Changes for page Test
Last modified by Mathieu Jung-Muller on 2022/04/04 13:52
From version
97.1


edited by Mathieu Jung-Muller
on 2022/04/03 13:55
on 2022/04/03 13:55
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To version
110.1


edited by Pietro Piccini
on 2022/04/03 16:53
on 2022/04/03 16:53
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... ... @@ -1,1 +1,1 @@ 1 -XWiki. Mathieu1 +XWiki.PietroPiccini - Content
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... ... @@ -186,9 +186,17 @@ 186 186 187 187 == Results == 188 188 189 - ===moodquestionnaire results===189 +We produced our results as interactive graphs. Only a printed version is shown below. To get a better version with more information (data point information on mouse hovering for instance), click the provided link for each graph. 190 190 191 -[[interactive version>>https://pietro99.github.io/SCE/graphs/mood_questionnaire.html]] 191 +For the statistical test, we used the Wilcoxon test because we do not assume that our data is normally distributed. 192 +we used the Wilcoxon Signed-rank test to measure the statistical significance of the mood change before and after Pepper's interaction because the data comes from the same group of participants. 193 +To measure the statistical significance between two different groups (liking gardening group and disliking gardening group) we use the Wilcoxon Rank-Sum test. 194 +The statistics value of the test is the sum of the difference in the rank. 195 +the p-value is the probability of obtaining results at least as extreme as the one we obtained given that the null hypothesis is true. We decided to set a threshold of 5% to claim statistical significance. 196 + 197 +=== Affect assessment === 198 + 199 +[[Affect assessment, interactive version>>https://pietro99.github.io/SCE/graphs/mood_questionnaire.html]] 192 192 [[image:mood.svg]] 193 193 194 194 {{html}} ... ... @@ -216,7 +216,7 @@ 216 216 <body> 217 217 218 218 <h5>Wilcoxon Signed-rank test</h5> 219 -<h6><i>H0</i>: The mood distribution before and after the interaction with Pepper is the same</h6> 227 +<h6><i>H0</i>: The mood distribution before and after the interaction with Pepper is the same.</h6> 220 220 221 221 <table> 222 222 <tr> ... ... @@ -251,9 +251,10 @@ 251 251 252 252 </body> 253 253 </html> 254 - 255 255 {{/html}} 256 256 264 +The hypothesis H0 is that Pepper does not have any effect. In this case, the questionnaires 1 and 2 should give the exact same values for each of the six feelings. However, the graphs and table below show that there is a slight increase regarding positive feelings, and a sligt decrease as well regarding negative feelings. 265 +There are however many biases in these results. The main one that we isolated is that the activity of gardening itself could lead to the mood improvement. For this reason, we made subgroups based on whether the participants liked gardening or not. 257 257 258 258 {{html}} 259 259 <!DOCTYPE html> ... ... @@ -280,7 +280,7 @@ 280 280 <body> 281 281 282 282 <h5>Wilcoxon Rank-Sum test</h5> 283 -<h6><i>H0</i>: The mood distribution after the interaction with Pepper for people who like gardening and people who don 't like gardening is the same</h6>292 +<h6><i>H0</i>: The mood distribution after the interaction with Pepper for people who like gardening and people who do not like gardening is the same.</h6> 284 284 285 285 <table> 286 286 <tr> ... ... @@ -315,15 +315,16 @@ 315 315 316 316 </body> 317 317 </html> 318 - 319 319 {{/html}} 320 320 321 - ===Systemquestionnaire results===329 +We did not notice any relevant pattern indicating a significant difference between "like gardening" and "dislike gardening" groups. It seems to be that this is not the cause of the mood improvement. 322 322 323 -[[interactive version>>https://pietro99.github.io/SCE/graphs/first_questionnaire_1.html]] 324 -[[image:group1.svg]] 325 325 332 +=== System assessment === 326 326 334 +[[System assessment, first subset of questions, interactive version>>https://pietro99.github.io/SCE/graphs/first_questionnaire_1.html]] 335 +[[image:group1.svg]] 336 + 327 327 {{html}} 328 328 <!DOCTYPE html> 329 329 <html> ... ... @@ -348,8 +348,8 @@ 348 348 </head> 349 349 <body> 350 350 351 -<h5>Wilcoxon Rank-Sum test test</h5>352 -<h6><i>H0</i>: The distribution of the sytem's questionnaire answers from people who like gardening andformpeople who don't like gardening is the same</h6>361 +<h5>Wilcoxon Rank-Sum test</h5> 362 +<h6><i>H0</i>: The distribution of answers from people who like gardening and people who do not like gardening is the same.</h6> 353 353 354 354 <table> 355 355 <tr> ... ... @@ -381,14 +381,14 @@ 381 381 382 382 </body> 383 383 </html> 384 - 385 385 {{/html}} 386 386 396 +In this first system assessment graph, it is shown that participants slightly agree that Pepper made the task easier for them, and generally agree that she was easy to understand. 