Elena Elias
email: elena.elias@univ-lyon2.fr

Marc-Eric Bobillier Chaumon
email: chaumon@univ-lyon2.fr

Michel Vacher
email: michel.vacher@imag.fr

Methods to design home support for elders

Keywords: Design, SmartHome, Usage study

The VOCADOM research project aims to design a new technology (voice control usable at home) to encourage the well-being and autonomy of the elderly with loss of autonomy at home. The user-centered design that we apply must implement methods adapted to these profiles. Which methods are appropriate for this profile to understand their real problems and needs at home and which methods can be mobilised that these people can project themselves into the use of an innovative device?

Introduction

Population ageing of the industrialised countries in the coming years will sharply increase and by correlation the number of people with loss of their autonomy will considerably increase. This situation will have economic impacts on society and will require additional places within specialised organizations. In the face of this societal context, technological devices are emerging to encourage home support. Among them, home automation systems can be adapted. They make technological services available to users. These services are used in the health and safety areas or to improve the inhabitants well-being. In the case of the elderly, home automation systems can be considered to overcome difficulties with age (loss of memory, physical limitations ...).

Our work aims to define more suitable methods for a user-centered design (UCD) when these people are old to encourage the home automation system acceptance. Several issues are targeted within this project, first it is to develop a voice interaction device at home that satisfy needs of users, second it is to develop use prospecting methods for fragile people and finally to develop a new design approach which gathers a set of methods which are applied in situ. This article is organised in three parts. The first part presents the state of knowledge about home support and the proposed solutions to ensure the well-being and autonomy of fragile people. The second part presents the methodology mobilised within the project. Finally, the third part presents first interviews results to the elderly and services to be deployed within Vocadom.

Ageing

The ageing definition is very controversial. Some authors discuss the old-age as a deterioration of the living conditions due to physical disorders [START_REF] Clement | Usages, normes, autonomie : analyse critique de la bibliographie concernant le vieillissement de la population[END_REF] and others as a positive achievement of all abilities [START_REF] Guérette | La vieillesse, c'est le déclin, on n'y peut rien[END_REF]. Ageing is still synonymous with fragility.

There are several types of fragility. Biological fragility is reflected in physical disorders such as hearing, sight. The proprioception degeneration which causes in the elderly a fear of falling and therefore limits outings [START_REF] Ballinger | The construction of the risk of falling among and by older people[END_REF], which causes a loneliness and a social fragility [START_REF] Freund | The orchestration of selection, optimization and compensation: An action-theoretical conceptualization of a theory of developmental regulation[END_REF]. Cognitive fragility is recognized by the cognitive decline such as memory and learning disorders [START_REF] Moget | Ergonomie prospective et âge : proposition de méthodes nouvelles pour la conception d'un système de maintien à domicile[END_REF]. As well as the psychological fragility which implies a loss of identity and a reassessment of its role within the society. These fragilities differ from one person to another and can be plural. Formation of these disorders can cause a depression [START_REF] Monfort | Spécificités psychologiques des personnes très âgées[END_REF] and affect their autonomy and well-being.

Loss of autonomy

The INSEE (National Institute of Statistics and Economic Studies) defines the loss of autonomy of a person as: "a durable state of the person causing disabilities and requiring some help to perform acts of everyday life. The dependence degree of an elderly person depends on disability level and activity restrictions they live, and not directly on their health status [START_REF]Personnes âgées dépendantes[END_REF]." In this way, an elderly person becomes fragile when they need help to carry out an activity of everyday life. Researchers have identified ADL and IADL [START_REF] Lawton | Assessment of older people: Self-maintaining and instrumental activities of daily living[END_REF] which are activities of daily living and instrumental activities of daily living that gather all the activities which are carried out in everyday life. Within the CIRDO project [12] ADL were divided into eight dimensions, namely the activities: housewife, nutritional, leisure, rest, mobility, care and hygiene, health and communication. The AGGIR model enables to measure a person's autonomy level. The AGGIR model, Autonomie Gérontologie and Groupe Iso-Ressources "assesses the activities performed or not by the single person and enables to define "ISO resources" groups gathering individuals with levels close to assistance needs to perform everyday life essential acts". This scale is graduated from 6 to 1, 6 represents independent persons for everyday life activities and 1 represents dependent persons with cognitive, physical, social, significant problems requiring a continued assistance. More and more people who lost their autonomy want to live at home [START_REF] Wiles | The Meaning of « Aging in Place » to Older People[END_REF]. In the face of such situation, there is the question of how to maintain these people at home, through which tools. A discipline then emerged, gerontechnology, to try to satisfy these needs.

