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Bibliographic Details
Main Authors:	Johnston, Laura J., Griffin, Jim E., Manolopoulou, Ioanna, Jendoubi, Takoua
Format:	Preprint
Published:	2024
Subjects:	Computers and Society
Online Access:	https://arxiv.org/abs/2412.11826
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Evaluating Pedagogical Incentives in Undergraduate Computing: A Mixed Methods Approach Using Learning Analytics
by: Johnston, Laura J., et al.
Published: (2024)

Enhancing Engagement and Learning in Computing Education: Automated Moodle-Based Problem-Solving Assessments
by: Jayasekara, Charith, et al.
Published: (2025)

Moodle Usability Assessment Methodology using the Universal Design for Learning perspective
by: Montes, Rosana, et al.
Published: (2024)

Bayesian Nonparametric Models for Multiple Raters: a General Statistical Framework
by: Mignemi, Giuseppe, et al.
Published: (2024)

Predicting and Understanding College Student Mental Health with Interpretable Machine Learning
by: Chowdhury, Meghna Roy, et al.
Published: (2025)

Uncovering Students' Inquiry Patterns in GenAI-Supported Clinical Practice: An Integration of Epistemic Network Analysis and Sequential Pattern Mining
by: Wei, Jiameng, et al.
Published: (2025)

Engineering Students' Self-Efficacy, Perceptions, and Performance in a Flipped CS1 Course
by: Pitts, Griffin, et al.
Published: (2026)

Global Patterns in Student Stress and Academic Performance: A Machine Learning Study Using PISA 2022
by: Ghazanchyan, Ani, et al.
Published: (2026)

Assessment of Personalized Learning in Immersive and Intelligent Virtual Classroom on Student Engagement
by: Weng, Ying, et al.
Published: (2025)

Tracing GenAI Literacy: Uncovering Student-AI Interaction Patterns in Academic Writing through Epistemic Network Analysis
by: Chen, Angxuan, et al.
Published: (2026)

GPT-4 as a Homework Tutor can Improve Student Engagement and Learning Outcomes
by: Vanzo, Alessandro, et al.
Published: (2024)

Tracing the Unseen: Uncovering Human Trafficking Patterns in Job Listings
by: Zhou, Siyi, et al.
Published: (2024)

Enhancing Student Engagement in Large-Scale Capstone Courses: An Experience Report
by: Shakil, Asma, et al.
Published: (2024)

Student-AI Interaction in an LLM-Empowered Learning Environment: A Cluster Analysis of Engagement Profiles
by: Hao, Zhanxin, et al.
Published: (2025)

The Conspiracy Money Machine: Uncovering Telegram's Conspiracy Channels and their Profit Model
by: Imperati, Vincenzo, et al.
Published: (2023)

Starting Seatwork Earlier as a Valid Measure of Student Engagement
by: Gurung, Ashish, et al.
Published: (2025)

Excited, Skeptical, or Worried? A Multi-Institutional Study of Student Views on Generative AI in Computing Education
by: Alpizar-Chacon, Isaac, et al.
Published: (2025)

Signals in the Noise: Decoding Unexpected Engagement Patterns on Twitter
by: Yu, Yulin, et al.
Published: (2025)

The Impact of Live Polling Quizzes on Student Engagement and Performance in Computer Science Lectures
by: Zhao, Xingyu
Published: (2023)

That's Not the Feedback I Need! -- Student Engagement with GenAI Feedback in the Tutor Kai
by: Jacobs, Sven, et al.
Published: (2025)

Personalized Worked Example Generation from Student Code Submissions Using Pattern-based Knowledge Components
by: Pitts, Griffin, et al.
Published: (2026)

Translating Machine Learning Interpretability into Clinical Insights for ICU Mortality Prediction
by: Liao, Ling, et al.
Published: (2025)

Pre-trained Transformer Uncovers Meaningful Patterns in Human Mobility Data
by: Najjar, Alameen
Published: (2024)

Student Engagement with GenAI's Tutoring Feedback: A Mixed Methods Study
by: Jacobs, Sven, et al.
Published: (2025)

Reflection-Satisfaction Tradeoff: Investigating Impact of Reflection on Student Engagement with AI-Generated Programming Hints
by: Choi, Heeryung, et al.
Published: (2025)

BoundarEase: Fostering Constructive Community Engagement to Inform More Equitable Student Assignment Policies
by: Overney, Cassandra, et al.
Published: (2025)

Do Students Learn Better Together? Teaching Design Patterns and the OSI Model with the Aronson Method
by: Martin, Daniel San, et al.
Published: (2025)

Interpretable Machine Learning for Resource Allocation with Application to Ventilator Triage
by: Grand-Clément, Julien, et al.
Published: (2021)

Towards Public Administration Research Based on Interpretable Machine Learning
by: Liu, Zhanyu, et al.
Published: (2026)

Teachers' Vocal Expressions and Student Engagement in Asynchronous Video Learning
by: Suen, Hung-Yue, et al.
Published: (2026)

Evaluating AI-Powered Learning Assistants in Engineering Higher Education: Student Engagement, Ethical Challenges, and Policy Implications
by: Sajja, Ramteja, et al.
Published: (2025)

Predicting Metabolic Dysfunction-Associated Steatotic Liver Disease using Machine Learning Methods: A Retrospective Cohort Study
by: An, Mary E., et al.
Published: (2025)

Machine Learning Algorithms for Detecting Mental Stress in College Students
by: Singh, Ashutosh, et al.
Published: (2024)

Teaching Students to Question the Machine: An AI Literacy Intervention Improves Students' Regulation of LLM Use in a Science Task
by: Clerc, O., et al.
Published: (2026)

Interpret3C: Interpretable Student Clustering Through Individualized Feature Selection
by: Salles, Isadora, et al.
Published: (2024)

Student Perspectives on the Benefits and Risks of AI in Education
by: Pitts, Griffin, et al.
Published: (2025)

Students' Perceptions and Use of Generative AI Tools for Programming Across Different Computing Courses
by: Keuning, Hieke, et al.
Published: (2024)

Interpreting Latent Student Knowledge Representations in Programming Assignments
by: Fernandez, Nigel, et al.
Published: (2024)

What Drives Students' Use of AI Chatbots? Technology Acceptance in Conversational AI
by: Pitts, Griffin, et al.
Published: (2026)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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