# data[].attributes.headline
The possible downside of be aware of state/status, what should we avoid or how to design to prevent the side effects. (Shen)

# data[].attributes.subject
The possible downside of be aware of state/status, what should we avoid or how to design to prevent the side effects. (Shen)

# data[].attributes.body
Sensor for scaffolding (how to utilize sensors to scaffold more accurately and more effectively)
Status-sensitive feedback design (how to design feedback based on human status/emotion) Research Q: will the effectness of different feedback (audio/ strong audio, visual, peripheral, etc) change according to body state, and if they do change, when to use what)
Implicit survey using a headset + sensors that can tell people's reaction and come up with survey result.

# data[].attributes.body
How about automatically convert our emotion into emotion augmented chat text (so that we don't have to add emoticon manually).

Second idea: as Deb has suggested: use body sensors to understand group reaction to "poll", so that it can be done in a way that quicker, implicit, and understand the correlationship between body reaction and people's feeling/reaction to a poll.

# data[].attributes.body
Personal: Identity the wrong states and fix/change them e.g. http://www.sonoception.com/sonoception-the-technology

# data[].attributes.headline
The role of sensors in pro-active interactive computing (Shen)

# data[].attributes.subject
The role of sensors in pro-active interactive computing (Shen)

# data[].attributes.body
Just think of the above title. Maybe something interesting as a paper title. It seems that one of the major use of sensors is that it can help human to overcome and manage their states. Lot of time, we feel something, but we don't act on it. Of course sometimes, not act on it is good, but other times, not act on it is bad, so sensors can detect such states and try to help us to overcome the psychological barrier to act on it.

# data[].attributes.body
Suggest that I take a walk or meditate when I'm feeling stressed.

# data[].attributes.body
How can I make sure other people don't know my emotional state if I don't want them to?

# data[].attributes.body
Group: Notify close friends when there are mental/physical instabilities

# data[].attributes.body
Group: Choose the players/reserves for the game depending on their mental and physical conditions

# data[].attributes.body
How will people react to me knowing about their sensor data? https://vimeo.com/46304267

# data[].attributes.body
Let me know when my girlfriend is sad or stressed so I can give her a call (this needs to be totally concensual, since it can lead to issues with privacy)

# data[].attributes.body
PERSONAL

1. When should the alarm wake me up

2. When the call should be rejected e.g. I am in a meeting

3. Youtube video suggestions based on my mood

4. News feed based on my mood

5. Teddy gives a hug when I am sad

6. If I am not motivated for my work using skill —, then send me a link related to how I can improve that skill

7. Play some relaxing songs when I am getting a bit stressed

8. safety detector - call family

GROUP

1. Make remote group work more effective

Since we can’t see the person, I don’t know if we should stop discussing. If I can see the group interest or group focus level it would be great

1. Some people might be introverts in group chat, if I can see  their emotional responses that would be good. Privacy!!!

2. Event suggestions based on energy levels of the group. Can reduce the work of searching and group decision making

3. for Skype, if someone is busy then see that status there

4.  When I am feeling homesick or missing my parents, my parents can see that and they can give me a call

# data[].attributes.body
Group: Have more interactive call with someone (I know the other person's state) and talk relative material/avoid unwanted discussion

# data[].attributes.body
I want to know when I need something to eat, since I usually become very grumpy and irritable before I realize that I have low blood sugar.

# data[].attributes.body
Let me know when I'm not in a good mental state to drive, either for fatigue or if I'm just not paying attention to the road.

# data[].attributes.body
Get to the fundamentals: What are the basic nature of tasks that can be helped with sensors? Think of it as a trade-off between user comfort/desirability Vs. usefulness. What are some of the tasks that need sensors — is it a soft requirement or a hard requirement. ?

# data[].attributes.body
Let me know if the person I'm talking too is zoning out or losing interest, so I know I need to change subject or propose that we take a break (especially in meetings)

# data[].attributes.body
Privacy: If sensors become commonplace and everybody is using sensors to disseminate information, what's the best strategy to implement individual/group privacy ?

# data[].attributes.body
Since I sometimes become anxious about the future and my project, help me remember and understand that things usually work out well.

# data[].attributes.body
Group: Deciding consensus e.g  watching which movie to go

# data[].attributes.body
I often have back pain. I would like someone to let me know when my posture is bad, to help me correct it.

