NLP analysis of 2.6 million medical records found cannabis use documentation rose 900% among autoimmune patients, with Black and Hispanic patients using cannabis more often for pain and having higher ER utilization.
Rheumatology patients, rheumatologists, health equity researchers, and chronic pain specialists.
What the researchers found
Cannabis use documentation rose from 0.1% to 1.1% (900% increase) over 2004-2024. 24.5% of patients had at least one note of current use. Pain was the leading motive (37.9%), higher among Black (54.5%) and Hispanic (43.2%) patients. Cannabis users had higher comorbidity, more ER visits (2.1 vs. 1.3/year), more hospitalizations (1.4 vs. 0.9), and more opioid prescriptions (65% vs. 32.7%).
Why it matters
Autoimmune patients often use cannabis for pain that persists despite controlled inflammation. The significant racial disparities — with Black and Hispanic patients more likely to use for pain — suggest unequal access to other pain management options.
The numbers in context
5,051 patients, 2.6 million notes. 24.5% with current use documented. 900% increase 2004-2024. Black patients: 36.2% use rate, 54.5% for pain. Hispanic: 30.1%, 43.2% for pain. White: 26.5%. Cannabis users: 2.1 ER visits/year vs. 1.3. Opioid scripts: 65% vs. 32.7%.
How the study worked
NLP applied to 2.6 million EHR notes from 5,051 adults with autoimmune rheumatic diseases at a tertiary center (2004-2024). Classifiers achieved F1=0.85 for use status and F1=0.83 for reasons. Analyzed use patterns, reasons, sociodemographic disparities, and healthcare utilization.
What this study cannot tell us
Single tertiary center. NLP may miss undocumented use. Association between cannabis use and higher healthcare utilization may reflect sicker patients, not cannabis effects. Documentation ≠ actual use rates. Cannabis users may be more willing to discuss use at this center.
How to read the evidence
Novel NLP methodology with large dataset and validated classifiers, though single-center and observational.
When this study was published
Published in 2026, spanning two decades of EHR data capturing the evolution of cannabis use in rheumatology.
The bigger picture
The fact that cannabis users also have more opioid prescriptions suggests these patients have more severe or refractory pain, not that cannabis is replacing opioids. The racial disparities in pain-motivated use may reflect unequal access to pain management rather than differing preferences.
Questions still open
- Would better pain management reduce cannabis use in these patients? Are racial disparities in cannabis-for-pain driven by undertreated pain? Could medical cannabis be formally integrated into rheumatology care?
Common questions
Are rheumatology patients using cannabis for pain?
Why are there racial differences in cannabis use for pain?
Read the original research
Pharmacoepidemiologic characterization of cannabis use and symptomatology in rheumatology using natural language processing of electronic health record clinic notes.
The journal of pain, 39, 105633
Citation
Falasinnu, Titilola; Le, Nathan; Wang, Yiyu; Alagappan, Aishwarya; Walker, Andrew; Park, Tricia; Leung, Jerik; Chaichian, Yashaar; Weisman, Michael; Kenney, Martha; Irani, Anushka; Bozkurt, Selen. (2026). Pharmacoepidemiologic characterization of cannabis use and symptomatology in rheumatology using natural language processing of electronic health record clinic notes.. The journal of pain, 39, 105633. https://doi.org/10.1016/j.jpain.2025.105633
Explore the wider topic
- CBD Oil Quality Guide: How to Avoid Snake Oil
- Anxiety After Quitting Weed: When to Consider Medication
- Cannabis for Chemotherapy Nausea: What the Evidence Actually Shows
- Cannabis for Chronic Pain: What the Research Actually Supports
- Cannabis and Epilepsy: The Epidiolex Story and What It Means
- Does CBD Actually Work for Anxiety? What the Evidence Shows
- Does CBD Help with Weed Withdrawal? What Studies Show
- CBD vs THC: The Differences That Actually Matter
- The Proven Medical Benefits of Cannabis: What Research Supports
- Quitting Weed Before Surgery
- Weed and Medications: What Changes When You Quit
- Quitting Weed During Pregnancy: What You Need to Know
- Quitting Weed While Pregnant: What You Need to Know
- Cannabis and Older Adults: Risks Seniors Should Know
- Cannabis and Breastfeeding: THC in Breast Milk
- Cannabis and Arthritis: What the Research Actually Shows