فکر بنیانبانک مقالات روان‌شناسی
دسترسی آزاد پژوهشی داوری‌شده انگلیسی

From automated scoring to learning diagnosis: a mechanism study of AI-supported formative assessment in English writing

از نمره‌دهی خودکار تا تشخیص یادگیری: مطالعه‌ای درباره سازوکار ارزیابی تکوینی با پشتیبانی هوش مصنوعی در نوشتار انگلیسی

Xiao-Chao Yao, Lin Fan

Frontiers in Psychology 2026 Vol. 17
https://doi.org/10.3389/fpsyg.2026.1905455

ورود برای خواندن متن کاملبرای خواندن متن کامل وارد حساب فکر بنیان شوید.

چکیده

Introduction AI-supported writing assessment can provide rapid scores and issue-level comments, yet its formative value depends on how students and teachers interpret and act on that information. This study examined this process in a university English writing course. Methods Two pre-existing intact classes comprising 96 students (48 per class) completed three writing-feedback-revision cycles. The Control class received AI scores/standard feedback, routine teacher checking, and revision. The Diagnostic Review class received DeepSeek-R1 issue-level diagnoses, completed an interpretation sheet, revised independently, underwent structured teacher review and reassessment, and recorded a reflection. Measures included diagnostic accuracy, feedback actionability, feedback comprehension, self-assessment accuracy, revision quality, reflection quality, misunderstanding codes, and teacher review activity. Mixed-effects models with student random intercepts were used for analysis. Results The Diagnostic Review class showed higher scores for diagnostic accuracy, actionability, comprehension, revision quality, and self-assessment accuracy. Group-by-cycle interactions were significant for diagnostic accuracy, comprehension, revision quality, and self-assessment accuracy, whereas the actionability interaction was not. Feedback comprehension showed the strongest bivariate association with revision quality. Exploratory indirect associations through actionability and comprehension remained positive after adjustment for condition and cycle using student-cluster bootstrap confidence intervals. Teacher records documented confirmation, correction, supplementation, and re-explanation, with greater review time in the Diagnostic Review class. Discussion The findings indicate that the formative value of AI-supported writing assessment extends beyond automated diagnosis to the subsequent processes of student interpretation, revision, and teacher review. Repeated classroom assessment may therefore benefit from integrating AI-generated diagnostic feedback with structured learner reflection and context-sensitive teacher judgment.

چکیده به فارسی

مقدمه: ارزیابی نوشتار با پشتیبانی هوش مصنوعی می‌تواند نمرات سریع و بازخوردهای سطح مسئله ارائه دهد، اما ارزش تکوینی آن وابسته به نحوه تفسیر و واکنش دانشجویان و معلمان به این اطلاعات است. این پژوهش این فرایند را در یک درس دانشگاهی نوشتار انگلیسی مورد بررسی قرار داد. روش‌ها: دو کلاس موجود متشکل از ۹۶ دانشجو (۴۸ نفر در هر کلاس) سه چرخه نوشتار-بازخورد-بازنگری را تکمیل کردند. کلاس کنترل نمرات هوش مصنوعی/بازخورد استاندارد، بررسی معمول معلم و بازنگری را دریافت کرد. کلاس بازبینی تشخیصی، تشخیص‌های سطح مسئله DeepSeek-R1، تکمیل برگه تفسیر، بازنگری مستقل، بازبینی ساختاریافته معلم و ارزیابی مجدد و ثبت تأمل را انجام داد. سنجه‌ها شامل دقت تشخیصی، قابلیت اقدام بازخورد، درک بازخورد، دقت خودارزیابی، کیفیت بازنگری، کیفیت تأمل، کدهای سوءتفاهم و فعالیت بازبینی معلم بود. برای تحلیل از مدل‌های اثرات مختلط با انقطاع تصادفی دانشجو استفاده شد. نتایج: کلاس بازبینی تشخیصی نمرات بالاتری در دقت تشخیصی، قابلیت اقدام، درک، کیفیت بازنگری و دقت خودارزیابی نشان داد. تعامل گروه-چرخه برای دقت تشخیصی، درک، کیفیت بازنگری و دقت خودارزیابی معنادار بود، در حالی که تعامل قابلیت اقدام معنادار نبود. درک بازخورد قوی‌ترین ارتباط دومتغیره را با کیفیت بازنگری نشان داد. ارتباطات غیرمستقیم اکتشافی از طریق قابلیت اقدام و درک، پس از تعدیل بر اساس وضعیت و چرخه با استفاده از فاصله اطمینان بوت‌استرپ خوشه‌ای دانشجو، مثبت باقی ماند. سوابق معلم تأیید، تصحیح، تکمیل و توضیح مجدد را مستند کرد و زمان بازبینی بیشتری در کلاس بازبینی تشخیصی صرف شد. بحث: یافته‌ها نشان می‌دهد که ارزش تکوینی ارزیابی نوشتار با پشتیبانی هوش مصنوعی فراتر از تشخیص خودکار بوده و به فرایندهای بعدی تفسیر دانشجو، بازنگری و بازبینی معلم نیز گسترش می‌یابد. بنابراین، ارزیابی مکرر کلاسی می‌تواند از ادغام بازخورد تشخیصی تولیدشده توسط هوش مصنوعی با تأمل ساختاریافته یادگیرنده و قضاوت حساس به زمینه معلم سود ببرد.

