Smartwatch medication-adherence research
Published work on real-world adherence monitoring using smartwatches and neural networks.
Research focus: smartwatch-based medication-adherence monitoring.
RespireLYFTMLive Your FullestResearch behind the platform
Respiratory intelligence,built on published research.
The team’s peer-reviewed work in respiratory AI and smartwatch sensing, then the science behind every one of the ten everyday factors—eleven white papers, every study cited, no email wall.
Published team research
Explore the technical foundations.
Published cough AI research
AI4COVID-19 studied cough-sample analysis through a smartphone app—a published foundation in the team’s respiratory sensing work.
Research focus: preliminary COVID-19 screening from recorded cough samples.
Published research in smartwatch adherence monitoring and cough AI. Open each paper for the methods, study population and results.
Ten everyday factors
Find the question you want to understand.
Start with the master white paper, the whole picture in one, then explore any daily factor in its own paper.
The master white paper
Finally understand why some days you breathe easy and others you don’t.
The ten everyday factors and five breathing indicators, read as one picture: why single-signal tracking misses combinations, how LYF looks for the patterns in your own record, and why its insights are correlations, never predictions.
The Respire LYF formula, as the paper sets it out
- 10Determinants
- 5Indicators
- Closed-loopAI
- 24 pages
- 11 chapters
- Version 1.0 · July 2026
- 01
InhalerHow does inhaler use shape your breathing?Why taking a dose and using the inhaler well are different questions—and what the research says about both.Read the paper · PDF - 02
MedicationsHow do medicines shape your breathing?A review of adherence, timing and food–supplement interactions around respiratory medicines.Read the paper · PDF - 03
SupplementsHow do supplements shape your breathing?Beyond the ingredient name: evidence on formulation, combinations, timing and differences between people.Read the paper · PDF - 04
FoodHow does food shape your breathing?From additives to the gut–lung connection: why composition and timing belong beside the breathing record.Read the paper · PDF - 05
WeatherHow does weather shape your breathing?Temperature swings, humidity and changing conditions: the context a single weather reading can miss.Read the paper · PDF - 06
EnvironmentHow do air and pollen shape your breathing?Pollen, ozone and combined exposures: a closer look beneath a broad air-quality label.Read the paper · PDF - 07
HydrationHow does hydration shape your breathing?The airway-fluid connection: research on mucus, individual needs and the timing of hydration.Read the paper · PDF - 08
ActivityHow does activity shape your breathing?Exercise, pacing and surrounding conditions: understanding the response beyond a step count.Read the paper · PDF - 09
SleepHow does sleep shape your breathing?The two-way relationship between sleep and breathing, including night-time context and circadian rhythms.Read the paper · PDF - 10
StressHow does stress shape your breathing?Stress and breathing in both directions: physiology, everyday context and differences in individual response.Read the paper · PDF
Read all eleven white papers without an email or form. Every factor Respire LYF reads has its own paper, with the studies cited.
Explore the evidence behind the platform.
Background science
Explore how sleep, food, inhaler routines and other daily factors relate to respiratory health. The white papers bring that literature together; each person’s patterns are learned from their own record.
Product and technical evidence
See the platform in the app screens. Read the technical papers for the sensing task, study methods, population and reported performance.
Clinical research partnerships
Study the outcomes that matter to your patients. Bring your population and research question; build the evaluation with our team. Read about care and FDA policy
From the blog
Practical reading, in plain language.
Asthma TriggersAsthma Worse at Night? 5 Bedroom Fixes That Help
Inhaler
Supplements
Keep learning.
Explore practical reading on breathing, daily routines and the world around you.
Browse education and articles
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