Lorenza Tiberio ISTC-CNR [PST] Institute for Cognitive Science and Technology National Research...
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Transcript of Lorenza Tiberio ISTC-CNR [PST] Institute for Cognitive Science and Technology National Research...
Lorenza Tiberio
ISTC-CNR [PST]
Institute for Cognitive Science and Technology National Research Council of Italy
Planning and Scheduling Teamhttp://pst.istc.cnr.it
Workshop on Telematics and Robotics for the Quality of Life of the Elderly – ISTC-CNR – Rome 28 September 2009
Introduction & Rationale Literature Review
Cognitive decline in agingMemory Training Intervention
Assistive Technology for Cognition (ATC)
About PST Projects Experience RoboCareRoboCare
The system Design User Evaluation Outcomes of RoboCare Evaluation
CogGymCogGym Project Motivation Architecture Current Implementation and future work
Conclusions
Introduction
Elderly population increase!Elderly population increase!
Mobility and cognitive impairments lead to
functional decline, thereby reducing independence
Active lifestyle
Can physical activity and cognitive training intervention
prevent or delay the onset of age-related cognitive impairment?(Verhaeghen et. al., 1992; Floyd & Scogin, 1997; Willis et al., 2006; Craick et al., 2007, Rockwood& Middleton, 2007)
Can technology contribute to improve cognitive function in older adults? (Basak et al., 2008; Kirsch et al., 2004)
Literature Review
InfancyInfancy MiddleMiddleAdulthoodAdulthood
ChildhoodChildhood Young Young AdulthoodAdulthood
LateLateAdulthoodAdulthood
Crystallized Intelligence
FluidIntelligence
Memory Training LiteratureLiterature Review
Cognitive training may have substantial and lasting effects on the cognitive abilities of older adults (e.g. Ball et all., 2002; Wolinsky et al.2006; Park et all., 2007).
Recent researches indicate that regularly scheduled cognitive exercises can not only improve cognitive functioning, but also reduce the risk of dementia (Wilson et all., 2002).
Traditional training usually consist in simple exercises “paper and pencil” or computerized-based including different tasks (e.g reasoning, recognition, perception, speed of information processing, attention and memory)
Computer training programs may improve specific skills generically involved with games
But there is a little evidence yet that “playing computer games” improves other skills or reduce the risk of memory loss
Brain Age (Nintendo Japan)
Brain Fitness (Posit Science, CA)
Happy Neuron (Quixit, France)
Mindfit (Cognitive Fit, Israel)
Lumonosity (Stanford University)
Literature Review
Compensative or training technological devices that
support and stimulate cognitive functions, in order to
improve or maintain functional abilities in daily activities (LoPresti et al., 2004; Scherer et al., 2005).
ATC interventions can represent an
innovative support in case of :
Cognitive Impairment &
Dementia
Traumatic Brain injury
Cerebrovascular injury
Autism
Learning disabilities
Literature Review
Literature Review
“A cognitive orthotic system intended to help older adults adapt
to cognitive decline and continue the satisfactory performance
of routine activities. Autominder achieves this goal by
providing adaptive, personalized reminders of (basic,
instrumental, and extended) activities of daily living”. (Pollack et
al., 2003)
PEAT (Planning and Execution Assistant and
Trainer) is an hand-held device increasing the
independence of persons with brain injury by
compensation for executive function deficits.
(Levinson R., 1997)
COACH supports older adults with
moderate-levels of dementia and their
caregivers by audio and/or audio-video
prompts. (Mihailidis et al. 2008)
Literature Review
When dealing with technological applications the
acceptabilityacceptability by elderly users is a relevant issue.
People overestimate manipulative
and underestimate cognitive
abilities;
People prefer small robots, hardly
resembling human beings;
Robots should intrude as little as
possible in domestic life;
Robots should simply respond to
the task to be performed.
Privacy violation;
Lack of human responders or a
replacement of human assistance
by technology;
User-friendliness of the devices;
Need for training tailored to
elderly.
Demiris et al., 2008
Scopelliti et al., 2005
PST
Projects
Experience
“The objective of the project is to build a distributed multi-agent system which provides assistance services for elderly users at home.
The agents are a highly heterogeneous collection of fixed and mobile robotic, sensory and problem solving components.
The project is centered on obtaining a virtual community of human and artificial agents who cooperate in the continuous management of an enclosed environment.”
Quote from the original project proposal (2001)
Undestanding users’ attitudes and
psychological variables affecting
acceptability of cognitive support
system in domestic environment:
LikelihoodLikelihood of the proposed scenarios
UtilityUtility and acceptabilityacceptability of the system
Users’ preferencespreferences with respect to proactiveproactive and on-demandon-demand
interactioninteraction
Influence of psychological variables psychological variables on acceptability and
usefulness
PST
Projects
Experience
Participants
100 elderly (average age of 70 years) recruited through the support of an university for the elderly in Rome and a snowball sampling procedure.
Materials
Eight short movies (< 2 minutes each) showing potential interaction scenarios between an elderly person and the robotic agent in a real domestic environment.
PST
Projects
Experience
System Initiative (Emergency & Safety)The system takes the initiative for safety related situations
Environmental safetyThe robot warns the assisted person of a potentially dangerous situation(e.g., the kettle was forgotten on the stove.)
Personal safetyThe system detects a medical emergency and alarms the assisted person'sfamily.
User Initiative The user asks for the system help
Finding objectsThe person asks for the robots' help to find objects within the environment
Activity planningThe system supports the activity planning of the assisted person (e.g. planning his/her weekly appointments).
Reminding medicationThe assisted person does not remember whether or not he/she took his/her medicine after lunch, and asks the robot.
System Initiative (Suggestion)The system takes the initiative for suggestions or warnings
Reminding analysesThe robotic assistant reminds the user of a medical appointment he/she had forgotten.