Gerontechnology

Gerontechnology is a discipline that aims to improve the daily life of the fragile elderly through technologies in the areas of health and autonomy. This is particularly the remote assistance case which enables the elderly person to press a button during a risk situation and to be automatically linked to a care platform. Also, the development of automatic pill box to deal with the medication forgetting. Despite the birth of several devices, many criticisms have been made because of their using complexity [START_REF] Caradec | Vieillissement et usage des technologies. Une perspective identitaire et relationnelle[END_REF], which causes a misuse or non-use [START_REF] Hem | Le téléphone, un artefact témoin du bien-être des personnes-âgées (thèse de doctorat[END_REF] and are sometimes considered as a dependence marker [START_REF] Clement | Usages, normes, autonomie : analyse critique de la bibliographie concernant le vieillissement de la population[END_REF] and therefore stigmatization [START_REF] Goffman | Les stigmates : Les usages sociaux des handicaps Paris[END_REF]. Lie and al [START_REF] Lie | Technologie et confiance[END_REF] suggest that these systems have limits, especially the case of worn devices as remote assistance that users forget to wear them, ambient systems would overcome this problem and do not impose new gestures and habits to integrate in everyday life. Thus, projects in the context of home support are turning to smart home through home automation and more recently the ambient home.

Smart home vs ambient home

Smart home is equipped with sensors to analyse activity within the home, such as movements in rooms, the state of openings and closures. It is equipped to facilitate equipment control and to identify anomalies [START_REF] Chen | Ontology-based activity recognition in intelligent pervasive environments[END_REF]. The concept of Ambient Assisted Living (AAL) has been based and developed on smart home [START_REF] Nehmer | Living assistance systems: an ambient intelligence approach[END_REF], the home is instrumented and equipped with innovative solutions enabling to fragile people such as the elderly to live the longest time at home. AAL solutions have been developed to be accessible and ease to use. Indeed, acceptance by users is essential. Home are thus equipped with micro, cameras and technological tools that measure people physiological data in a constant way. These devices would improve the elderly everyday life by giving them the opportunity to be more autonomous in their daily activities achievement. A study was carried out in the United Kingdom to evaluate the acceptability and the satisfaction of such a device, it is the device SHel (Safe Home Living), it is an ambient remote surveillance system [START_REF] Lie | Technologie et confiance[END_REF][START_REF] Mace | Definitions : accessible, adaptable et universal design, The center for universal Design[END_REF][START_REF] Michel | Fracture numérique chez les seniors du 4ème âge. Observation d'une acculturation technique[END_REF][START_REF] Moget | Ergonomie prospective et âge : proposition de méthodes nouvelles pour la conception d'un système de maintien à domicile[END_REF][START_REF] Monfort | Spécificités psychologiques des personnes très âgées[END_REF][START_REF] Sixsmith | The Power(s) of Observation : theorical Perspectives on Surveillance Technologies and Older People[END_REF][START_REF] Nehmer | Living assistance systems: an ambient intelligence approach[END_REF][START_REF] Poirier | Quelle modalité pour l'interaction avec les petits appareils mobiles et vestimentaires: texte ou vocal? Comment choisir entre clavier et assistant personnel? In 29ème conférence francophone sur l'Interaction Homme-Machine[END_REF][START_REF] Portet | Design and evaluation of a smart home voice interface for the elderly: acceptability and objection aspects[END_REF][START_REF] Ramos | Ambient Intelligence -A State of the Art from Artificial Intelligence Perspective[END_REF][START_REF] Reerink-Boulanger | Services technologiques intégrés dans l'habitat des personnes âgées : examen des déterminants individuels, sociaux et organisationnels de leur acceptabilité[END_REF][START_REF]The Principles of