Wiki source code of Test

Version 113.1 by Sofia Kostakonti on 2022/04/04 19:41

version	line-number	content
2.1	1	= Problem statement and research questions =
1.1	2
9.1	3	People with dementia often forget to eat and drink, leading to dehydration, malnutrition and decreased wellbeing in general. Our prototype engages in discourses to remind PwD to have lunch and drink water, using the Nao robot platform. The discourse aims to reming the PwD without causing any anxiety or embarrassment which a traditional "alarm" system could cause, and keep them company throughout these activities.
1.1	4
73.1	5	The four research questions studied in this evaluation are:
3.1	6
77.1	7	{{html}}
74.1	8
78.1	9	<ol>
79.1	10	<li>Does the robot remind the PwD of their hunger?</li>
	11	<li>Does the music make the eating more enjoyable for the PwD?</li>
	12	<li>Does the PwD experience less negative emotions, such as agitation, sadness, embarrassment, after the interaction with the 'intelligent' robot?</li>
84.1	13	<li>* Does the robot cause PwD to eat more regularly?</li>
78.1	14	</ol>
77.1	15
83.1	16	* This research question is difficult due to the practical limitations in designing the experimental setup and as such is left to lesser importance.
	17
77.1	18	{{/html}}
	19
2.1	20	= Method =
1.1	21
93.1	22	The prototype was evaluated with an in-person experiment with multiple participants.
1.1	23
2.1	24	== Participants ==
1.1	25
110.1	26	As there are practical difficulties with conducting the experiment with actual people with dementia, due to both time constraints and COVID, our participants' group consists of peers from other groups and friends. In total we had 19 people take part in our experiment.
1.1	27
2.1	28	== Experimental design ==
1.1	29
111.1	30	For the experiment, we used a within-subject design. All of the participants interacted with both versions of the robot, with half of the participants interacting with version 1 first and then version 2, and the other half in reverse order. This was done to counter-balance the carryover effects. Snacks were made available for the participants, in case they were prompted and were hungry. The participants were unaware of the possibility of eating snacks, to prevent disturbing the interaction with the robot. Otherwise the subjects would have been primed for eating, which would have biased the results and hide the effect of the robotic interaction.
1.1	31
2.1	32	== Tasks ==
1.1	33
112.1	34	The participant interacted with the robot, which was programmed to engage in a lunch discourse. Two versions were implemented: the first version (simple interaction) asks basic questions about mealtime, mostly acting as a reminder for the PwD to have lunch (basically an alarm clock). The second (advanced interaction) is our original implementation of it with the more sophisticated discourse and music.
1.1	35
2.1	36	== Measures ==
1.1	37
86.1	38	We measured the effectiveness of the discourse, both physically and emotionally. Our quantitative measure was whether the person ate the lunch they were supposed to have eaten, and the qualitative measure was the emotions that the PwD experienced before, during, and after the interaction. The qualitative measures were recorded with a simple questionnaire. Some people were not hungry enough to be prompted to have something to eat, which disturbed the results. However we did measure whether the robot reminded someone of their hunger and if they ate.
1.1	39
2.1	40	== Procedure ==
1.1	41
86.1	42	The procedure was conducted as follows:
	43
	44	1. Welcome participant and explain what they are going to be doing.
88.1	45	1. Have them sign the permission form.
	46	1. Complete questionnaire 1 regarding their emotional state (control).
89.1	47	1. Have an interaction with version A of the robot.
	48	1. Complete questionnaire 2 (extended version).
	49	1. Have a short interview during downtime (prepared questions).
	50	1. Have an interaction with version B of the robot.
	51	1. Complete questionnaire 3 (extended version).
	52	1. Have a short interview during downtime (prepared questions).
87.1	53
92.1	54	We used the "Wizard of Oz" method for recognizing agreement and disagreement, to make sure that the whole process did not depend on voice recognition being good enough. In practice, this meant that someone was pressing "y" and "n" on the keyboard according to the participants answers in a place the participant did not see, such as behind them.
	55
2.1	56	== Material ==
1.1	57
90.1	58	For the experiments, we used the NAO robot platform, and a laptop to control it with. The participants completed the questionnaires on their phones by scanning a QR code. The questionnaires are a combination of questions regarding the emotional state of the participants, their interaction with the robot, and the music included in the interaction. Stroopwafels and water in a clean cup were made available to see and measure how much people ate.