ترجمه‌ی خودکار برای آشنایی سریع؛ برای نقل و ارجاع، متن اصلی ملاک است.

موضوع‌ها و کلیدواژه‌ها

دانشجویاندرک مطلبمدیریتAssociation (psychology)Class (philosophy)ComprehensionControl (management)Exploratory researchFormative assessmentReflection (computer programming)Value (mathematics)

ارجاع

Yao, X.-C., & Fan, L. (2026). From automated scoring to learning diagnosis: a mechanism study of AI-supported formative assessment in English writing. Frontiers in Psychology, 17. https://doi.org/10.3389/fpsyg.2026.1905455

(Yao & Fan, 2026)

دانلود BibTeX · دانلود RIS

گفت‌وگو

قوانین پرسش و گفتگو
  1. با احترام و بدون توهین، تحقیر، برچسب‌زنی یا حمله‌ی شخصی با دیگران گفتگو کنید.
  2. از نوشتن هرگونه اطلاعات هویتی یا قابل‌شناسایی مراجعان، بیماران یا اشخاص ثالث، از جمله نام، شماره‌ی تماس، تصویر، نشانی، محل کار یا جزئیات منحصربه‌فرد پرونده خودداری کنید.
  3. اگر درباره‌ی یک تجربه‌ی بالینی سؤال می‌کنید، اطلاعات را تا حد ممکن بی‌نام و کلی بیان کنید تا امکان شناسایی فرد وجود نداشته باشد.
  4. این بخش برای یادگیری و گفت‌وگوی علمی است و جایگزین ارزیابی، تشخیص، مشاوره یا روان‌درمانی شخصی نیست.
  5. در شرایط بحران یا خطر آسیب به خود یا دیگران، به این بخش اتکا نکنید و برای دریافت کمک فوری با اورژانس اجتماعی ۱۲۳ یا صدای مشاور بهزیستی ۱۴۸۰ تماس بگیرید.
  6. انتشار تبلیغات، معرفی خدمات شخصی، شماره‌ی تلفن، شناسه‌ی شبکه‌های اجتماعی، پیوند تبلیغاتی یا درخواست جذب مراجع در این بخش مجاز نیست.
  7. در بیان ادعاهای علمی، به‌ویژه درباره‌ی اثربخشی درمان‌ها، تشخیص یا یافته‌های پژوهشی، تا حد امکان نام منبع معتبر، مقاله یا راهنمای علمی را ذکر کنید.
  8. از ارائه‌ی تشخیص قطعی، تجویز درمان یا دارو و توصیه‌های بالینی شخصی به سایر کاربران خودداری کنید.
  9. پاسخ‌هایی که کارشناسان فکر بنیان می‌دهند با برچسب «پاسخ فکر بنیان» یا «کارشناس فکر بنیان» نمایش داده می‌شوند و سایر نوشته‌ها بیانگر نظر کاربران هستند.
  10. گزارش نوشته‌ی نامناسب: اگر نوشته‌ای حاوی نقض محرمانگی، محتوای آسیب‌زا، توهین، تبلیغ یا تخلف از این قوانین است، گزینه‌ی «گزارش» را انتخاب کنید تا تیم سایت بررسی کند.