Universal Design (Version 2.0)[END_REF][START_REF] Venkatesh | Consumer Acceptance and Use of Information Technology : Extending the Unified Theory of Acceptance and Use of Technology[END_REF][START_REF] Vines | Making family care work: dependence, privacy and remote home monitoring telecare systems[END_REF] for the elderly living alone. This system enables to monitor activities carried out at home and to detect anomalies, when necessary to send an alert to a referent. Results show that one of the conditions for the device use is the trust relationship between the elderly person and his referent. Indeed, the elderly person must agree to share his private life with his referent and therefore must be established so that the device would not be rejected [START_REF] Sixsmith | The Power(s) of Observation : theorical Perspectives on Surveillance Technologies and Older People[END_REF]. Lie and al [START_REF] Lie | Technologie et confiance[END_REF] argue that elderly people must be able to control the nature and form of data transmission to their referent. But it requires that the elderly person must have abilities to use the device optimally. The elderly person and the referent must participate in the design of this type of device. Researchers [START_REF] Desai | A Review on Applications of Ambient Assisted Living[END_REF] have made a recent comparison of different AAL solutions for the elderly and currently their conclusion is devices are still oriented techno push and do not sufficiently take user needs into account. Moreover, they observe that a solution can answer to a precise situation but cannot be transposable in another situation which does not make it possible to answer to all the problems met by fragile persons.

Voice activated personal assistants

The voice command thus appears to be suitable as an interaction solution for people having difficulties to move or sight problems [START_REF] Portet | Design and evaluation of a smart home voice interface for the elderly: acceptability and objection aspects[END_REF]. Voice activated personal assistants (VAPA) have developed since the 90s and are booming because they have become more efficient thanks to their deep learning and artificial intelligence they have known a significant improvement. The most frequently used VAPA are Apple's Siri, Amazon's Alexa, Microsoft's Cortana and Google Assistant. The voice assistant would be used in priority in a private place so that the information would not be heard [START_REF] Easwara Moorthy | Privacy Concerns for Use of Voice Activated Personal Assistant in the Public Space[END_REF]. The enthusiasm of these devices comes from an anthropomorphic need [START_REF] Poirier | Quelle modalité pour l'interaction avec les petits appareils mobiles et vestimentaires: texte ou vocal? Comment choisir entre clavier et assistant personnel? In 29ème conférence francophone sur l'Interaction Homme-Machine[END_REF], indeed, the voice assistant would be perceived as a companion because words are increasingly recognized. But this can cause confusion among users who perceive these devices as systems enable to understand human language. In reality their abilities are limited, indeed, these devices have their own language, the user must comply. These devices emerge even within home in particular with Amazon Echo in 2014, Google Home in 2016 in the United States, and this is the beginning Google Home has just appeared in France and other operators will develop. One of the limits of these devices is that data is released and collected outside the home.

Approach

Vocadom project

The Vocadom project has the purpose of forcing knocks presented above. From an acceptability point of view, the device must satisfy the real needs of the elderly and adapt to their functional limits. From a technical point of view the device must be able to recognize the elderly voices and build an interaction syntax so that it is available from this profile. Also, the Vocadom device focuses on providing a "capacitant" device [START_REF] Bobillier-Chaumon | Concevoir une technologie ambiante pour le maintien à domicile : une démarche prospective par la prise en compte des systèmes d'activité[END_REF] to supplement encountered problems.

