference was individually established (+6 s, +9 s, +15 s, etc.). The behavior of non-shocked rats seemed more affected by the added delays, e.g., they reached SS preference with less added delays. Preference-reversal conditions consisted of adding 5-s, 15-s, and 25-s delays to both SS and LL alternatives. Shocked rats showed a more robust and consistent preference reversal effect than non-shocked rats. Research on manipulations that reduce impulsive choice suggests that similar processes could explain the disruptive effects of aversive contexts and the effects of interventions; namely, aversiveness of delays and discrimination of contingent relations between temporally distant events. The results of the present study are discussed in that framework, focusing on covariations between rats’ choice patterns across the different delay configurations and the distribution of shocks pre- and post- reinforcement delivery.

对人类参与者进行的一些研究表明,在厌恶情境下(例如,存在与否与反应无关的强烈噪音),选择较小的早期强化物(SS)而不是较大的后期强化物(LL)的频率高于非厌恶情境。虽然有证据表明这种效应可以在大鼠身上重现(例如,与反应无关的噪音会干扰大鼠在强化计划中的表现),但迄今为止还没有明确的尝试报道。本研究测试了厌恶情境对大鼠冲动选择的干扰效应的普遍性。为了模仿在人类身上实施的程序,我们将与反应无关(随机时间为 60 秒)的轻微强度脚震(0.25 毫安)纳入了格林和埃斯特尔(2003 年)的系统复制任务中,该任务旨在研究偏好逆转现象(即在 SS 和 LL 选择之前增加延迟,SS 偏好会转变为 LL 偏好)。在此过程中,我们探索了厌恶情境对偏好逆转的影响,这种影响迄今为止也未见报道。雄性 Wistar 大鼠(16 只)被置于三种不同的条件下,其中 8 只在整个研究过程中经历了电击。在最初的延迟配置条件下(SS = 0.5 秒后 2 粒;LL = 6 秒后 4 粒),未受电击大鼠的反应从漠不关心(∼ 50 % LL)增加到对 LL 选项的偏好(∼ 75 % 或更高的 LL 反应),而受电击大鼠的反应没有偏离漠不关心的状态。接下来,在 LL 强化物上添加延迟,直到 SS 偏好被逐一确立(+6 秒、+9 秒、+15 秒等)。非电击大鼠的行为似乎更受延迟时间的影响,例如,它们达到 SS 偏好的延迟时间更短。偏好逆转条件包括在 SS 和 LL 选项中分别添加 5 秒、15 秒和 25 秒的延迟。与未受电击的大鼠相比,受电击的大鼠表现出的偏好逆转效应更强、更稳定。对减少冲动性选择的操纵的研究表明,类似的过程可以解释厌恶情境的破坏作用和干预的效果,即对延迟的厌恶和对时间上遥远事件之间或然关系的辨别。本研究的结果就是在这一框架下讨论的,重点是大鼠在不同延迟配置下的选择模式与强化前后冲击分布之间的协变关系。
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引用次数: 0
Choice between post-reinforcer delays in pigeons: Effects of stimulus continuity and response requirement 鸽子对刺激后延迟的选择:刺激连续性和反应要求的影响
IF 1.7 4区 心理学 Q3 PSYCHOLOGY, BIOLOGICAL Pub Date : 2024-09-12 DOI: 10.1016/j.lmot.2024.102049
Daisuke Saeki , Tetsuo Yamaguchi

This study examined the effects of stimulus continuity and response requirements on pigeon choices between post-reinforcer delays (from 2 s to 8 s) using concurrent-chains schedules with FR 1 schedules arranged for the choice phase. In Experiment 1, using seven pigeons, the effect of stimulus continuity, the presentation of the same stimulus (background color of the computer screen) during the post-reinforcer delay period as in the pre-reinforcer delay period, was examined. In Experiment 2, the effect of stimulus continuity was examined under the conditions where a response was required (FR 1) to initiate the post-reinforcer delay using eight pigeons. The experimental results indicated that when the same stimulus as in the pre-reinforcer delay was presented continuously during the post-reinforcer delay and a response was required to start the post-reinforcer delay, the subjects showed relatively high sensitivity to differences between post-reinforcer delays. The implications of the results are discussed from a new perspective for the analysis of self-control choices.