387 387 388 -[[interactive version>>https://pietro99.github.io/SCE/graphs/first_questionnaire_2.html]] 398 + 399 +[[System assessment, second subset of questions, interactive version>>https://pietro99.github.io/SCE/graphs/first_questionnaire_2.html]] 389 389 [[image:group2.svg]] 390 390 391 - 392 392 {{html}} 393 393 <!DOCTYPE html> 394 394 <html> ... ... @@ -413,8 +413,8 @@ 413 413 </head> 414 414 <body> 415 415 416 -<h5>Wilcoxon Rank-Sum test test</h5>417 -<h6><i>H0</i>: The distribution of the sytem's questionnaire answers from people who like gardening andformpeople who don't like gardening is the same</h6>426 +<h5>Wilcoxon Rank-Sum test</h5> 427 +<h6><i>H0</i>: The distribution of answers from people who like gardening and people who do not like gardening is the same.</h6> 418 418 419 419 <table> 420 420 <tr> ... ... @@ -440,10 +440,13 @@ 440 440 441 441 </body> 442 442 </html> 443 - 444 444 {{/html}} 445 445 446 -[[interactive version>>https://pietro99.github.io/SCE/graphs/first_questionnaire_3.html]] 455 +The sense of accomplishment is slightly higher for people who like gardening that for those who do not. It is globally around slightly agree. 456 +An interesting fact to notice is that participants who do not like gardening felt more in control of what they had to do. 457 + 458 + 459 +[[System assessment, third subset of questions, interactive version>>https://pietro99.github.io/SCE/graphs/first_questionnaire_3.html]] 447 447 [[image:group3.svg]] 448 448 449 449 {{html}} ... ... @@ -470,8 +470,8 @@ 470 470 </head> 471 471 <body> 472 472 473 -<h5>Wilcoxon Rank-Sum test test</h5>474 -<h6><i>H0</i>: The distribution of the sytem's questionnaire answers from people who like gardening andformpeople who don't like gardening is the same</h6>486 +<h5>Wilcoxon Rank-Sum test</h5> 487 +<h6><i>H0</i>: The distribution of answers from people who like gardening and people who do not like gardening is the same.</h6> 475 475 476 476 <table> 477 477 <tr> ... ... @@ -497,13 +497,14 @@ 497 497 498 498 </body> 499 499 </html> 500 - 501 501 {{/html}} 502 502 503 -[[interactive version>>https://pietro99.github.io/SCE/graphs/first_questionnaire_4.html]] 504 -[[image:group4.svg]] 515 +The participants globally disagree that the presence of Pepper annoyed, frustrated or pressured them. Those who like gardening actually had a bit more negative feelings regarding the presence of Pepper than those who dislike gardening. 505 505 506 506 518 +[[System assessment, fourth subset of questions, interactive version>>https://pietro99.github.io/SCE/graphs/first_questionnaire_4.html]] 519 +[[image:group4.svg]] 520 + 507 507 {{html}} 508 508 <!DOCTYPE html> 509 509 <html> ... ... @@ -528,8 +528,8 @@ 528 528 </head> 529 529 <body> 530 530 531 -<h5>Wilcoxon Rank-Sum test test</h5>532 -<h6><i>H0</i>: The distribution of the sytem's questionnaire answers from people who like gardening andformpeople who don't like gardening is the same</h6>545 +<h5>Wilcoxon Rank-Sum test</h5> 546 +<h6><i>H0</i>: The distribution of answers from people who like gardening and people who do not like gardening is the same.</h6> 533 533 534 534 <table> 535 535 <tr> ... ... @@ -552,25 +552,10 @@ 552 552 553 553 </body> 554 554 </html> 555 - 556 556 {{/html}} 557 557 571 +This graph shows that the trust in Pepper was highly dependent on whether the participants enjoyed the activity or not. 558 558 559 - 560 -Since each PwD has its own state of dementia and personal issues, it is very difficult to get uniform results, especially since they are collected orally. 561 -Getting very nice, fully robust and reliable results, is merely a hope and a dream. 562 -However, we can try to consider the main trends that we are interested in. 563 -Thus, the results wil be mainly focused on: 564 -- How much autonomy did the PwD gain? 565 -→ what did the HCP, relatives and PwD report 566 -→ how many tasks did they perform that they didn't do previously 567 -→ did the relatives feel they had more time for themselves 568 -- Did their emotional state improve? 569 -→ feelings from the PwD themselves 570 -→ reports from relatives and HCP 571 -These results will most likely never be yes-no results, but more like clues or hints that show whether some things worked on not, which will be the point of our discussion. 572 -NB: This part explains what we expect as kind of results, it will be replaced by actual results after we perform an experiment with the class. There may also be interesting points we did not think about. 