Design

We want to combine two design approaches. Namely, the user-centered design (UCD) approach that responds ISO 9241-11 and ISO 9241-210 (before ISO 13407) standards, emerges from ergonomics of human-system interfaces (HSI). This approach aims to understand the use context by involving end-users in the design process to design a device respecting the usability criteria. It mobilises various and rigorous methods of data collection. The user-centered design approach enables to direct design choices according to user needs with iterative loops. Applying this approach for the Vocadom project seems essential to us, indeed, it enables to have a user's feedback at each decisive phase of the design cycle to ensure that the device satisfies needs and is adapted to users and when necessary, to be able to readjust design choices. But as Lespinet-Najib and al. [START_REF] Lespinet-Najib | Santé et handicap: d'une conception centrée « utilisateur » à la conception universelle[END_REF] noted, the UCD approach has its limits. Indeed, "the resulting tools and / or services too often correspond to expectations and needs of the majority (80%) of the population and hence can set people with very specific profiles aside such as people in fragility situation and / or with a disability". Similarly, these authors insist on the fact that developing a device for a particular profile such as blinds excludes a population with multiple disabilities. They advocate a so-called universal design. The so-called universal design comes from architecture. Mace [START_REF] Mace | Definitions : accessible, adaptable et universal design, The center for universal Design[END_REF] defines as a design "to create, develop and market products, services, systems or current environments that are accessible and usable by the widest range of users". In particular, researchers [START_REF]The Principles of Universal Design (Version 2.0)[END_REF] have created seven principles applied to universal design. Each principle has its own guidelines. The first must take all users into account without stigmatizing them. The second involves adapting to individual abilities in other words that it is flexible. The third indicates that the device must be understandable by all, independently of the user experience. The fourth is to make the information accessible in a multimodal way and to be able to use different supports. The fifth advocates minimizing error risks and having security features. The sixth indicates that the device should be used efficiently with low cognitive and physical load. And finally, the last principle is that the device must take the space and size into account so that it is suitable for all, if the person is sitting or standing. Lespinet-Najib and al. [START_REF] Lespinet-Najib | Santé et handicap: d'une conception centrée « utilisateur » à la conception universelle[END_REF] argue that universal design should not be considered as utopia but as a societal issue that could also be applied to living labs. For these authors, coupling these two types of design would enable on the one hand to compensate for user's functional limitations by developing technical assistances adapted to the use, and on the other hand to take everyone's diversity into account so that the developed device is accessible for everyone. We are in the context of the Vocadom project, indeed the elderly have interindividual variations that must be taken into consideration, for example an elderly person may be hearing and visually impaired. So, we want to be part of these two design approaches, we want to develop a device dedicated to the elderly by taking their multiple fragilities into account but one of the conditions is that the person is able to use this system and this person has not a serious cognitive pathology.

Key stages of the project

Fig. 1. Progress of project

As presented above, we carry out a user-centered and universal design approach that involves iterative loops with future users. First, in a comprehensive approach we carry out a study of the socio-domestic activities in ecological situation. It enables to make an analysis of needs and socio-domestic activities taking the ecosystem of the person into account. Following these initial results, problematic situations are identified in which the device could be useful. Interaction modes and functionalities will be co-built with the elderly and family and professional caregivers in a second time. Finally, we will evaluate the acceptation and usability of the device developed with the target population and caregivers in simulated environments and real situations.

