Medication Mentions
Post-level medication detection using regex patterns for ~35 medications in 8 classes (ICS, oral corticosteroids, bronchodilators, biologics, leukotriene modifiers, combination inhalers, devices). Only posts passing both asthma gate and pediatric gate are analyzed.
Medication Sentiment & Fear
Daily Medication Trend (Top 5)
Singulair Behavioral Effects
Tracks 9 behavioral effects (nightmares, aggression, mood changes, suicidal ideation, sleep disturbances, anxiety, depression, personality changes, hyperactivity) in posts mentioning Singulair/montelukast. Also tracks 4 discourse categories: black box warning, starting decision, stopping decision, seeking alternatives.
Singulair Discourse Categories
ED/Hospital Decision-Making
Detects 4 categories of ED discourse: decision uncertainty ("should I go to the ER"), post-visit experience, return/repeat visits, and barriers to access (cost, insurance, wait times). Maps to 72-hour ED return research.
ED Discourse Daily Trend
Treatment Beliefs & Misconceptions
Detects 10 guideline-discordant beliefs with stance classification: concordant (aligns with NAEPP/GINA guidelines, i.e. debunking the myth), discordant (against guidelines), uncertain (questioning), unclear. Proximity-bounded regex patterns prevent false positives.
Triggers & Environmental Narratives
Tracks 19 triggers in 3 categories: Environmental (mold, pollution, smoke, pets, pollen, dust mites, weather, cold air), Viral (RSV, cold, flu, COVID, respiratory infection, croup), Non-evidence-based (vaccines, diet/toxins, chemicals, mold toxicity, EMF).
Trigger Daily Trend
Caregiver Emotional State
Classifies caregiver emotional state into 5 categories: trust in providers, frustration with system, feeling dismissed, anxiety/fear, and empowerment/advocacy.
Caregiver Sentiment Daily
Post Explorer
Select a medication and click Load Posts
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