βοΈπ¬ ReDSM5: A Reddit Dataset for DSM-5 Depression Detection
βΉοΈ Looking for a quick preview?
A fully paraphrased, anonymized sample with 25 entries is publicly available on the Hugging Face Hub β no user agreement required!
π¦ Access Conditions
This dataset is gated. To obtain access, please complete the access request form at ReDSM5 Agreement Form and submit it via email to [email protected]. Your request will be reviewed and youβll receive approval or further instructions by email.
π Dataset Summary
ReDSM5 is a corpus of 1,484 Reddit posts, each sentence-level annotated for presence or absence of the nine DSM-5 major depressive episode symptoms (or SPECIAL_CASE
for expert discrimination cases), along with a clinical rationale from a licensed psychologist.
A public paraphrased sample is available for inspection and prototyping at irlab-udc/redsm5-sample.
This sample includes 25 entries, has been completely paraphrased to protect anonymity, and can be accessed without any agreement.
Unlike other datasets, every annotation includes:
sentence_text
: The relevant sentence from a Reddit post.DSM5_symptom
: One of:DEPRESSED_MOOD
ANHEDONIA
APPETITE_CHANGE
SLEEP_ISSUES
PSYCHOMOTOR
FATIGUE
WORTHLESSNESS
COGNITIVE_ISSUES
SUICIDAL_THOUGHTS
SPECIAL_CASE
(for non-DSM-5 clinical/positive discriminations)
status
:1
= relevant evidence for the symptom0
= explicit negative (clinician-annotated absence of symptom)
explanation
: Short clinical rationale.post_id
,sentence_id
: For reference and grouping.
There is also a full post file with the original post text.
π Files
redsm5_posts.csv
- Columns:
post_id
,text
(cleaned full post)
- Columns:
redsm5_annotations.csv
- Columns:
post_id
,sentence_id
,sentence_text
,DSM5_symptom
,status
,explanation
- Columns:
Example annotation row:
post_id | sentence_id | sentence_text | DSM5_symptom | status | explanation |
---|---|---|---|---|---|
s_3019_239 | s_3019_239_1 | However my sex drive went crazy... | SPECIAL_CASE | 1 | The above statement allows us to affirm that the person... |
s_427_110 | s_427_110_1 | I'm feeling pretty proud of myself... | SPECIAL_CASE | 1 | The person who writes this post is manifesting positive feelings... |
s_221_12 | s_221_12_5 | I have trouble sleeping every night | SLEEP_ISSUES | 1 | This statement shows persistent sleep issues matching DSM-5 criteria. |
π Dataset Statistics
- Total posts: 1,484
- Total number of expert explanations: 1,547
- Average explanations per post: 1.04
- Average number of symptoms per post (status=1 only): 1.39
- Number of hard negatives (posts with no symptoms, status=1): 392
- Average post length (in words): 294.7
- Min / Max post length (in words): 2 / 6,990
Symptom Distribution (posts with status=1
):
Symptom | Posts tagged |
---|---|
DEPRESSED_MOOD | 328 |
ANHEDONIA | 124 |
APPETITE_CHANGE | 44 |
SLEEP_ISSUES | 102 |
PSYCHOMOTOR | 35 |
FATIGUE | 124 |
WORTHLESSNESS | 311 |
COGNITIVE_ISSUES | 59 |
SUICIDAL_THOUGHTS | 165 |
SPECIAL_CASE | 92 |
π¦ File Format
redsm5_full_posts.csv
post_id | text |
---|---|
s_1001_1 | I feel tired every day. I can't concentrate and sleep is a mess... |
redsm5_annotations_long.csv
post_id | sentence_id | sentence_text | DSM5_symptom | status | explanation |
---|---|---|---|---|---|
s_1001_1 | s_1001_1_1 | I feel tired every day. | FATIGUE | 1 | Indicates chronic fatigue. |
s_1001_1 | s_1001_1_3 | I can't concentrate... | COGNITIVE_ISSUES | 1 | Persistent cognitive issues. |
π‘ Notes
- Each row in
redsm5_annotations_long.csv
is a unique(post, sentence, symptom)
expert-annotated evidence. - For multi-label tasks, group by
post_id
. - For post-level text, use
redsm5_full_posts.csv
.
π Citation
Coming soon - paper under submission.
If you use this resource, please β star the repo and stay tuned for citation info.
π¬ Contact
For questions, please reach out via email: [email protected]
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