# data[].attributes.body
Personal: Capture the moments when I am happy/delighted and make an album

# data[].attributes.body
Personal: Re-wiring human-human behavior with the help of sensors. Time and nature of intervention can be redesigned with sensors as the middleware. For example, I want to approach my manager or someone I want to propose to, when do I do it, how do I do it, what's the best thing to say ? Sensors can help.

# data[].attributes.body
How does sensing fatigue can help me to? (adjust my schedule/work)

Idea:
Body state sensitive daily planning assistant

This AI assistant will ask me about what I want to do, and what's my goal, and help me to concretize my tasks, and then based on my body state, suggest activities that works better to achieve my goals. For example, if it senses that I am tired, it may suggest items that does not require much brain power to complete or involve some physical activities. If it senses that I am supercharged, it may suggest me to work on the most difficult task, etc.

# data[].attributes.body
It would be good to have a "mentor" that can see when I look exhausted or frustrated, and give me hints in a calming manner.

# data[].attributes.body
Personal: May be check I am stressed/angry/sleepy and suggest me the activities to relax/avoid

# data[].attributes.headline
Topic: How to use state to solve problems (Shen)  

# data[].attributes.subject
Topic: How to use state to solve problems (Shen)  

# data[].attributes.body
Group emotional sensitive progam adjustment (more macro level adjustment)
When I am organizing an event or conduct a meeting, it will be nice if somehow I can sense the crowd dynamic and status to adjust my program to cater to the collective feelings. If everyone is tired, it will be nice for the AI assistant to remind me that I should offer a break. If everyone is excited about something, can add more to it. (Something like an emotional sensitive program adjustment)

Group emotional sensitive statement/expression adjustment (more micro level adjustment)

It will be really cool if I can quickly get a sense of how everyone is feeling about a particular statement or suggestion I have proposed so that I know whether I should make any adjustment to it or not.

# data[].attributes.body
Why do we use sensors?
- to understand and infer user's status, and then try to use this for better interaction or supports
How can it be utilised in our vision context?
- Our vision fundamentally involve some multitasking situations because human is more centralised in our vision, and they can do more than conventional computing environment, as like dogs escaped from cage.

So, my suggestion is mainly based on utilisation of sensors to support users in multitasking situations naturally.

1) Proactive assistance system can be realised by sensor-based ways not only relying on inputs consciously made by users. In other words, system can monitor user's status (traditional approach) + can detect specific moments for actions (traditional approach) from some experts doing in the domain (traditional approach). Up to here, it sounds a bit tedious because there is no difference with previous approach, however, possible interesting points could be if some expert's knowhow in specific domains  for recognition of specific status of other people can be realised in a digital world based on sensing, further, it can be applied to general situation, it would be good to extend our knowledge.
- need to have a lot of interviews, analysis of human behaviour, concrete verification process for knowledge found from research...

2)  Some sensing gestures + biology signals can be used for understanding of users more it would be also good to differentiate any depth of user interface or to suggest different level of feedback etc.

ex) If users are in calm situation for detailed or complicated interaction, system can show detailed interface to collect and reflect user's intent, but if not, system show abstract UIs and some thing is covered with voice command or input, something is postponed for input later.

3) Sensing based system can determine suitable interaction technique according to user's situation or emotion status etc.

ex) this is a bit similar with 2) suggestion but a bit different in terms of consideration of emotion. Different persona or different style of haptic feedback can be selected to customised for best interaction based on user's status automatically. Or we can also think to utilise different body parts for interaction based on body temperature through finding the most sensitive parts of body.... or according to posture etc.

# data[].attributes.body
Group: Emotion Management — If a teacher/mentor/facilitator helps attendees/students, then the help can be catered to the particular physical/emotional state of the students/attendees.

# data[].attributes.body
When we do the concept mapping together, I hope the system can predict the right moments to give me hints.

# data[].attributes.body
Personal: Teach activity that needs correct forms/posture. For example, dance: if you do not do the correct form/posture, then sensors can offer corrective help, may be by direction/magnitude of signal received from a sensor. Can be applicable to say sports like swimming, martial arts; Correcting bad postures etc.

# data[].attributes.body
When I work in the office, I hope to have something monitoring my interruptibility

# data[].attributes.body
Personal: For voice assistants, what is a good time to provide feedback, proactive suggestions to people, or interrupt in user's life in a smart home. For example, if the AI decides that may be it needs to turn down the temperature of the room and the user is working on something (or, talking to someone), then what is a good time for the VUI to interrupt.