Uses prospective

According to Brangier [START_REF] Brangier | L'innovation par l'ergonomie : éléments d'ergonomie prospective[END_REF] during the "prospecting: ergonomics seeks to detect current needs, anticipate future needs and understand the technological, social, cultural and economic factors that lead to the creation of new products and services. Its innovative potential is huge". In ergonomic psychology, the intention and uses maintenance are particularly measured by social acceptability questionnaires such as the UTAUT 2 model [START_REF] Venkatesh | Consumer Acceptance and Use of Information Technology : Extending the Unified Theory of Acceptance and Use of Technology[END_REF] which enables to forecast attitudes (favourable or not) towards technologies on different socio-cognitive indicators (behavioural control, subjective norms, behavioural intention ...). However, this type of methods is not suitable for elderly because of a misunderstanding of measurement scales or a social desirability bias [START_REF] Reerink-Boulanger | Services technologiques intégrés dans l'habitat des personnes âgées : examen des déterminants individuels, sociaux et organisationnels de leur acceptabilité[END_REF]. Moreover, it seems difficult for these elderly to project themselves into the probable future use of such an innovative technology, while they have no experience with equivalent systems. Finally, what has been evaluated in terms of acceptability at a one point and under certain conditions (of experimentation, training, awareness) may no longer have value once the device is deployed and used in its real use environment: constraints, circumstances of life and the psychosocial context can give another meaning and induce a report / special needs with the technology. In other words, social acceptability cannot priori guarantee by itself the final technologies adoption [START_REF] Bobillier Chaumon | L'acceptation située des technologies dans et par l'activité : Premiers étayages pour une clinique de l'usage[END_REF]. This is why in our project, we use a methodological triangulation approach and different innovative methods that can be used with the elderly and which are part of the located acceptance approach [START_REF] Bobillier Chaumon | L'acceptation située des technologies dans et par l'activité : Premiers étayages pour une clinique de l'usage[END_REF], which comprehends, in effective context of life, the actual activity and use of the technical object. Use and practice are then to be considered as determinant of acceptance. The idea is not so much that home stakeholders have a favourable representation of the technical object, but that these technologies have indeed a favourable effect on the individual and collective activity of these people [START_REF] Bobillier-Chaumon | Conditions d'usage et facteurs d'acceptation des technologies dans l'activité: questions et perspectives pour la psychologie du travail[END_REF]. We apply the activity simulation method used in the organisational simulation approach [START_REF] Barcellini | Les projets de conception comme opportunité de développement des activités[END_REF] in order to co-build uses scenarios with future users by taking the domestic organisation and future uses into account. It is implemented with tangible material such as models and figures. With caregivers, we use the method of participative design sessions that enables through scenarios, modelling, to project in the use of the device and to identify the desired features and interaction modes. Finally, we will evaluate the device developed in simulated environments by means of the Oz Wizard to evaluate its acceptance and usability with the target population.

Ethnographic activity approach

As we have seen above, it is essential to take real needs of the elderly into account. This is why we carry out an ethnographic approach that enables to know the existing uses within their housing. It is a comprehensive approach that enables to apprehend the life practices, mobilised resources and daily constraints of the person in order to identify and evaluate on the one hand, the different activities (in terms of nature, but also of cost, difficulty, required organisation efficiency -individual and collective, etc.) define, on the other hand, the meaning that these tasks hold for the person (what do they represent for the person and for his different life systems: personal, social, domestic, family...). This ethnographic and anthropocentric approach is indispensable in a usercentered design approach so that the device not only responds to real needs of the target population, but also enables the activity development, giving the power to act and action abilities to these fragile public [START_REF] Bobillier Chaumon | Clinique de l'usage : Les artefacts technologiques comme développement de l'activité. Synthèse Introductive au dossier[END_REF]. We are also interested in people who regularly intervene at home to the extent that these will also be impacted by the device implementation and they can become prescribers or proscribers of the device use. Caregivers are called upon as soon as the needs are studied. In addition to analysing their activity at home (what they do at home, alone / with the elderly, the way activities are organized, co-build with seniors ...), focus groups are also put in place so that caregivers can share their experiences and opinions for home support. This technique enables us to identify the roles and performed tasks with people, and to collectively consider the role that the technical artefact can play and must fit into the activity system of the house. In this article, we present a part of the results from this needs study.

