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Bibliographic Details
Main Authors:	Jung, Hayoung, Mittal, Shravika, Aatreya, Ananya, Kaur, Navreet, De Choudhury, Munmun, Mitra, Tanushree
Format:	Preprint
Published:	2025
Subjects:	Computers and Society Artificial Intelligence Computation and Language Human-Computer Interaction
Online Access:	https://arxiv.org/abs/2506.00308
Tags:	Add Tag No Tags, Be the first to tag this record!

Exposure to Content Written by Large Language Models Can Reduce Stigma Around Opioid Use Disorder in Online Communities
by: Mittal, Shravika, et al.
Published: (2025)

Algorithmic Behaviors Across Regions: A Geolocation Audit of YouTube Search for COVID-19 Misinformation Between the United States and South Africa
by: Jung, Hayoung, et al.
Published: (2024)

"They are uncultured": Unveiling Covert Harms and Social Threats in LLM Generated Conversations
by: Dammu, Preetam Prabhu Srikar, et al.
Published: (2024)

Evaluating Large Language Models for Health-related Queries with Presuppositions
by: Kaur, Navreet, et al.
Published: (2023)

Employing Social Media to Improve Mental Health Outcomes
by: De Choudhury, Munmun
Published: (2025)

ABLEIST: Intersectional Disability Bias in LLM-Generated Hiring Scenarios
by: Phutane, Mahika, et al.
Published: (2025)

Follow the Rules (or Not): Community Norms and AI-Generated Support in Online Health Communities
by: Mittal, Shravika, et al.
Published: (2026)

The Impact and Opportunities of Generative AI in Fact-Checking
by: Wolfe, Robert, et al.
Published: (2024)

Viblio: Introducing Credibility Signals and Citations to Video-Sharing Platforms
by: Hughes, Emelia, et al.
Published: (2024)

The Implications of Open Generative Models in Human-Centered Data Science Work: A Case Study with Fact-Checking Organizations
by: Wolfe, Robert, et al.
Published: (2024)

The Typing Cure: Experiences with Large Language Model Chatbots for Mental Health Support
by: Song, Inhwa, et al.
Published: (2024)

AI as We Describe It: How Large Language Models and Their Applications in Health are Represented Across Channels of Public Discourse
by: Zhou, Jiawei, et al.
Published: (2025)

A Framework for Situating Innovations, Opportunities, and Challenges in Advancing Vertical Systems with Large AI Models
by: Verma, Gaurav, et al.
Published: (2025)

The Role of Partisan Culture in Mental Health Language Online
by: Pendse, Sachin R., et al.
Published: (2025)

Mind the Value-Action Gap: Do LLMs Act in Alignment with Their Values?
by: Shen, Hua, et al.
Published: (2025)

Characterizing Political Campaigning with Lexical Mutants on Indian Social Media
by: Phadke, Shruti, et al.
Published: (2024)

Between Myths and Metaphors: Rethinking LLMs for SRH in Conservative Contexts
by: Humayun, Ameemah, et al.
Published: (2025)

Towards Experience-Centered AI: A Framework for Integrating Lived Experience in Design and Development
by: Gautam, Sanjana, et al.
Published: (2025)

Language Scent: Exploring Cross-Language Information Navigation
by: Zhu, Jiawen Stefanie, et al.
Published: (2026)

Linguistic Comparison of AI- and Human-Written Responses to Online Mental Health Queries
by: Saha, Koustuv, et al.
Published: (2025)

Communication Styles and Reader Preferences of LLM and Human Experts in Explaining Health Information
by: Zhou, Jiawei, et al.
Published: (2025)

Epistemic Alignment: A Mediating Framework for User-LLM Knowledge Delivery
by: Clark, Nicholas, et al.
Published: (2025)

From Lived Experience to Insight: Unpacking the Psychological Risks of Using AI Conversational Agents
by: Chandra, Mohit, et al.
Published: (2024)

AI Tutors vs. Tenacious Myths: Evidence from Personalised Dialogue Interventions in Education
by: Corbett, Brooklyn J., et al.
Published: (2025)

Large Language Models as Information Sources: Distinctive Characteristics and Types of Low-Quality Information
by: Zhou, Jiawei, et al.
Published: (2025)

From Wearables to Warnings: Predicting Pain Spikes in Patients with Opioid Use Disorder
by: Goyal, Abhay, et al.
Published: (2025)

Towards Designing Social Interventions For Online Climate Change Denialism Discussions
by: Zhong, Ruican, et al.
Published: (2025)

SoK: Is Sustainable the New Usable? Debunking The Myth of Fundamental Incompatibility Between Security and Sustainability
by: Keleher, Maxwell, et al.
Published: (2026)

A computational framework for longitudinal medication adherence prediction in breast cancer survivors: A social cognitive theory based approach
by: Kaur, Navreet, et al.
Published: (2025)

Large-Scale Analysis of Online Questions Related to Opioid Use Disorder on Reddit
by: Laud, Tanmay, et al.
Published: (2025)

A Risk Taxonomy and Reflection Tool for Large Language Model Adoption in Public Health
by: Zhou, Jiawei, et al.
Published: (2024)

Litmus (Re)Agent: A Benchmark and Agentic System for Predictive Evaluation of Multilingual Models
by: Mittal, Avni, et al.
Published: (2026)

Investigating Characteristics of Media Recommendation Solicitation in r/ifyoulikeblank
by: Bhuiyan, Md Momen, et al.
Published: (2024)

ValueCompass: A Framework for Measuring Contextual Value Alignment Between Human and LLMs
by: Shen, Hua, et al.
Published: (2024)

Exploring the Danmaku Content Moderation on Video-Sharing Platforms: Existing Limitations, Challenges, and Design Opportunities
by: Hu, Siying, et al.
Published: (2024)

Characterizing Collective Efforts in Content Sharing and Quality Control for ADHD-relevant Content on Video-sharing Platforms
by: Zhu, Hanxiu 'Hazel', et al.
Published: (2025)

Benchmarking PDF Accessibility Evaluation A Dataset and Framework for Assessing Automated and LLM-Based Approaches for Accessibility Testing
by: Kumar, Anukriti, et al.
Published: (2025)

ExploreSelf: Fostering User-driven Exploration and Reflection on Personal Challenges with Adaptive Guidance by Large Language Models
by: Song, Inhwa, et al.
Published: (2024)

Fostering Joint Innovation: A Global Online Platform for Ideas Sharing and Collaboration
by: Jamali, Hossein, et al.
Published: (2024)

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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