Acceptability of Narrative Visualization with Physical Activity Monitoring Among Breast Cancer Survivors

DOI: https://doi.org/10.21203/rs.3.rs-435122/v1

Abstract

Purpose: Physical activity (PA) levels are low among breast cancer survivors. Narrative visualization (NV) is a technique that uses drawings, photographs, and text to contextualize data, which may increase integrated regulation, or motivation for PA by relating it to personal values and identity. The purpose of this study was to determine the acceptability of a NV intervention for older breast cancer survivors.

Methods: Participants completed an NV workbook for 7 days using the provided instant camera, art supplies including a variety of stickers, and a wearable electronic activity monitor. The workbook pages prompted participants to re-draw their daily activity graphs from the monitor’s mobile app, then annotate them with text, photographs, stickers, etc. to reflect what the data meant to them. Thematic analysis and content analysis were used to identify emergent themes.

Results: Of the 20 consented women (mean age 67±5 years, 45% non-Hispanic White), 17 participants completed all study procedures. Participants showed high levels of engagement (e.g., mean of 9 photos taken; mean of 56 stickers used over 7 days; all workbook questions completed) supporting intervention acceptability. Themes within the photos included family, specific locations, everyday objects, religion, and friends. Themes within the written portions of the workbook included family, chores and obligations, health, personal reflection, hobbies, and shopping. Weight loss was not a major theme.

Conclusions: Breast cancer survivors successfully used NV techniques to reflect on their PA data and behavior. These techniques show promise for promoting integrated regulation in activity monitoring interventions.

Trial Registration: NCT03612596

Background

Breast cancer survivors are at risk for negative health outcomes, including recurrence comorbidities such as cardiovascular disease [1, 2]. Engaging in routine physical activity (PA) can reduce these risks and improve quality of life [3]; however, PA levels are low among this population [4, 5]. Evidence suggests that adherence to PA interventions, particularly long-term adherence (1 year or longer), is inconsistent and is particularly low among older adults [6]. Therefore, there is a need for novel interventions to increase habitual PA to improve the long-term health of older cancer survivors.

Individual characteristics such as self-regulation and self-efficacy may play an important role in PA outcomes including adherence [7]. Self-regulation is the process of guiding one’s own behaviors to reach goals, particularly by managing disruptive emotions or impulses [8]. Essentially, this is goal-driven behavior where the long-term goal drives behavioral choices even when feeling fatigued or otherwise tempted to give up. Similarly, self-efficacy relates to one’s beliefs in their own capabilities to successfully engage in a predetermined course of action [9]. PA interventions based on self-regulation typically involve setting PA goals, monitoring PA, and receiving meaningful feedback on progress [10]. With the increasing usage of wearable electronic activity monitors (e.g. FitBit), this feedback most often takes the form of displays showing percentages toward a predetermined goal. The software interface for these devices also typically shows charts of steps per day, comparisons to previous days, as well as weekly and monthly trends [11].

Interventions that use goal setting, self-monitoring, and routine feedback appear to produce short-term increases in PA, but rarely do they accomplish long-term behavioral change [6, 12, 13]. These programs may be limited by lack of guidance in the use and interpretation of the self-monitoring charts and data. Several studies have suggested that a lack of such guidance is a major reason why individuals stop using PA monitors [14, 15]. Breast cancer survivors have also reported that they reduced adherence to self-regulation behaviors once they were no longer accountable to interventionists [16]. This population further reports that they want their PA goals to be contextualized as part of their larger, value-based life goals [17, 18]. Breast cancer survivors also face unique barriers related to their identities. Changes to the body, particularly body parts associated with femininity, can greatly alter perceptions of identity [12, 19], which may in turn impact PA.

Self-Determination Theory (SDT) provides a framework for a more motivation-related perspective on behavior change intervention [13]. This theory postulates that motivation can range from fully internal or intrinsic, which is one’s inherent drive to seek out challenges, to fully external or extrinsic, where motivation comes entirely from external sources. Higher levels of more autonomous forms of motivation (e.g., closer to intrinsic) tend to predict long-term adherence to PA [20]. Thus, it is critical to establish autonomy when PA is being introduced and integrated into routine behavior [21]. The most autonomous type of extrinsic regulation is called integrated regulation, or motivation related to personal values and identity. Integrated regulation is associated with engagement in regular PA over time [22]. While this form of targeted motivation is understudied, several studies suggest that it may address limitations in current intervention strategies for PA maintenance in this population [2325].