First results

We conducted interviews and observations with the elderly and identified problems encountered at home according to the ADL proposed in the CIRDO project.

Personas

In order to synthesize results we created personas. A persona is a fictional character who represents the user profile. It represents all respondents who match the profile. It is used as a guideline during the design. We thus identified 3 personas representing our target profiles with their characteristics, their context of life, their problems encountered at home as well as their technologies uses.

Fig. 2. Elderly personas

These personas will serve as a basis for the design cycle and especially for the of working sessions, focus group or creative sessions.

Problems encountered according to ADL

In order that the Vocadom device overcomes the difficulties encountered at home, it was relevant to classify them by ADL. Within the household sphere, the elderly people encounter difficulties in the housing maintenance, laundry, storage and clothing. We present here a visualization of the problems encountered for the household sphere: The food sphere is marked by the difficulties concerning the preparation of meals and to do shopping. The leisure sphere identifies the problems related to the use of technological equipment that is considered complex or not adapted to their uses such as television, radio or even the computer (among our panel only 6 people have one). The communication sphere is also marked by difficulties in using the mobile phone, people have also difficulties to recognize a person who knocks at the door because of hearing or sight problems. The management of their appointments and administrative papers are tedious due to memory problems, understanding and legibility of documents. Within the health sphere it is the forgetting either taking the bad medicine due to a memory failure or sight disabilities which do not enable to recognize the good medicine. The resting sphere is marked by falls when people get up during the night to use the toilet. Which is similar with the falls problems listed within the mobility sphere and which cause the fall of some people to stay at home. In the face of these problems, people usually call in a third person, generally a relative or home help, who partially or totally perform the difficult task. The caregivers are thus very requested. The Vocadom device aims to support the elderly in these difficulties, so we had to identify these problems to define situations that the device could help.

Services offered with Vodacom

To do this, we conducted work sessions with project teams in informatics and linguistics. From storyboards presenting problematic situations encountered by the elderly we were able to determine services to develop within the device. These storyboards enabled to share real situations lived by the people and to enable teams to project themselves in possible services by taking the technical constraints. We have defined 7 major services. Thanks to the Vocadom device, the elderly person will be able to interact with his environment to control his home automation system and his household appliances. The environment can also inform himself during anomalies and trigger alerts if necessary. The day organisation of an elderly person is structuring so we want to offer consultation appointments of the person. It will also be possible to call in a hands-free kit. will be able to support the person during the preparation of meals and help him to locate his lost items.

Possible limits

We see that the elderly are poorly equipped with technological items, they essentially have the mobile phone. This confirms the literature studies [START_REF] Caradec | Vieillissement et usage des technologies. Une perspective identitaire et relationnelle[END_REF] that suggest that the elderly people do not feel concerned by technologies because of a generational effect and their functional limitations. This statement is still current and raises the question of the future acceptation of the VOCADOM device. In the same way, the elderly are committed to activities that they can still carry out independently, the shutters opening and closing can be considered as tedious tasks for as much however our elders wish to keep this task which gives them an autonomy feeling and spend their day [START_REF] Demeure | Building and using home automation systems : a field study[END_REF]. Here the VOCADOM device would enable people to control their shutters through voice control, but this could be rejected by users who wish to keep this activity.

Conclusion

This article enabled to determine the positioning of the Vocadom project within the literature and the challenges to rise. Thus, the Vocadom project aims to develop a voice control solution enabling the elderly to be more autonomous at home by moving into a "capacitant" home. This device will enable people to be supported during the activities realisation. An ethnographic study was conducted with the target population to identify problems encountered at home and to target situations in which Vocadom could intervene. We have been able to identify services that the device could act, then we must mobilize innovative methods including simulation activities to validate defined services for the elderly.

Appendix

Fig. 3 .

 3 Fig. 3. Problems within the household sphere by the elderly

Fig. 4 .

