Michie S., et al. “Do physical activity interventions that include self-monitoring improve physical activity?” Systematic Review & Meta-analysis — shows self-monitoring interventions are effective. PMC
Patel MS., et al. “Effectiveness of wearable activity trackers to increase physical activity” — Lancet Digital Health review on wearables and activity. The Lancet
Sutton S., et al. “Impact of feedback on self-monitoring behaviours” — systematic review; evidence is mixed but shows feedback is important when well-designed. BioMed Central
Systematic review of NLP methods (for entity extraction) — demonstrates high accuracy of domain-specific NLP pipelines for extracting exercise data and clinical notes. PMC
KTH thesis on parsing workouts with LLMs. KTH Diva Portal