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Skill but not Effort Drive GPT Overperformance over Humans in Cognitive Reframing of Negative Scenarios

https://doi.org/10.31234/osf.io/fzvd8
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Inferred edges come from two machine sources: sweeps of open repository metadata (mostly SSRN and Zenodo), and a bulk OpenAlex citation snapshot. Every row below is labelled with the one it came from. Neither is a complete citation index — absence here is not evidence of absence.

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/s11920-019-1094-0openalex-snapshot
Artificial Intelligence for Mental Health and Mental Illnesses: an Overview
inferredcites →https://doi.org/10.1016/0169-2070(88)90126-4openalex-snapshot
Journal of personality and social psychology
inferredcites →https://doi.org/10.1016/j.cobeha.2018.08.007openalex-snapshot
From surviving to thriving in the face of threats: the emerging science of emotion regulation training
inferredcites →https://doi.org/10.1016/j.cpr.2009.11.004openalex-snapshot
Emotion-regulation strategies across psychopathology: A meta-analytic review
inferredcites →https://doi.org/10.1016/j.jrp.2012.09.006openalex-snapshot
Emotion regulation and peer-rated social functioning: A 4-year longitudinal study
inferredcites →https://doi.org/10.1016/j.procs.2020.06.024openalex-snapshot
Predicting Information Cascade on Twitter Using Random Walk
inferredcites →https://doi.org/10.1017/s2045796015001067openalex-snapshot
The future of mental health care: peer-to-peer support and social media
inferredcites →https://doi.org/10.1037/0022-3514.85.2.348openalex-snapshot
Individual differences in two emotion regulation processes: Implications for affect, relationships, and well-being.
inferredcites →https://doi.org/10.1037/1089-2680.2.3.271openalex-snapshot
The Emerging Field of Emotion Regulation: An Integrative Review
inferredcites →https://doi.org/10.1037/emo0001284openalex-snapshot
You changed my mind: Immediate and enduring impacts of social emotion regulation.
inferredcites →https://doi.org/10.1037/pspp0000232openalex-snapshot
When there’s a will, there’s a way: Disentangling the effects of goals and means in emotion regulation.
inferredcites →https://doi.org/10.1038/s41562-023-01675-wopenalex-snapshot
AI will never convey the essence of human empathy
inferredcites →https://doi.org/10.1038/s41591-024-02943-6openalex-snapshot
The health risks of generative AI-based wellness apps
inferredcites →https://doi.org/10.1038/s42256-022-00593-2openalex-snapshot
Human–AI collaboration enables more empathic conversations in text-based peer-to-peer mental health support
inferredcites →https://doi.org/10.1038/s44159-023-00241-5openalex-snapshot
Using large language models in psychology
inferredcites →https://doi.org/10.1038/s44184-023-00047-6openalex-snapshot
Loneliness and suicide mitigation for students using GPT3-enabled chatbots
inferredcites →https://doi.org/10.1046/j.1525-1497.2001.016009606.xopenalex-snapshot
The PHQ-9
inferredcites →https://doi.org/10.1073/pnas.2319112121openalex-snapshot
AI can help people feel heard, but an AI label diminishes this impact
inferredcites →https://doi.org/10.1080/1047840x.2014.940781openalex-snapshot
Emotion Regulation: Current Status and Future Prospects
inferredcites →https://doi.org/10.1111/pops.12236openalex-snapshot
Emotions and Emotion Regulation in Intractable Conflict: Studying Emotional Processes Within a Unique Context
inferredcites →https://doi.org/10.1145/3442381.3450097openalex-snapshot
Towards Facilitating Empathic Conversations in Online Mental Health Support: A Reinforcement Learning Approach
inferredcites →https://doi.org/10.1145/3613904.3642761openalex-snapshot
Facilitating Self-Guided Mental Health Interventions Through Human-Language Model Interaction: A Case Study of Cognitive Restructuring
inferredcites →https://doi.org/10.1177/0956797612452572openalex-snapshot
Can Emotion Regulation Change Political Attitudes in Intractable Conflicts? From the Laboratory to the Field
inferredcites →https://doi.org/10.1177/1088868315586325openalex-snapshot
Why Do People Regulate Their Emotions? A Taxonomy of Motives in Emotion Regulation
inferredcites →https://doi.org/10.1177/1754073919862617openalex-snapshot
Reappraising Reappraisal
inferredcites →https://doi.org/10.1207/s15327752jpa4901_13openalex-snapshot
The Satisfaction With Life Scale
inferredcites →https://doi.org/10.14236/ewic/hci2017.24openalex-snapshot
Towards a chatbot for digital counselling
inferredcites →https://doi.org/10.18653/v1/2022.acl-long.257openalex-snapshot
Inducing Positive Perspectives with Text Reframing
inferredcites →https://doi.org/10.2196/12529openalex-snapshot
Development and Evaluation of ClientBot: Patient-Like Conversational Agent to Train Basic Counseling Skills
inferredcites →https://doi.org/10.2196/27868openalex-snapshot
Evidence of Human-Level Bonds Established With a Digital Conversational Agent: Cross-sectional, Retrospective Observational Study
inferredcites →https://doi.org/10.2196/40242openalex-snapshot
Chatbot-Delivered Cognitive Behavioral Therapy in Adolescents With Depression and Anxiety During the COVID-19 Pandemic: Feasibility and Acceptability Study
inferredcites →https://doi.org/10.31219/osf.io/km6r4openalex-snapshot
Emotion Regulation Contagion Drives Reduction in Negative Intergroup Emotions
inferredcites →https://doi.org/10.31234/osf.io/m4gpqopenalex-snapshot
A global test of brief reappraisal interventions on emotions during the COVID-19 pandemic
inferredcites →https://doi.org/10.32388/2cdmlfopenalex-snapshot
Substance Abuse and Mental Health Services Administration
inferredcites →https://doi.org/10.32614/cran.package.emmeansopenalex-snapshot
emmeans: Estimated Marginal Means, aka Least-Squares Means
inferredcites →https://doi.org/10.4230/lipics.cp.2025.31openalex-snapshot
HISTORIAE, History of Socio-Cultural Transformation as Linguistic Data Science. A Humanities Use Case
inferredcites →https://doi.org/10.48550/arxiv.2109.03910openalex-snapshot
A Recipe For Arbitrary Text Style Transfer with Large Language Models
inferredcites →https://doi.org/10.48550/arxiv.2305.02466openalex-snapshot
Cognitive Reframing of Negative Thoughts through Human-Language Model Interaction
inferredcites →https://doi.org/10.48550/arxiv.2404.01288openalex-snapshot
Large Language Models are Capable of Offering Cognitive Reappraisal, if Guided