 4 Fig. 4. Storyboard don't hear the belle ring

Table 1 .

 1 Respondents

		Nb	%
	GENDER
	Male	5	12.8%
	Female	34	87.2%
	GIR
	GIR 1	0	0%
	GIR 2	3	7.7%
	GIR 3	8	20.5%
	GIR 4	8	20.5%
	GIR 5	7	17.9%
	GIR 6	13	33.3%
	AGE
	70-79 years	7	18%
	80-89 years	19	48.7%
	90-99 years	13	33.3%
	HOME
	Flat	21	53.8%
	House	12	30.8%
	Storey house	6	15.4%
	MARITAL SATUTS
	Widow(er)	24	61.5%
	Married	12	30.8%
	Divorced	2	5.1%

profile 39 elderly people was interviewed through semi-structured interviews. All the people had functional limitations at different levels and for some elderly people they were multiple.

Table 2 .

 2 Detailed profile of respondents

	Subject Age Gender GIR Marital status Leave	Accommodation Geographic location
	1	92 F	6	Widow(er)	Single	Flat	Urban
	2	93 F	4	Widow(er)	Single	House	Peri-urban
	3	85 M	3	Married	In a couple Flat	Peri-urban
	4	77 F	2	Married	In a couple Flat	Peri-urban
	5	88 M	3	Married	In a couple House	Rural
	6	88 F	2	Married	In a couple Flat	Peri-urban
	7	95 F	3	Widow(er)	Single	House	Peri-urban
	8	90 F	4	Divorced	Single	Flat	Peri-urban
	9	93 F	3	Married	In a couple Flat	Peri-urban
	10	89 F	6	Widow(er)	Single	House	Rural
	11	88 F	4	Widow(er)	Single	House	Rural
	12	90 F	5	Widow(er)	Single	House	Rural
	13	85 F	6	Widow(er)	Single	Flat	Rural
	14	79 F	6	Widow(er)	Single	House	Rural
	15	85 F	6	Married	Single	Storey house	Rural
	16	72 F	5	Divorced	Single	Flat	Rural
	17	92 F	6	Widow(er)	Single	House	Peri-urban
	18	89 F	4	Widow(er)	Single	Storey house	Peri-urban
	19	81 F	6	Married	Single	Storey house	Peri-urban
	20	97 F	5	Widow(er)	Single	House	Peri-urban
	21	83 F	4	Widow(er)	Single	Storey house	Peri-urban
	22	85 F	4	Single	Single	Flat	Urban
	23	77 F	6	Widow(er)	Single	Storey house	Peri-urban
	24	85 F	4	Widow(er)	Single	House	Urban
	25	81 F	5	Widow(er)	Single	Flat	Urban
	26	76 F	6	Widow(er)	Single	Flat	Urban
	27	90 M	5	Married	In a couple Flat	Peri-urban
	28	87 F	6	Married	In a couple House	Rural
	29	85 F	6	Married	In a couple Flat	Peri-urban
	30	90 M	6	Married	In a couple Flat	Peri-urban
	31	80 M	5	Married	In a couple Flat	Peri-urban
	32	86 F	3	Widow(er)	Single	Flat	Urban
	33	94 F	3	Widow(er)	Single	Storey house	Rural
	34	89 F	6	Widow(er)	Single	Flat	Rural
	35	74 F	5	Widow(er)	Single	Flat	Peri-urban
	36	80 F	4	Widow(er)	Single	House	Rural
	37	94 F	3	Widow(er)	Single	Flat	Rural
	38	73 F	2	Widow(er)	Single	Flat	Peri-urban
	39	92 F	3	Widow(er)	Single	Flat	Urban

Acknowledgement

The Vocadom project is funded by the French National Research Agency (ANR) and is conducted by the collaboration of these laboratories: GETALP of the University of Grenoble-Alpes, GRePS of the University of Lyon and the INRIA of Nancy. URL: https://vocadom.imag.fr/