573 - 574 574 == Discussion == 575 575 576 576 * Reliability: Yes. One could replicate the same experiment with other patients. ... ... @@ -579,6 +579,41 @@ 579 579 * Scope: No. It would be very difficult to generalize the results, since each prototype is built for a special patient. However, if the results conclude that the customized prototypes did improve the well-being of the people, then similar effort to customize Pepper for more patients should produce similar effects. 580 580 * Ecological validity: Yes. Since we compare "without Pepper" (BEFORE) and "with Pepper" (AFTER) in a similar environment (i.e., for everything but Pepper), the results are not dependent on the environment. 581 581 581 +**mood questionnaire** 582 + 583 +We analyzed the participants' moods before and after the interaction with Pepper in order to be able to observe positive and negative changes that are caused by the interaction with Pepper. the results showed that, in general, there is a slight increase in positive moods and a slight decrease in negative moods. The Wilcoxon Signed-rank demonstrated that the only statistically significant change happened for contentness and tiredness based on a p-value threshold of 0.05. 584 + 585 +It is often the case that PwDs have to perform tasks that are not enjoyable for them such as taking medicines or performing routine activities. In order to analyze the difference in the mood change between people who liked the activity and people who didn't we divided into two groups and performed a Wilcoxon Rank-Sum test. The results show that only the contentness mood shows a statistically significant difference between the two groups. 586 +This confirms that PwDs can potentially benefit from a boost of energy from interacting with Pepper and, if the activity is enjoyable, a general improvement in contentness as well. 587 + 588 +**system questionnaire** 589 + 590 +We divided the results from the system questionnaire into 4 separate groups containing similar questions as illustrated by the 4 different graphs above. 591 + 592 +The first group contains questions aimed at measuring how easy and pleasant was the activity when being guided by Pepper. The responses for this group are around the slightly agree line, a bit higher for the "Pepper was easy to understand" statement and a bit lower for the "I enjoyed the task more than if I had had to do it alone". 593 + 594 +The second group has questions concerning the sense of control and accomplishment felt during the task by the participants. The participants on average responded between slightly agree and agree that completing the task was a good accomplishment and that they felt in control while doing it and a bit lower for the statement "I feel like I have accomplished it myself" suggesting 595 +that it is possible for the participants to feel like Pepper is responsible, at least partially, for the accomplishment of the task. 596 + 597 +The third group is used to group together questions that measure negative experiences with Pepper. The results show that the participants on average answered between slightly disagree and disagreed. This suggests that Pepper was not frustrating for most people but only for a small fraction of the participants. 598 + 599 +The fourth and final group is for assessing Pepper's social presence and trustworthiness as felt by the participants. The two statements used are "Pepper cared about helping me" and "I would trust Pepper with more important activities". The responses were on average slightly above the neutral level. 600 + 601 +We performed a statistical test for the system questionnaire to see if the difference between the "like gardening" group and the "dislike gardening" group is significant in any of the questions. The results didn't show any statistical significance with the exception of the question "I would trust Pepper with more important activities" which showed that people who liked gardening were more likely to trust Pepper with more important activities. 602 + 603 +**observations** 604 + 605 +Despite having on average good results, some participants still found Pepper frustrating or annoying. In order to understand what could have caused that we analyzed the video of the interaction and the feedback from the participants. We observed that when a participant felt frustrated was often due to Pepper's limitation. For example, sometimes Pepper would start listening too late missing part of the participant's answer. It is also common for the participant to say a word that Pepper is not able to understand which can result in the participant being stuck in a loop during the conversation which can be frustrating. We notice that in most of the experiments the experience and the ease of the interaction with Pepper improved as the participant learned how to interact with Pepper. 606 + 607 + 608 + 609 + 610 + 611 + 612 + 613 + 614 + 615 + 582 582 == Conclusions == 583 583 584 584 The results from the mood questionnaire seem to support our claims CL10: the PwD feels reassured and CL11: the PwD feels content.