Changes for page Test
Last modified by Clara Stiller on 2022/04/05 13:44
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edited by Vishruty Mittal
on 2022/04/02 13:01
on 2022/04/02 13:01
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To version
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edited by Vishruty Mittal
on 2022/04/02 16:04
on 2022/04/02 16:04
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... ... @@ -1,6 +1,5 @@ 1 -Evaluation is an iterative process where the initial iterations focus on examining if the proposed idea is working as intended. Therefore, we want to first understand how realistic and convincing the provided dialogues and suggested activities are, and would they be able to prevent people from wandering. To examine this, we conduct a small pilot study with students, who role-play having dementia. We then observe their interaction with Pepper to examine the effectiveness of our dialog flow in preventing people from wandering. 1 +Evaluation is an iterative process where the initial iterations focus on examining if the proposed idea is working as intended. Therefore, we want to first understand how realistic and convincing the provided dialogues and suggested activities are, and would they be able to prevent people from wandering. To examine this, we conduct a small pilot study with students, who role-play having dementia. We then observe their interaction with Pepper to examine the effectiveness of our dialogue flow in preventing people from wandering. 2 2 3 - 4 4 = Problem statement and research questions = 5 5 6 6 **Goal**: How effective is music and dialogue in preventing people with dementia from wandering? ... ... @@ -23,25 +23,24 @@ 23 23 24 24 = Method = 25 25 26 - Abetween-subject study with students who play the role of having dementia. Data will be collected with a questionnaire that participants fill out before and after interacting with Pepper. The questionnaire captures different aspects of the conversation along with their mood before and after the interaction with Pepper.25 +We will conduct a between-subject study with students who play the role of having dementia. Data will be collected with a questionnaire that participants fill out before and after interacting with Pepper. The questionnaire captures different aspects of the conversation along with their mood before and after the interaction with Pepper. 27 27 28 28 For our between-subject study, our independent variable is Pepper trying to distract the users by mentioning different activities along with the corresponding music. Through this, we want to measure the effectiveness of music and activities in preventing people from leaving the care home, which is thereby our dependent variable. So we developed 2 different prototype designs- 29 29 30 -Design X - Itis the full interaction flow where Pepper suggests activities and uses music to distract people from leaving.31 -Design Y - Itis the control condition where pepper simply tries to stop people from leaving by physically keeping its hand on the door.29 +Design X - is the full interaction flow where Pepper suggests activities and uses music to distract people from leaving. 30 +Design Y - is the control condition where pepper simply tries to stop people from leaving by physically keeping its hand on the door. 32 32 33 33 == Participants == 34 34 35 - 17studentswhoplaytherole ofhavingdementia.Theywill bedividedintotwogroups. Onegroup(11participants)willbeinteracting withdesignX (group1)robotwhile the othergroup(6students)willinteract with thedesignY (group 2).36 - It isassumedarelivingat thesamecarecenter.34 +The ideal participants for our user study would have been people who have dementia. However, as the people in this section fall under vulnerable groups, testing with them would have been very difficult due to the current pandemic situation. Therefore we planned to conduct our experiments with students instead. 35 +Our experiment involves 17 students who play the role of having dementia. They will be divided into two groups. One group (11 participants) will be interacting with design X, while the other group (6 students) will interact with design Y. 37 37 38 38 == Experimental design == 39 39 40 40 **Before Experiment:** 40 +We will explain to the participants the goal of this experiment and what they need to do to prevent ambiguity. Therefore, as our participants are students and only playing the role of having dementia, we will give them a level of stubbornness/ willpower with which they are trying to leave the care home. 41 +Participants will also be given a reason to leave from the below list: 41 41 42 -We will explain to the participants the goal of this experiment and what do they need to do to prevent ambiguity. Therefore, as our participants are students and only playing the role of having dementia, we will give them a level of stubbornness/ willpower with which they are trying to leave the care home. 43 -Participants will also be given a reason to leave, from the below list: 44 - 45 45 * going to the supermarket 46 46 * going to the office 47 47 * going for a walk ... ... @@ -52,12 +52,16 @@ 52 52 The participant begins interacting with Pepper who is standing near the exit door. The participant and robot have an interaction where the robot is trying to convince him/her to stay inside. 