A novel way to target this form of motivation is narrative visualization (NV), a process of using annotation to help tell a story related to data presentation [26, 27]. NV uses drawings, photographs, and annotation to contextualize data. For example, one study used a scrapbook that included photographs and text annotating each photo and found that this process helped individuals find patterns in their daily arousal and relaxation [28]. Other investigators used an app that prompted users to regularly look at old photographs and add new annotations. These investigations found that this process led to greater reflection and improved well-being [29]. The annotation of photographs was also more acceptable and effective at clarifying personal values than written survey methods [30]. Thus, a growing cross-disciplinary evidence base suggests that adding visuals in the form of photographs and/or drawings can promote engagement with and reflection on data.

We developed a prototype intervention that built upon self-monitoring techniques using wearable devices to include narrative visualization techniques that targeted integrated regulation for improving PA. The purpose of this study was to determine the acceptability of scrapbooking activities as an NV strategy along with standard activity monitoring for older (55–79 years) breast cancer survivors over a 7-day period. We also investigated themes from the completed scrapbook pages.

Methods

Study Design and Population

Twenty participants were recruited based on the following eligibility criteria: (1) age between 55 and 79 years, (2) self-identify as female, (3) self-reported diagnosis of breast cancer, (4) report < 150 minutes of moderate-vigorous physical activity per week, (5) able to read and understand English, (6) daily access to a smartphone or similar device compatible with the self-monitoring app used, and (7) cleared to participate as determined by the Physical Activity Readiness Questionnaire+. The study protocol was approved by the university’s institutional review board, and all participants provided written informed consent.

Procedures

Participants were given a wearable activity monitor (Garmin Vivoactive or FitBit Aspire), an instant camera with film (FujiFilm Instax or Kodak Printomatic), a decorative carrying bag, and a workbook containing pages to attach photographs and document their daily activity over the 7-day period. Participants were also provided various art supplies such as stickers, colored pens, photo corner stickers and decorative adhesive tape (Fig. 1). Stickers included sheets of various emojis (e.g., smiley faces, food, hearts), positive affirmations, and fitness-themed affirmations. The fitness and affirmation stickers came from standard packs of planner stickers, such as those available from The Happy Planner (https://thehappyplanner.com/) and Avery (https://www.avery.com/) companies.

The workbook consisted of two parts: an introductory values clarification exercise and daily logs. The initial values clarification exercise asked participants to take 10 photographs that reflected what they consider important in their everyday life [30]. They were then asked to write out notes or annotations about what those photographs represented and how they reflect things they value in life. For the daily logs, a blank graph was provided so participants could draw their daily progress in terms of steps taken over the course of the day. They were encouraged to write notes, indicate times activities started or ended, and use stickers to show what happened throughout the day, how they felt, or anything else they would like to record. Reflection questions were provided each day for participants to reflect on their activity at the end of the day, as well as after the 7 days as shown in Table 1.

Table 1

Reflection prompts.

Timing

Prompt

Daily

How were you active today?

 

Why do you think you were (or were not) active today?

 

What impacted your decisions about activity today?

After 7 days

Looking back, do you see any patterns in your activity?

 

How can you take this knowledge and use it to be more active next week?

 

How do you feel about your progress this week? Do you feel closer to your goals?

Participants were given the choice to use or not use whatever materials they preferred over the 7 continuous days. Workbooks were then returned, and the pages subsequently digitized for analysis.

Data Analysis

we chose to treat workbook pages in a method similar to the products of photovoice interventions, which also include expressive photographs and text [31]. Content analysis of stickers was conducted by two independent coders, abstracting information on number of stickers and logging each sticker by an assigned name (e.g., heart eyes smiley, rolling eyes emoticon). The two coders met to assign emojis to the categories of positive (smiles for mouth, hearts for eyes, etc.) or ambivalent/negative (frowns or lines for mouths, etc.). Thematic analysis was used to analyze photographs, drawings, and written content provided by the participants (NVivo 12 Pro, QSR International). Codes were developed by two independent coders by identifying people, places and things that were photographed, and by iteratively reading through the comments made by participants to identify recurring themes. A meeting was held to resolve any differences in coding, and illustrative quotes were selected for each major theme identified. The intervention was deemed acceptable if the participants successfully completed the procedures as instructed.

Results

Of the 20 consented women (mean age 67 ± 5 years, 45% non-Hispanic white), 1 participant was lost to follow-up due to medical complications, 1 did not return phone calls, and 1 was unable to complete the procedures due to cultural barriers (preferred to communicate via spouse). Since the latter participant chose to let her male spouse answer the questions regarding acceptability and preferences, we judged her data not to be interpretable as personal reflection and the intervention not culturally appropriate for her.

