Published August 5, 2024
| Version Version 1
Dataset
Open
MHMisinfo - Video-based Mental Health Misinformation Dataset
Description
MHMisinfo-Gold and MHMisinfo-Large datasets, as described in the paper "Supporters and Skeptics: LLM-based Analysis of Engagement with Mental Health (Mis)Information Content on Video-sharing Platforms" (forthcoming at ICWSM 2025). Videos and comments for each dataset are seperately stored in different .csv files
Dataset schema, videos
| Column Name | Description |
|---|---|
| video_id | ID of the Video, as assigned by their respective platforms |
| video_title | The title of the video |
| video_description | The description of the video, given by the video creators |
| audio_transcript | Text transcription of the video's audio track, as generated by Whisper speech-to-text model |
| video_view_count | View count of the video, at the time of data collection |
| video_like_count | Like count of the video, at the time of data collection |
| video_comment_count | Comment count of the video, at the time of data collection |
| label_ioi | "Information of Interventions" label of video, annotated by experts. 1 = High-quality information on interventions, -1 = Low-quality information on interventions |
| label_ebt | "Evidence-based Treatment" label of video, annotated by experts. 1 = Encourages evidence-based treatment, -1 = Discourages evidence-based treatment |
| label_aoc | "Alignment of Consensus" label of video, annotated by experts, 1 = High Alignment with Consensus, -1 = Low Alignment with Consensus |
| label | Overall mental health misinformation label of the video. 0 = non-MHMisinfo videos, and -1 = MHMisinfo videos |
| platform | Platform of the video |
Dataset schema, comments
| Column Name | Description |
|---|---|
| text | The raw text of the comment |
|
commenter_channel_display_name |
The display name of the user who posted the comment. |
|
comment_publish_date |
The time when the comment was orignally published, . |
|
video_id |
ID of the Video associated by the platform, as assigned by their respective platforms |
|
platform |
Platform of the video associated with the comment |
|
label |
Overall mental health misinformation label of the video associated with the comment. 0 = non-MHMisinfo videos, and -1 = MHMisinfo videos |
Files
comments_MHMisinfo_Full.csv
Additional details
Related works
- Is described by
- Conference paper: arXiv:2407.02662 (arXiv)
Dates
- Submitted
-
2024-08-05Data uploaded to Zenodo