Identifying Patient Sentiment in Atopic Dermatitis Treatment: Large Language Model Approach

This study demonstrates that GPT-4o outperforms traditional natural language processing methods in accurately analyzing patient sentiment toward atopic dermatitis treatments on Reddit, enabling more nuanced and reliable extraction of real-world patient perspectives from large-scale social media data.

Authors

Institutions

Publication Details

Journal
JMIR Formative Research
Published
2025-12-05
DOI
https://doi.org/10.2196/78054
Primary Topic
Dermatology and Skin Diseases
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Identifying Patient Sentiment in Atopic Dermatitis Treatment: Large Language Model Approach

Jack Alexander Cummins, JiaDe Yu
JMIR Formative Research
Dermatology and Skin Diseases
article

Identifying Patient Sentiment in Atopic Dermatitis Treatment: Large Language Model Approach

Jack Alexander Cummins, JiaDe Yu
article en

Abstract

This study demonstrates that GPT-4o outperforms traditional natural language processing methods in accurately analyzing patient sentiment toward atopic dermatitis treatments on Reddit, enabling more nuanced and reliable extraction of real-world patient perspectives from large-scale social media data.

JMIR Formative ResearchVol. 10
Princeton University (US), Massachusetts General Hospital (US)
Openalex Percentile: Top 38%
Dermatology and Skin Diseases
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Identifying Patient Sentiment in Atopic Dermatitis Treatment: Large Language Model Approach — Jack Alexander Cummins, JiaDe Yu · JMIR Formative Research (2025) | TGRS Research Map | TGRS