1.1	59
91.1	60	Below are listed the contents of the three questionnares:
20.1	61
91.1	62	Questionnare 1:
97.1	63
91.1	64	* Consent Form and Disclaimers
	65	* Control for robot version A
	66	** 8 questions from the [[EVEA>>https://www.ucm.es/data/cont/docs/39-2013-04-19-EVEA%20-%20Datasheet.pdf]] questionnaire
	67	** 4 questions from the [[Godspeed>>https://www.bartneck.de/2008/03/11/the-godspeed-questionnaire-series/]] questionnaire
	68
	69	Questionnare 2:
97.1	70
91.1	71	* Questions about robot version A
	72	** 3 food-related questions of our own (5-point Likert scale)
	73	** 2 music-related questions of our own (5-point Likert scale)
	74	* Control for robot version B
	75	** 8 questions from the [[EVEA>>https://www.ucm.es/data/cont/docs/39-2013-04-19-EVEA%20-%20Datasheet.pdf]] questionnaire
	76	** 4 questions from the [[Godspeed>>https://www.bartneck.de/2008/03/11/the-godspeed-questionnaire-series/]] questionnaire
	77
	78	Questionnare 3:
97.1	79
91.1	80	* Questions about robot version B
	81	** 3 food-related questions of our own (5-point Likert scale)
	82	** 2 music-related questions of our own (5-point Likert scale)
	83
11.1	84	== Practicalities ==
1.1	85
92.1	86	Before the experiment we:
17.1	87
92.1	88	* did a practice round by ourselves
	89	** This was filmed to have a controlled performance to give an example of the experiment if needed
	90	* contacted other groups and decide on scheduling
	91	** Each participant was booked a 20 min slot
	92	* reserved the lab
	93	* bought the stroopwafels
11.1	94
35.1	95	= Results =
1.1	96
58.1	97	The results were gathered from 19 personnel, all of whom interacted first with one version of the robot and then the other. 10 of the participants interacted first with the simple version, nine having their first interaction with the advanced version.
	98
41.1	99	== Eating ==
	100
	101	{{html}}
44.1	102	<img src="https://xwiki.ewi.tudelft.nl/xwiki/wiki/sce2022group01/download/Test/WebHome/EatingComp.png?rev=1.1" alt="Results on the eating of the test personas" style="display:block;margin-left:auto;margin-right:auto" width=750/>
41.1	103	{{/html}}
	104
	105	(% style="text-align:center" %)
62.1	106	Figure 1: Results on the eating of the test personas during the experiment
41.1	107
59.1	108	Simple robot:
	109
	110	* 16% ate
	111	* 33% of those would not have eaten without the robot
	112
	113	Advanced robot:
	114
	115	* 32% ate
	116	* 67% of those would not have eaten without the robot
	117
66.1	118	== Music ==
	119
	120	{{html}}
	121	<img src="https://xwiki.ewi.tudelft.nl/xwiki/wiki/sce2022group01/download/Test/WebHome/MusicEnjoyable.png?rev=1.1" alt="Effects of music on the test personnel" style="display:block;margin-left:auto;margin-right:auto" width=1250/>
	122	{{/html}}
	123
	124	(% style="text-align:center" %)
67.1	125	Figure 2: Answers of the test personas regarding music
66.1	126
51.1	127	== EVEA (Mood) ==
29.1	128
	129	{{html}}
45.1	130	<img src="https://xwiki.ewi.tudelft.nl/xwiki/wiki/sce2022group01/download/Test/WebHome/MoodChangeDumb.png?rev=1.1" alt="Measured moods and changes for the simple robot" style="display:block;margin-left:auto;margin-right:auto" width=750/>
29.1	131	{{/html}}
	132
32.2	133	(% style="text-align:center" %)
67.1	134	Figure 3: Median measured moods for the simple version of the robot
30.1	135
32.2	136	{{html}}
45.1	137	<img src="https://xwiki.ewi.tudelft.nl/xwiki/wiki/sce2022group01/download/Test/WebHome/MoodChangeSmart.png?rev=1.1" alt="Measured moods and changes for the advanced version of the robot" style="display:block;margin-left:auto;margin-right:auto" width=750/>
32.2	138	{{/html}}
	139
	140	(% style="text-align:center" %)
67.1	141	Figure 4: Median measured moods for the advanced version of the robot
29.1	142
33.1	143	(% style="text-align:center" %)
62.1	144	Table 1: Wilcoxon signed rank test results for the hypothesis that the mood changed during the interaction with the simple robot