برای پرسیدن و پاسخ دادن باید مشترک باشید. ورود

هنوز پرسشی منتشر نشده است.

مقاله‌های مرتبط

Instructional Strategies and Employability Skills among University Students of Kyambogo University, Uganda

Sylvanus Twinomugisha Rwobusiisi; Emmanuel Mutungi; Bashir Kishabale East African Journal of Arts and Social Sciences, 2026, Vol. 9, Issue 4, pp. 362-382 https://doi.org/10.37284/eajass.9.4.6149

چکیده

Quality higher education plays a vital role in sustainable development by equipping graduates with knowledge, competencies, and skills required for economic and societal development. This study examined the relationship between instructional strategies and the employability skills of undergraduate students in the School of Art and Industrial Design at Kyambogo University, Uganda. Specifically, it investigated the relationships between cooperative teaching, collaborative teaching, inquiry/discovery learning, independent study, experiential (authentic) learning, project-based learning, and students’ employability skills. The study adopted a quantitative approach using a correlational research design. Data were collected from 378 third-year undergraduate students using a structured self-administered questionnaire. Pearson’s product-moment correlation and multiple regression analyses were used to determine the direction and statistical associations between instructional strategies and employability skills. Findings showed that cooperative teaching, inquiry/discovery learning, and experiential teaching had positive statistically significant associations with employability skills, whereas collaborative teaching had a negative statistical association. Independent study and project-based teaching had no statistically significant unique associations with employability skills. Inquiry/discovery teaching demonstrated the strongest statistical association with employability skills among the strategies examined. The study concluded that instructional strategies had different statistical associations with employability skills and that learner-centred approaches are most beneficial when they actively engage students in cooperative, inquiry-oriented, and authentic learning experiences aligned with intended graduate outcomes. The study recommended strengthening cooperative, inquiry, and experiential teaching through structured group tasks, inquiry-based activities, and authentic practical experiences. It further recommended improving the design and implementation of collaborative, independent, and project-based learning to enhance their contribution to graduate employability skills.

متن کامل دسترسی آزاد

Understanding Undergraduate Students’ Willingness to Engage in Conventional and High-Risk Activism

Taylor Payne; Lillian Nguyen; Allison Zengilowski; Flor Castellanos Sanchez; Jendayi Dillard; Ashley M. Bennett; … Innovative Higher Education, 2026 https://doi.org/10.1007/s10755-026-09970-w

چکیده

Over the last decade, there has been a visible surge of students participating in and leading different forms of activism. Following the cultural reckoning of 2020, the United States saw a rise in awareness and engagement in activism among young individuals. Continuing this trend, higher education institutions have seen an increase in on-campus demonstrations in recent years. Given the recent increase in activism, political engagement, and the globalization of social issues, this study examined how attitudes, beliefs, individual factors, and prior behaviors relate to undergraduate students’ willingness to engage in different forms of activism (i.e., conventional and high-risk). Across both forms of activism, institutional advocacy (i.e., the behavioral targeting of institutional racism) was the most consistent unique predictor of a student's willingness to engage in activism. Need for cognition and individual advocacy were significantly and positively related to conventional activism, whereas political orientation was negatively related to it. Social justice orientation was significantly and negatively related to high-risk activism.