本研究使用并发链式刺激表,在选择阶段安排了FR 1刺激表,考察了刺激连续性和反应要求对鸽子在后刺激物延迟(2秒至8秒)之间选择的影响。在实验 1 中,使用 7 只鸽子研究了刺激连续性的影响,即在刺激物后延迟阶段呈现与刺激物前延迟阶段相同的刺激(计算机屏幕的背景颜色)。在实验 2 中,实验人员使用 8 只鸽子,在需要做出反应(FR 1)才能启动后刺激物延迟的条件下,考察了刺激连续性的影响。实验结果表明,当在后施动剂延迟期间连续出现与前施动剂延迟相同的刺激,并且要求鸽子做出反应以启动后施动剂延迟时,被试对后施动剂延迟之间的差异表现出相对较高的敏感性。本文从分析自我控制选择的新角度讨论了这一结果的意义。
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引用次数: 0
Learning motivation of college students in multimedia environment with machine learning models 利用机器学习模型激发大学生在多媒体环境中的学习动机
IF 1.7 4区 心理学 Q3 PSYCHOLOGY, BIOLOGICAL Pub Date : 2024-09-11 DOI: 10.1016/j.lmot.2024.102046
Zhao Qianyi , Liang Zhiqiang

As the main force of higher education, ensuring the learning status and quality of college students is undoubtedly an important task in the education industry. Analyzing their learning motivation can provide a good understanding of their learning status. Especially in the new educational environment supported by multimedia technology, efficient and convenient learning channels can eliminate students' concerns about educational facilities and instead strengthen the analysis of learning motivation in other aspects. As part of our comprehensive study of learning motivation, we draw on established learning theories, such as reinforcement theory, associative learning, and self-determination theory. Applying such learning theories encourages positive reinforcement, establishes constructive relationships with learning, and nurtures competence and autonomy. This article believed that using machine learning models to predict students' grades or behaviours and analyze their learning motivation is a good approach. Moreover, this article also tested the prediction accuracy by setting different improved random forest model runs, and concluded that the more runs, the higher the accuracy. Especially when the runs reached 100, the accuracy reached 99.98 %.