Quantitative results

The NV procedures using both photos and written prose were universally accepted. Participants took a mean of 9 photos over 7 days (range: 4–10) and completed workbook questions regarding current PA and PA goals (Fig. 2). All participants completed all of the daily pages, though one printed her own pages that combined the two (so she had 8 pages instead of 15) and one forgot to do the weekly log at the end. Though all the daily pages were completed, not all were completed in the way we intended. For example, some participants wrote numbers of steps at different points of the graph without drawing lines, some pasted photos instead of graphs and wrote about their steps instead of drawing, and some pasted their own stickers and other printouts into the graph space.

There were a total of 945 stickers used by all participants (mean ± SD per participant: 56 ± 49; range: 0-180). Almost half of these were emoji stickers (48.6%), most of which were positive themed (smileys, winks, etc.); of the 459 emojis, 136 (29.7%) were negative themed (Fig. 3). There were also a substantial amount of stickers used that reflected positive or exercise-related sayings (n = 228, 24.1% of the total stickers).

Qualitative results

Photos

All participants successfully took photographs using the instant cameras and pasted at least one photograph into the workbook. Several participants included their failed photographs in addition to later, more successful tries. The most commonly occurring themes in the photographs were family, specific locations, everyday objects that held personal significance, religion, and friends.

Photos of family included spouses, children and grandchildren, other immediate family members, “chosen” family (i.e., individuals unofficially adopted into the family), and pets. A participant wrote next to photographs of her family, “My babies, my loves and who give my life meaning they make me laugh – they have been with me through my cancer fight.” Another participant wrote of her pet dog, “She loves me unconditionally, and reminds me of how much I love animals and how awesome I felt when I could save her. She is saving me now – she doesn’t leave my side. It’s important that while my world is crashing, I remember hers revolves around me, so I have to get my stuff together!”

Specific locations included photos of participants’ home, churches, gardens, the beach, and interesting places they passed. One participant pasted a picture of a tree on her walking path and wrote, “It is old with many branches like me. Older – many branches of my life. Peaceful and quiet. I feel good looking at it – peaceful – I love the shade as if God is covering me.” Another participant wrote, “This is the fountain in front of [name redacted] church. I brought my mom to church everyday, and we loved this fountain. It is peaceful to just sit by it. Mom passed away [date redacted] without ever knowing I have cancer. I sat here today after taking this picture & ‘talked’ to mom about it.”

Everyday objects included beds, books, clothing, flowers, computers, hats for local sports teams, etc. A participant wrote, “These roses are very meaningful to me. I planted them when I was sick on treatment. They blossomed all winter and have given the new hope ‘I can blossom in & out of season.’”

Religious photos often overlapped with other themes, such as specific locations and everyday objects (e.g., churches and Bibles). One participant took a picture of her church foyer and wrote, “I took this while attending church. My faith i[s] very important to me and a big part of my life, beliefs, values, morals, and salvation!” Another used an image of the inside of her church and wrote, “Religion. My church. Such an important part of my life. Growing in faith connecting with the lost, and helping those in need as we communicate God’s word through education, sacraments, worship, praise, and fellowship.”

While friends were often mentioned along with family, there were some photos where friendships were highlighted. For example, one participant wrote, “Friendship. I look at this picture and see trust, a mentor, a person so different from me, but so like me. Everyone needs a [name redacted]!” Another participant captioned, “One of my oldest friends. I’ve known him since he was 6 years old. Son of my best friend. Love this man! Love remembering the good times we had with him and his wife (and mother and dad when they were alive).”

Written text in values clarification section and daily/weekly activity pages

Thematic analysis of written text in the values clarification section and text and drawings from the daily reflections revealed that participants felt that family had the largest impact on their PA. This was followed by: chores and obligations, health and illness, personal reflection, hobbies or activities, and shopping. These themes were discussed in the context of important aspects of the participants’ lives and also in journal form as things that occurred during the course of their days. For example, a participant might discuss religion as important to her and paste a photo of her Bible in the values clarification section, then mention going to church in her Wednesday and Sunday journal entries. Illustrative quotes of these concepts are provided in Table 2.

Regarding the family theme, grandchildren were repeatedly mentioned in the workbooks as being significant factors for PA. There was also an emphasis among several participants on individuals who were chosen to be family by the participants. Several participants discussed friends who were instrumental in their health goals, and they often discussed the friends in terms of their importance regarding their commitments or obligations.

Hobbies were also frequently mentioned as part of their personal reflection. Hobbies included gardening, shopping, and service to community via ministry or volunteering.

Table 2. Major themes found in participants’ written workbook text.

