How do patients talk about the disease burden of chronic pain in their lives?
Project focus: Understand the impact of living with chronic pain
Inspire solution: Combine natural language processing and linguistic analysis to understand the disease burden of chronic pain
Inspire worked with the FDA to identify key terms to use with Inspire’s natural language processing (NLP) system. This technology mines large unstructured text datasets to find specific patient experiences.
Using the key terms, the NLP system identified more than 150,000 member posts on Inspire, as well as more than 4 million open-source posts on public social media sites. Researchers narrowed the datasets and used NLP to conduct an automated analysis of 21,335 open-source and Inspire posts.
Researchers also used linguistic analysis structures and manual sociolinguistic coding to identify broad linguistic trends in 746 Inspire and open-source posts.
Inspire findings: Using the language of chronic pain patients can lead to better care
Understanding the lexicon of people with chronic pain
Subjective scales
People tend to internalize the pain scales that healthcare providers use, such as “new level of pain” and “very severe.”
Quality-of-life impact terminology:
People use words like “disruptive,” “disabling,” and “struggle” to describe how pain affects their ability to enjoy life.
Frequency and length descriptors
As people track the timing and intensity of their pain, they favor words like “daily,” “intermittent,” and “unceasing.”
Adjectives characterizing different pain types
Common pain descriptors include “burning,” “throbbing,” “radiating,” and “sharp.”
Validating language
People use words like “actual,” “legitimate,” “serious,” and “real” to legitimize their need for prescription pain medications and overcome stigma associated with the opioid epidemic.
Imagery and metaphor
To paint a picture about the severity of their pain, people use metaphors, such as “razors,” “swarm of bees,” “electric shocks,” and “prison sentence.”
Flares
Depending on the person, the word “flares” has different meanings. For some, it means frequency of pain. Others use “flares” to refer to additional symptoms like fatigue or a flare-up of a specific condition like interstitial cystitis or lupus.
Inspire solution: Gauging patient awareness through surveys and interviews
Researchers determined that many people with chronic pain identify as “spoonies” on online social media. The spoon metaphor references a blog post called “The Spoon Theory,” which equates the amount of energy available to someone with chronic pain to a “handful of spoons.”
Social media users with chronic pain use hashtags like #spoonie, #spoonielife, and #spoonieproblems to build community and raise awareness.
Many people also use their online bios to self-identify as someone with chronic pain. Top themes include:
- Disease or condition: Chronic pain, fibromyalgia, cancer
- Interests or occupation: Animal, artist, writer
- Social identity: Advocate, mom, family