سایت ناشر ↗ دسترسی آزاد

Istirātijiyyatu Al Ṣaff Al Maqlūb fī Tanmiyati Mahāratil Kalām: Ru’yah fī Al Usus Al Naẓriyyāt wa Al Taṭbīqiyyah

Abul Ma’ali; Ahmad Miftahuddin; Diqi Agam Lubis; Abubakar Fakih Makame Lisanul Arab Journal of Arabic Learning and Teaching, 2026, Vol. 15, Issue 2, pp. 153-166 https://doi.org/10.15294/laa.v15i2.45572

چکیده

This study addresses the critical deficiency in speaking skills among university students, a challenge primarily attributed to the reliance on traditional teaching methods and the limited time allocated for authentic verbal practice within the classroom. The research aims to construct a comprehensive theoretical framework for the Flipped Classroom strategy and identify the pedagogical and linguistic justifications for its implementation in developing speaking skills, while providing practical procedural recommendations for its integration into higher education. Adopting a descriptive-analytical approach through a critical review of educational literature, the findings reveal that the flipped model significantly enhances students' fluency, linguistic accuracy, and capacity for spontaneous expression. Furthermore, the model fosters increased motivation and active participation by granting learners the autonomy to progress at their own pace, as pre-class preparation helps mitigate "language anxiety" and bolsters confidence during real-time communicative interactions. Despite these advantages, the research identifies several implementation challenges, most notably the digital divide, potential cognitive overload, and the necessity for intensive faculty training in digital instructional design. Ultimately, the study concludes that the Flipped Classroom represents a fundamental philosophical shift that redefines educational roles, transforming class time from passive instruction into a dynamic "living linguistic laboratory" focused on intensive communicative practice.

متن کامل دسترسی آزاد

Autogestión económica de estudiantes durante su formación académica en la Facultad de Ciencias Empresariales, UTMACH.

Francisco Javier Zumba-Vela; Lady Andrea León Serrano Innova Science Journal, 2026, Vol. 4, Issue 4, pp. 54-72 https://doi.org/10.63618/omd/isj/v4/n4/408

چکیده

The purpose of this research is to analyze the economic self-management strategies used by students of the Faculty of Business Sciences of the Technical University of Machala during their academic training; Interest in this study arose from the need to understand how students face economic difficulties that arise in their training. A mixed approach was applied and a survey was used on a representative sample of 367 students, identifying the main source of income for a part of the student population, evidencing alternatives to sustain their expenses and reduce their economic dependence. The most used strategies were observed when they go through difficult situations and if the income is sufficient to cover their expenses, reflecting the existence of limitations and conditioning the way of organizing their resources and decision making. Likewise, it was identified that students usually perceive an impact. in their academic performance. The results allowed us to understand the economic dynamics experienced by university students and provide information for the design of institutional strategies that contribute to strengthening permanence, well-being and academic success.

متن کامل دسترسی آزاد

An Investigation into the Essence of Short-Term Experiential Learning Field Trips to an Operational Prison

Ger Coffey Athens Journal of Education, 2026, Vol. 13, Issue 4, pp. 675-702 https://doi.org/10.30958/aje.13-4-5

چکیده

Short-term field trips enable learners to bridge the pedagogical gap between academic knowledge (theory) and the practicalities of their discipline in a real-world setting. In Ireland, there has been a dearth of empirical research into the essence of short-term field trips as a teaching and learning strategy for criminal justice students. The purpose of this article is to bridge that pedagogical gap through thematic analysis of qualitative data of student learning experiences in the context of a short-term field trip to an operational prison. Research findings based on semi-structured interviews with students who participated in the active learning experience show evidence of the essence of experiential learning activities which could not be achieved to the same level in academic seminars alone. In essence, students contextualise their academic (theory) knowledge, which is a catalyst for gaining a deep and flexible understanding. In consequence of the sensitive nature of the operational prison, and compliance with security protocols, some limitations were also reported by participants, notably the short-term duration of the field trip and the use of conventional methods of documenting active learning experiences was not possible. Keywords: higher education, participatory action research, experiential learning, short-term field trip, operational prison, reflection in action, reflection on action, thematic analysis of qualitative data

متن کامل دسترسی آزاد