37.1	145
	146	\|=Mood\|=Happiness\|=Anxiety\|=Sadness\|=Anger
	147	\|Statistic\|37\|5\|4\|14
	148	\|P-value\|0.54\|0.01\|0.01\|0.45
	149
	150	(% style="text-align:center" %)
62.1	151	Table 2: Wilcoxon signed rank test results for the null hypothesis that the mood changed during the interaction with the advanced robot
37.1	152
	153	\|=Mood\|=Happiness\|=Anxiety\|=Sadness\|=Anger
49.1	154	\|Statistic\|32\|11\|2\|17
	155	\|P-value\|0.18\|0.01\|0.01\|0.45
37.1	156
	157	(% style="text-align:center" %)
62.1	158	Table 3: Wilcoxon signed rank test results for the null hypothesis that the mood decreased during the interaction with the simple robot
33.1	159
105.1	160	\|=Mood\|=Anxiety\|=Sadness\|=Anger
	161	\|Statistic\|81\|53\|29
	162	\|P-value\|0.01\|0.00\|0.23
33.1	163
34.1	164	(% style="text-align:center" %)
62.1	165	Table 4: Wilcoxon signed rank test results for the null hypothesis that the mood decreased during the interaction with the advanced robot
33.1	166
35.1	167	\|=Mood\|=Anxiety\|=Sadness\|=Anger
36.1	168	\|Statistic\|32\|149\|52
38.1	169	\|P-value\|0.00\|0.01\|0.07
34.1	170
35.1	171	(% style="text-align:center" %)
62.1	172	Table 5: Wilcoxon signed rank test results for the null hypothesis that the mood increased during the interaction with the simple robot
34.1	173
35.1	174	\|=Mood\|=Happiness
	175	\|Statistic\|37
38.1	176	\|P-value\|0.27
35.1	177
	178	(% style="text-align:center" %)
62.1	179	Table 6: Wilcoxon signed rank test results for the null hypothesis that the mood increased during the interaction with the advanced robot
35.1	180
	181	\|=Mood\|=Happiness
	182	\|Statistic\|32
38.1	183	\|P-value\|0.09
35.1	184
69.2	185	(% style="text-align:center" %)
	186	Table 7: Wilcoxon signed rank test results for the hypothesis that the mood changes with the simple and advanced robots during the interaction are different
	187
	188	\|=Mood\|=Happiness\|=Anxiety\|=Sadness\|=Anger
	189	\|Statistic\|92\|49\|85\|69
	190	\|P-value\|0.92\|0.07\|0.71\|0.31
	191
52.1	192	== Godspeed ==
	193
40.1	194	{{html}}
46.1	195	<img src="https://xwiki.ewi.tudelft.nl/xwiki/wiki/sce2022group01/download/Test/WebHome/friendly-hist.png?rev=1.1" alt="Effects of music on the test personnel" style="display:block;margin-left:auto;margin-right:auto" width=750/>
41.1	196	{{/html}}
40.1	197
41.1	198	(% style="text-align:center" %)
62.1	199	Figure 5: Answers to the statement 'I thought the robot was friendly'
41.1	200
40.1	201	{{html}}
46.1	202	<img src="https://xwiki.ewi.tudelft.nl/xwiki/wiki/sce2022group01/download/Test/WebHome/pleasant-hist.png?rev=1.1" alt="Answers to the statement 'I thought the robot was pleasant'." style="display:block;margin-left:auto;margin-right:auto" width=750/>
40.1	203	{{/html}}
	204
	205	(% style="text-align:center" %)
62.1	206	Figure 6: Answers to the statement 'I thought the robot was pleasant'
40.1	207
54.1	208	{{html}}
	209	<img src="https://xwiki.ewi.tudelft.nl/xwiki/wiki/sce2022group01/download/Test/WebHome/godspeed-barchart.png?rev=1.1" alt="Godspeed questionnaire median comparison'." style="display:block;margin-left:auto;margin-right:auto" width=750/>
	210	{{/html}}
1.1	211
54.1	212	(% style="text-align:center" %)
62.1	213	Figure 7: Median measured Godspeed questionnaire dimensions
41.1	214
64.1	215
	216	(% style="text-align:center" %)
71.1	217	Table 8: Wilcoxon signed rank test results for the null hypothesis that the advanced robot scored higher in the perceived dimensions
64.1	218
56.1	219	\|=Dimension\|=Likeability\|=Intelligence
55.1	220	\|Statistic\|36\|70
	221	\|P-value\|0.01\|0.17
52.1	222
94.1	223	== Qualitative Results: Quotes and observations ==
97.1	224
94.1	225	As described, during the experiment, the interaction between the participants and the robot was observed. This section will elaborate on findings from those observations and quotes from participants.