SuggestionsThe system suggests to go for a walk as the user has been watching television all day (noncritical situation).
Reminding eventsThe system reminds the assisted person of the birthday of the user's acquaintance (noncritical situation).
Tools
Questionnaire divided into 3 sections, plus socio-demograpichs focused on:
a)likelihood of the situations presented, usefulness and acceptability of the system;
b)user’s attitude towards intelligent system;
c)emotional reaction to possible implementation of the system in user’s home.
Disagree completely Disagree Undecided Agree Agree
completely
0 1 2 3 4
1 The robot is nice to look at 0 1 2 3 4
2 The robot allows someone living alone to feel safer 0 1 2 3 4
3 The robot moves too slowly 0 1 2 3 4
Likert Scale
Procedure
Participants were shown the eight videos: on a notebook monitor in a face-to-face administration on a larger screen in a small-group administration
PST
Projects
Experience
PST
Projects
Experience
A signicant correlationcorrelation emerged (Pearson's r) between likelihoodbetween likelihood of
a specic scenario, usefulness and acceptability usefulness and acceptability of the system in
that scenario.
(i.e., the higher the likelihood of the scenario, the higher the users‘
perceived usefulness and the probability they would accept such a device at
home).
PST
Projects
Experience
Interactive situations: User-initiative vs. System-initiative
System- initiative and User-initiative situations involving emergency
and healthcare (safety) were evaluated as significantly more likely, more
useful and more acceptable than System-initiative situations referring
to suggestions.
PST
Projects
Experience
Influence of psychological aspects.
Perceived health Perceived health was not found to significantly influence the
attitude towards the cognitive system. Worry about future cognitive impairment have an effect on user’s
attitude.
Does age-related memory loss worry you?
PST
Projects
Experience
Influence of psychological aspects.
“Would you like the support system to keep your memory active
through games/exercises?”
People reporting a higher level of worry expressed a better
evaluation of Advantages and capabilities of the cognitive system Advantages and capabilities of the cognitive system
support support (possibility for the system to perform tasks at home, support the
users' activities and reduce age-related impairments).
PST
Projects
Experience
A well defined relationship between likelihood of situations, perceived utility of and acceptability for the cognitive system support (emergency situation vs. uncritical activities in everyday life)
The distinction between User-initiative vs. System-Initiative situations showed to be meaningful as well, because elderly people evaluations of the system are influenced by the specific typology of the activity in which assistance is given.
PST
Projects
Experience
Elderly persons showing a great apprehension for age-related cognitive impairments perceived an higher utility and acceptability of the system in terms of a cognitive resource for daily activities demanding use of memory.
PST
Projects
Experience
Aging is responsible for a Aging is responsible for a progressive decline of cognitive functions.
Empirical evidences outline that cognitive stimulation cognitive stimulation had a significant positive impact positive impact as well for maintaining a high-quality high-quality cognitive performance.cognitive performance.
The CogGym Framework CogGym Framework is intended to exploit Assistive Technology for Cognition (ATC) by providing immediate access to training services in an ecological context in order to reinforce elderly declining cognitive resources
The framework integrates a number of techniques from constraint based problem solving techniques to cognitive systems research (e.g., for the user related issues)
PST
Projects
Experience
Case-study driven development: each case is a known instance of agerelated cognitive decline
Problem solving the ability to solve new, non-routine problems, e.g., using new technology
Spatial orientationthe ability to locate places and objects, orientation in geographical space and path planning (e.g., finding shortcuts)
Prospective memorythe ability to manage tasks which are planned to occur in the future
PST
Projects
Experience
Smart blackboard maintains a list of grocery items
the blackboard is both written by the assisted person and read by the system
the system can propose a cognitive exercise pertaining the list of shopping items
the system may be aware of missing items before the user notices (e.g., through RFIDs), and stimulate the user accordingly
PST
Projects
Experience
COGGYM Training
Related to real aspects of the user needs Related to real aspects of the user needs (i.e., the need to prepare the shopping list);Difficulty and frequency are decided on the basis of Difficulty and frequency are decided on the basis of previous users performances. previous users performances.
Contextualizing and personalizing the exercises
enhances the training efficacy and increases the
probability that the
memorization strategies are employed in real-life
situations
PST
Projects
Experience
TRAINING KNOWLEDGE REPOSITORY
TRAINING KNOWLEDGE REPOSITORY
PROBLEM SOLVERPROBLEM SOLVER
INTERACTION MANAGER
INTERACTION MANAGER
USER MODELERUSER MODELER SCENARIO MODELERSCENARIO MODELER
PERFORMANCE DATA BASE
PERFORMANCE DATA BASE
ENVIRONMENTAL SENSORS
ENVIRONMENTAL SENSORS
DATA FILTERINGDATA FILTERING DATA FILTERINGDATA FILTERING
User status User status assessmentassessment
Environmental Environmental assessmentassessment
PST
Projects
Experience
Improving of prospective memory case:
We are adding different types of exercises
We are studing wheter alternative modalities would be more suitable for elderly people
Testing the software framework on additional cases
We plan to include the spatial orientation and problem solving case
We plan to adopt the experimental methodology we have developed from RoboCare
Participatory Design and development process together with users (older people, caregivers, gerontologist, computer scientists)
PST
Projects
Experience
We have presented an overview of recent and current efforts in
synthesizing cognitive technology for elderly population
integrating heterogeneous AI technologies to obtain innovative interactive systems
understanding critical features for user’s involvement and acceptance
A multi-disciplinary team of people
RoboCare and CogGym generate from an hybridization of teams that used to work in parallel
The obtained flavor is quite unique
Even if … a non trivial effort to understand each other is always required.
Conclusoins