作为高等教育的主力军,保证大学生的学习状态和学习质量无疑是教育行业的一项重要任务。分析他们的学习动机,可以很好地了解他们的学习状况。尤其是在以多媒体技术为支撑的新教育环境下,高效便捷的学习渠道可以消除学生对教育设施的顾虑,转而从其他方面加强对学习动机的分析。作为学习动机综合研究的一部分,我们借鉴了已有的学习理论,如强化理论、联想学习和自我决定理论。应用这些学习理论可以鼓励正强化,建立与学习的建设性关系,培养能力和自主性。本文认为,利用机器学习模型预测学生的成绩或行为,分析他们的学习动机是一种很好的方法。此外,本文还通过设置不同的改进随机森林模型运行次数来测试预测的准确性,并得出结论:运行次数越多,准确性越高。特别是当运行次数达到 100 次时,准确率达到了 99.98 %。
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引用次数: 0
Relationship between teacher's ability model and students' behavior based on emotion-behavior relevance theory and artificial intelligence technology under the background of curriculum ideological and political education 课程思想政治教育背景下基于情感行为相关性理论和人工智能技术的教师能力模型与学生行为的关系
IF 1.7 4区 心理学 Q3 PSYCHOLOGY, BIOLOGICAL Pub Date : 2024-09-10 DOI: 10.1016/j.lmot.2024.102040
Can Zhao, JianTong Yu
<div><h3>Purpose</h3><p>This paper aims to fully understand the relationship between students' classroom emotions and teachers' behaviors in the teaching environment, provide personalized teaching support, stimulate teachers' motivation, and enhance the emotional connection between teachers and students. This paper designs a teacher's ability model based on emotion-behavior relevance theory and artificial intelligence (AI) technology.</p></div><div><h3>Methods</h3><p>Firstly, this paper expounds on the integration of emotion-behavior relevance theory, AI, and teacher's ability model under the background of ideological and political education. Subsequently, the artificial neural network (ANN) model is deeply analyzed in relation to the development of psychology and AI technology. Guided by the theory of emotion-behavior relevance, an ANN model is used to optimize the classroom emotion recognition module in the teacher's ability model. The accuracy of the optimized teacher's ability model in recognizing attention and resistance is verified by experiments. The relationship between the teacher's classroom emotions, students' classroom behavior, and the teacher's teaching ability is analyzed.</p></div><div><h3>Results</h3><p>The experimental results show that the optimized model can effectively identify students' classroom emotions, and the accuracy of identifying attention and resistance reaches 93.6 % and 92 %, respectively, significantly exceeding the traditional model. For other emotions, the accuracy of the experimental group ranges from 80.6 % to 87.9 %, while that of the control group is only 61.1 %. The optimized model shows a better effect on the emotional recognition of multiple students. This proves the effectiveness of the proposed optimization model. In addition, by analyzing teachers' emotions in real classroom videos, people can observe that teachers' psychological emotions and behaviors change with the changes in students' classroom emotions. Under the students' positive emotions, teachers scored high in psychological emotions, behaviors, and teaching achievements, with the lowest scores of 87, 80, and 85, respectively. Under students' negative emotions, teachers' related scores are low, with the highest scores of 40, 40, and 42. This highlights the critical influence of the emotional attitude and values of the main characters on teachers' teaching ability in the classroom environment from the psychological perspective.</p></div><div><h3>Conclusion</h3><p>Students' positive emotions, such as concentration and devotion, will arouse teachers' satisfaction and happiness, motivate them to teach more diligently, and improve the teaching effect. On the contrary, students' negative emotions, such as resistance and doubt, may cause teachers to feel depressed and discouraged. This proves the importance and effectiveness of integrating the emotion-behavior relevance theory into teaching. Students' emotions impact teachers' psychological emotions
目的 本文旨在全面了解教学环境中学生课堂情绪与教师行为之间的关系,提供个性化的教学支持,激发教师的教学积极性,增进师生之间的情感联系。方法首先,本文阐述了思想政治教育背景下情感行为相关性理论、人工智能和教师能力模型的融合。随后,结合心理学和人工智能技术的发展,深入分析了人工神经网络(ANN)模型。在情绪行为相关性理论指导下,利用人工神经网络模型对教师能力模型中的课堂情绪识别模块进行了优化。实验验证了优化后的教师能力模型在识别注意力和抵触情绪方面的准确性。实验结果表明,优化后的模型能有效识别学生的课堂情绪,识别注意力和抵触情绪的准确率分别达到 93.6 % 和 92 %,明显超过传统模型。对于其他情绪,实验组的准确率为 80.6 % 至 87.9 %,而对照组仅为 61.1 %。优化后的模型对多个学生的情绪识别有更好的效果。这证明了所提出的优化模型的有效性。此外,通过分析真实课堂视频中教师的情绪,人们可以观察到教师的心理情绪和行为会随着学生课堂情绪的变化而变化。在学生的积极情绪下,教师的心理情绪、行为和教学成绩得分较高,最低分别为 87 分、80 分和 85 分。在学生的消极情绪下,教师的相关得分较低,最高分分别为 40 分、40 分和 42 分。这从心理学角度凸显了课堂环境中主体人物的情感态度和价值观对教师教学能力的关键影响。结论学生的积极情绪,如专注、投入等,会激发教师的满足感和幸福感,促使教师更加努力地教学,提高教学效果。相反,学生的消极情绪,如抵触、怀疑等,则会使教师感到压抑和气馁。这证明了将情绪行为相关理论融入教学的重要性和有效性。学生的情绪会影响教师的心理情绪和行为,影响教学效果。在这种情况下,教师需要运用自己的情绪调节能力,及时调整自己的情绪,更好地引导学生,提高教学效率。本文为优化教师能力模型提供了有价值的启示。
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Learning and Motivation
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