	226
99.1	227	After each interaction section, the participant was asked how the interaction with the robot felt. From the interaction with the less intelligent version of the robot, some interesting quotes were:
97.1	228
94.1	229	* “The robot was bit direct.”
	230	* “Efficient interaction, but less friendly than the other interaction.”
	231	* “Strange, I did not catch the questions.”
	232	* “It felt short.”
95.1	233
99.1	234	Some of these quotes stress the fact that the less intelligent prototype interaction was rather short and direct. It should be said that the sequence of the interactions seemed to have some impact on how the participants experienced the interaction. Some participants who first experienced the less intelligent prototype were smiling and positively surprised during this interaction, while others who first experienced the intelligent prototype were overall smiling less while interacting with the less intelligent robot.
94.1	235
	236	From the interaction with the intelligent version of the robot, some interesting quotes were:
97.1	237
94.1	238	* “I think it’s perfect, the robot is very friendly. I liked that the robot sat down with me after a while.”
	239	* “The interaction felt quite natural.”
	240	* “Nao answered pretty quickly, you don’t have to wait for an answer. It is quite a happy robot.”
	241	* “Suggestion to eat was still a bit on the side, a little subtle if I would have dementia.”
	242	* “Very nice, calming, I could have stayed longer with the music.”
	243	* “It was good, natural, understands what I’m saying.”
95.1	244
94.1	245	Some participants clearly expressed how friendly they found the intelligent version of the robot. The sequence of the interactions did not seem to impact their feeling about the interaction as much as with the interaction with the less intelligent version of the robot.
	246	Some reported that the interaction felt natural and intuitive.
99.1	247	As for the music, some participants told us that the music was a useful and pleasant addition to the interaction with the robot.
94.1	248	As for the suggestion to eat and drink, one participant reported that the suggestions to eat and drink were perhaps too friendly and too subtle.
	249	From our observations, it seemed as if participants were either smiling more during the interaction with the intelligent version of the robot or concentrating on the interaction more carefully compared to the interaction with the less intelligent version of the robot.
	250
72.1	251	= Discussion =
95.2	252
109.1	253	From the results we can see that the more advanced robot shows advantages over the simple version in multiple categories. Hints of better performance in other categories can be seen, but no conclusions should be drawn from the ones that lack the statistical significance.
95.2	254
109.1	255	As for the eating, it seems that both robots have limited success in causing the people to eat as seen in Figure 1, they could cause the patients to eat more regularly, if triggered by timers or other suitable systems. It also seems that the advanced robot is better in the reminding, by a slight margin. However, the long term effects of reminding should be researched more to conclude whether the usage of the demonstrated robot platform or similar would cause the patients to eat more regularly. It is also unclear how the test setup and the limited choice of food affected the eating.
95.2	256
109.1	257	Based on the answers of the participants regarding music seen in Figure 2, it can be seen that most of them were either indifferent or liked the music. Also, as the test personnel find the advanced robot more likeable with a 5% confidence limit (Table 7), and the advanced version was the only version with music, it seems likely that the music does make the interaction more pleasant for the personas. However, some of the likeability might be due to the other advanced features of the robot and thus more research is needed to conclude the effect of the music.
95.2	258
	259	The EVEA and partial Godspeed result can be seen in Figures 3-7 and Tables 1-8. The results show that with reasonable confidence (5% confidence limit), both versions of the robot decreased sadness and anxiety in the test personas. Hints are shown (10% confidence limit) that the advanced robot also decreases feelings of anger and increases happiness, while the simple robot fails to show similar results. However, in Table 7 we can see that the statistical differences in the mood differences during the interactions with the different versions are not highly significant.
	260
109.1	261	A Wilcoxon signed rank test for the partial Godspeed test shows in Table 8 that with high confidence (1% confidence limit), the intelligent robot is more likeable in comparison to the simple robot. With these results it is likely that the more advanced robot is slightly preferable and the personas might experience less negative emotions after the interaction with the robots, but it remains yet unclear if the effect is more powerful with the advanced robot.
95.2	262
109.1	263	The observations and interviews with the participants clearly demonstrated that for now, that a more friendly and intelligent robot does make the interaction with the robot more pleasant. Also, the observations do support the data from the questionnaire in terms of the likability difference between both robot types.
	264
106.1	265	Analysis of the results surfaced some minor issues in the experiment, such as the lack of comparison with two robots of similar features, with and without music. Also the practical limitations in the setup, such as the lack of different food options and some participants being aware of the design goals of the prototype could have interfered with the natural flow of the intercourse. With these limitations, the research method was successful in extracting differences within the robots and brought up additional directions for future research.
