Cognitive Triad Dataset: Understanding Beck's Cognitive Triad Mechanism in an Individual from Social Media Interactions

Published: 28 June 2021| Version 1 | DOI: 10.17632/wb2n39sgbp.1
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Description

The Cognitive Triad Dataset (CTD) is used to understand Beck's cognitive triad mechanism in an individual, which is crucial for early diagnosis and prognosis of depression. The Cognitive Triad Dataset (CTD) contains 5886 messages, including 4706 from the Tweeter, 600 from the Time-to-Change blog, and 580 from Beyond Blue personal stories. Six well-trained annotators manually labeled the data. This data includes six classes: self-negative, world-negative, future-negative, self-positive, world-positive, and future-positive. The CTD was evaluated on various sentiment classification algorithms. The dataset will assist in understanding Beck's Cognitive Triad Inventory (CTI) items in an individual's social media messages.

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Institutions

Visvesvaraya Technological University, M S Ramaiah Institute of Technology

Categories

Depression, Sentiment Analysis

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