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.5207588openalex-extracted
The Cybernetic Teammate: A Field Experiment on Generative AI Reshaping Teamwork and Expertise
inferred← citeshttps://doi.org/10.1007/978-981-95-9493-1_8openalex-snapshot
CARE: Collaborative Cognitive Reframing in Large Language Models via Reasoning for Psychological Counseling
inferred← citeshttps://doi.org/10.1007/s10339-026-01391-zopenalex-snapshot
Exploring conflict-related behavioral intentions in AI and human role-playing interventions: evidence from behavioral experiments and linguistic analyses
inferred← citeshttps://doi.org/10.1038/s41562-025-02247-wopenalex-snapshot
Comparing the value of perceived human versus AI-generated empathy
inferred← citeshttps://doi.org/10.1038/s44184-024-00097-4openalex-snapshot
“It happened to be the perfect thing”: experiences of generative AI chatbots for mental health
inferred← citeshttps://doi.org/10.1080/0267257x.2024.2431099openalex-snapshot
Building relationship marketing theory: Shelby Hunt’s contributions to our understanding of marketing’s exchange relationships
inferred← citeshttps://doi.org/10.1093/ppmgov/gvaf005openalex-snapshot
Chatbot Democracy
inferred← citeshttps://doi.org/10.1177/00218863241279916openalex-snapshot
“AI Can’t Steal My Soul”: In the Age of AI, the Human Touch is Paramount for the Craft of Managing Change
inferred← citeshttps://doi.org/10.1287/orsc.2025.20702openalex-snapshot
The Cybernetic Teammate: A Field Experiment on Generative AI and Teamwork
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