72.1	266
	267	The most interesting direction for future research would be the longer term studying of the effect of mealtime reminders on the health of the test subjects. The longer term health study would uncover the effect on eating frequency and the development of the relationship with the robot, for example would the test subjects that were first excited about the novel interaction with the robot, develop negative feelings about the supervision that the robot is conducting into their personal life.
	268
109.1	269	Furthermore, an aspect that was not compared in this study is how many stroopwafels the participants ate while interacting with the robot. For now, the focus was to evaluate whether the claim the robot causes the PwD - in the case of the experiment: the participants - to eat or not. For future research, the amount of food consumed by the participants could also be taken into consideration.
72.1	270
109.1	271	Lastly, another topic to study is the differences with and without music. The effects of music could be studied with the music tailored to personal taste and all versions of the robot with and without the music playback included in the interaction. This would allow to pinpoint the effects of music, without the other features causing variance.
94.1	272
57.1	273	= Conclusions =
54.1	274
107.1	275	From the results it seems that in short-term interactions, both of the robots do remind the persons of their hunger, but the test setup might have caused many people not to eat or not to be hungry when arriving. It would also seem that the music does make the entire discourse more enjoyable as people did enjoy it, but it is unclear whether the observed increases in mood caused by the advanced robot in comparison to the simple version are due to the music or other features included in the advanced version or simply due to variance. It seems that the advanced robot is slightly more enjoyable due to the observed change in anxiety, but in total the results are inconclusive.
54.1	276
96.1	277	The long-term effects of this are unclear and require further study. The short-term experiment shows promising results to further develop such solutions, but to also conduct experiments to study the long-term effects of such a solution. With a longer experiment, the development of the human-robot interaction and the effect of constant mealtime reminders would likely begin to show, which could cause differences to the presented short-term results, by for example the robot becoming more enjoyable as it becomes familiar.
	278
10.1	279	= Appendix =
	280
17.1	281	== Experiment introduction for participants ==
16.1	282
17.1	283
16.1	284
17.1	285	Hi, we are <NAME> and <NAME> from the TU Delft Socio-Cognitive Engeering course Group 1, thank you for participating in our prototype evaluation experiment. The experiment is being conducted as a part of the TU Delft course on Socio-Cognitive Engineering and aims to evaluate the prototype designed as a part of the course. The evaluated prototype is based on the Nao robot-platform and is intended to improve the wellbeing of people suffering of dementia.
16.1	286
19.1	287	Consuming food and/or water can be a consequence of the interaction between you and the robot. Therefore, we would like to ask you if you have any allergies. If you have a form of Diabetes, please let us know before we start the first part of the experiment. You are strongly encouraged to share any other health conditions that can possibly be relevant to take into account when doing an experiment with robots and food with us.
	288
	289	The link between the stimuli of the Nao-robot and the triggering of epileptic seizures is yet unknown. If you have ever experienced epileptic seizures, please let us know. Then, we could see if any special precautions are needed.
	290
18.1	291	The experiment will last for approximately 15-20 minutes, and consists of two interaction sections with the Nao robot, as well as questionnaires before, between and after the sections. We kindly ask you to act naturally during the experiment and fill the questionnaires truthfully and intuitively. Remember that we are evaluating the prototypes performance, not yours. You can stop the experiment at any time.
17.1	292
	293	We will be collecting data of the questionnaires and recording some experiments, do you agree with your experiment being recorded? All data excluding the recordings will be anonymised before analysis and storage. The recordings will not be shared with third parties. After the experiment you have the right to ask for information about the collected data and revoke the right to use it. We kindly ask you not to share any information about the experiment with other participants.
16.1	294	Do you have any questions?
	295
10.1	296	== After research interview ==
	297
	298	Setup:
	299	The test subject has finished both parts of the experiment. Before leaving the test conductor(s) sit down with them and ask the following questions in a discussion about the experiment. Discussion can flow freely, but the following topics should be discussed.
	300
	301	Topics:
	302	- Emotions before / during / after the interaction with the robot
	303	- Agitation due to the robot suggesting eating
	304	- Effect of music on the general feeling of the situation
	305	- Feeling of company during eating
	306	- Effectiveness of eating/drinking suggestions
	307
12.1	308	Questions:
	309	- Did you eat or drink anything during the experiment?
	310	- Were you feeling hungry/thirsty beforehand and did the discourse change this?
	311	- On a scale of 1-10, how likely would you have eaten/drank without the robot suggesting it?
10.1	312	- What did the interaction with the robot feel like?
	313	- With the more intelligent version?
	314	- With the less intelligent version?
	315	- What did you feel like when the robot suggested you should eat/drink?