53 53 54 54 **After Experiment:** 55 -After the participant finishes interacting with Pepper, he/she will be asked to fill out the remaining questionnaire. Almost all the questions in the questionnaire collect quantitative data, using a 5 point Likert scale. The questionnaire also used images from Self Assessment Manikin (SAM) so that user c anself attest to their mood before and after their interaction with Pepper.53 +After the participant finishes interacting with Pepper, he/she will be asked to fill out the remaining questionnaire. Almost all the questions in the questionnaire collect quantitative data, using a 5 point Likert scale. The questionnaire also used images from Self Assessment Manikin (SAM) so that users could self attest to their mood before and after their interaction with Pepper. 56 56 57 57 == Material == 58 58 59 - Pepper,laptop,door,andmusic.57 +The items required for this evaluation are the following: 60 60 59 +* Pepper 60 +* Door 61 +* Caretaker in a nearby room in case of emergency 62 + 61 61 = Results = 62 62 63 63 {{html}} ... ... @@ -125,7 +125,8 @@ 125 125 <img src="/xwiki/wiki/sce2022group05/download/Foundation/Operational%20Demands/Personas/WebHome/RQ1.jpg?height=250&rev=1.1" /> 126 126 </td> 127 127 <td> 128 -Comment on the graph 130 +We used a Likert scale for this question, 1 being the lowest and 5 being the highest. Participants who interacted with design Y tend to agree less to stay inside compared to the people who interacted with design X. 131 + 129 129 </td> 130 130 </tr> 131 131 </table> ... ... @@ -140,7 +140,9 @@ 140 140 <img src="/xwiki/wiki/sce2022group05/download/Foundation/Operational%20Demands/Personas/WebHome/RQ2.jpg?height=250&rev=1.1" /> 141 141 </td> 142 142 <td> 143 -Comment on the graph 146 +We notice a positive change in valence with the full flow i.e design X (although negligible). This can be because of the music. The valence does not decrease for the baseline which might be due to the novelty effect of seeing Pepper for the first time. The change in arousal in both scenarios is nearly negligible. This might be due to the fact that the interaction with Pepper was very short. 147 +Additionally, in the case of the full flow i.e design X, these values might have not changed significantly as per the expectation (valence higher, arousal lower) because the music was not personalized for participants. 148 + 144 144 </td> 145 145 </tr> 146 146 </table> ... ... @@ -155,7 +155,9 @@ 155 155 <img src="/xwiki/wiki/sce2022group05/download/Foundation/Operational%20Demands/Personas/WebHome/RQ3.jpg?height=250&rev=1.1" /> 156 156 </td> 157 157 <td> 158 -Comment on the graph 163 +We notice a very minute difference between the full flow i.e design X, and control condition, design Y. There might be many reasons behind this. The speech recognition module in Pepper was not very efficient to understand different accents and thereby misunderstood words in some cases. <br> 164 +The null hypothesis is perceived message understanding for both the conditions is equal. Given the p value, the null hypothesis can not be rejected. High variance in data and also restrictive sample size could be the reasons behind the insignificant result. 165 + 159 159 </td> 160 160 </tr> 161 161 </table> ... ... @@ -170,7 +170,7 @@ 170 170 <img src="/xwiki/wiki/sce2022group05/download/Foundation/Operational%20Demands/Personas/WebHome/RQ4.jpg?height=250&rev=1.1" /> 171 171 </td> 172 172 <td> 173 - Comment on the graph180 +We found that participants who knew the songs, enjoyed the music and thought it fit the situation more than the ones who did not know the songs. 174 174 </td> 175 175 </tr> 176 176 </table> ... ... @@ -185,7 +185,7 @@ 185 185 <img src="/xwiki/wiki/sce2022group05/download/Foundation/Operational%20Demands/Personas/WebHome/RQ5.jpg?height=250&rev=1.1" /> 186 186 </td> 187 187 <td> 188 - Comment on thegraph195 +As per these results, we can say that if participants have a predilection toward the suggested activity, there is a higher chance of them staying in. Therefore there is a direct correlation between people staying in and their interest in the activity. After personalization, we expect the score to be further increased. 189 189 </td> 190 190 </tr> 191 191 </table> ... ... @@ -200,7 +200,11 @@ 200 200 <img src="/xwiki/wiki/sce2022group05/download/Foundation/Operational%20Demands/Personas/WebHome/RQ6.jpg?height=250&rev=1.1" /> 201 201 </td> 202 202 <td> 203 -Comment on the graph 210 +We find that the values for co-presence for both conditions are very similar. This may be attributed to the novelty effect and also to the fact that the face recognition module remains unchanged. 211 +The values for attention allocation are similar, but the controlled flow (design Y) has a higher value. We suspect that the potential reason might be, that people start to lose focus with the elongated conversations. 212 + 213 +Besides the co-presence, all the observations are not statistically significant because of the high variance in the limited responses. 214 + 204 204 </td> 205 205 </tr> 206 206 </table> ... ... @@ -215,7 +215,7 @@ 215 215 <img src="/xwiki/wiki/sce2022group05/download/Foundation/Operational%20Demands/Personas/WebHome/RelScores.jpg?height=250&rev=1.1" /> 216 216 </td> 217 217 <td> 218 -Com ment onthe graph229 +We achieved a high Cronbatch alpha score (>60%) for almost all the sections of our analysis. Thereby providing reliability to our evaluation. 219 219 </td> 220 220 </tr> 221 221 </table>