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"AI Observer"of the Digital Phenotype, People that visit health…

- - - - Issues with good practice
        
        Leaving phone on
        
        Battery charging
        
        Camera on, flashlight on
        
        Data consumption
        
        Data storage
      - Elders tend to spend too much time on their devices
        
        Eye issues, blue-rays.
        
        Sleeping cycles altered
        
        Reaction time lowered
        
        Eating cycles altered
        
        Frustration from online conversations and other people not responding (can we check which websites are visited?)
        
        Scientists have reported adverse health effects of using mobile phones including changes in brain activity, reaction times, and sleep patterns. More studies are underway to try to confirm these findings. When mobile phones are used very close to some medical devices (including pacemakers, implantable defibrillators, and certain hearing aids) there is the possibility of causing interference with their operation.
  - - - Available Data
        
        We have little available datasets- most found on Kaggle already enable us to recognise walking/laying/sitting patterns with confidence scores.
        
        The ExtraSensory Dataset
        
        Human Activity Recognition with Smartphones
        
        Data we'll maybe get...
        🦒 is the PU willing to calibrate? Do regular experiments (like putting the phone on his leg)?
        Substantial difference between model trained on Kaggle data and real data...
        
        Calibrating can be just living normal life with the phone to model typical behaviour of the PU.
- - - - Comes from my experience
        Physical Activity
        Accelerometer
      - Stability/Regularity
        This is more a metric for detecting something that's going wrong, because it should always be green light if PU has stable routines.
    - - ✨Mobility
        
        GPS
        
        POI
      - Sociability
        
        Calls, apps (pictures!!!)
        
        POI