 

Theme

Illustrative quotations

Family

“I walked a bit, stretched a little and also played kickball with family first time ever!  Excited to be so active & feel great afterwards.”

“I would love to see all of my grandkids grow up.  I keep that as my motivation.  Grandbaby on the way and I have GOT to be able to get to know this bundle.”

“My health and family are primary.  Stay busy & active will keep me with them and remind of what I’m living for.”

Chores and Obligations

“I woke up and fixed breakfast and did the household chores.  Sit for a while and then went out with my daughter.”

“Weekend household chores.  Yard work… again.”

“… ran a few errands, attended a meeting – walked from the garage back and forth.”

Health and illness

“Not very active.  Had chemo all day.”

“Back pain.  It’s difficult to know how much walking to do without causing pain elsewhere.     Drinking a lot of water forced me to get up and move to go to the bathroom.”

“Not much activity.  I did not feel good on this day.  I started taking a new med.  Doctor said medicine would make me feel sluggish until it adjust to my body.”

Personal reflection

“Looking through my pictures made me realize how blessed I am to have these wonderful gifts in my life.  The actual visualization of these blessings, all together in this notebook make me understand the importance of them in my life and recognize the fact that I don’t tell them (enough) how important they are to me.  God and family are what’s more important to me (fur babies included).”

“’Live like you were dying’ – we all have an expiration date, hope with more activity mine is not too soon.”

“This study has allowed me a way to express my day – my feelings my thoughts.     I needed this to show me the way to include a new activity in my life.  I need to write and sort my activities and emotions.  Help me to discover the me at age 66, a senior elderly.     With old memories and making new memories.  Building a new chapter.  Learning how to live with the fear of cancer, recovering or being a survivor.     Taking a closer look at my world – looking a[t] grass, sky, family, friend in a deeper way.  Then attempt to put it all down to try and find out who I want to be when I grow up!”

Hobbies or Activities

“The activities of interest are most important – flowers that became a hobby when I needed something, ministry which is at my core and shopping.”

“My ministry activities are very motivating because if I’m not healthy I cannot serve in ministry.”

“Family project… Garden.  I loved watching my husband teach my grandson how to use tools when they built this garden.  So many lessons you can teach children when they don’t even have a clue that it’s a teaching session.”

Shopping

“I still had one more promise to keep.  I went to the grocery store to get things for the meal for the Cowboys-Saints game party at my sister’s house.  Big pot of chili and all of the fixins!  WHEW!”

“Today I needed a ‘me’ day to shop off the island and also to take care of some business however I was determined to get my steps in by pounding the pavement.”

“My daughter loves to shop, of course we went to the mall.  I walked for a while, going in and out of stores, we started at 3:00 PM and did not get home until 9:00, you know it was busy.”

Discussion

In summary, the NV procedures were accepted by the breast cancer survivors in this study. These survivors understood the workbook instructions and were able to use the provided supplies as intended. Participants took approximately 9 of the expected 10 photos for the week. They also completed all of the expected 15 workbook pages, except for one missed weekly log page, and used an unexpectedly large number of stickers to illustrate their pages.

Regarding the utilization of supplies provided, the use of fitness and motivation stickers was not unexpected given that participants were focused on their PA. However, it was notable that they chose to use near equal numbers of positively and negatively themed emoji stickers possibly due to widespread use of emojis in modern text communications and a related feeling of comfort using them to express feelings, both good and bad [32]. In addition, cancer survivors tend to experience a large range of emotions as they adjust to life after cancer, particularly given the painful treatment process and related negative side effects [34]. Therefore, the tendency for the breast cancer survivor population to use both negative and positive emojis to communicate their feelings warrants further study.

Several participants experienced a learning curve when using the instant cameras for the values clarification portion of the workbooks; since the cameras were preloaded with 10-packs of film when dispensed, there were usually fewer than 10 photos included in the workbooks. However, all participants expressed how they enjoyed and valued this part of the study. Huldtgren et al. suggested that decision making could be improved by focusing on personal values; similarly, the photographs taken as part of our study inspired the participants to reflect on their values [30]. In addition, Issacs et al. found their participants to benefit from photojournalism since the images served as reminders of positive experiences [29]. Here, photos of participants’ family were often featured, which agrees with the literature showing family to be a significant motivator for PA adoption and maintenance [35, 36]. These investigators also found friends to be significant motivators, again similar to our findings.

Participants used nearly all the space provided for them to draw their daily step charts and to answer questions about their daily activity. These results are in line with previous findings in the communications and human-computer interaction fields, which showed that individuals who self-monitored wanted options for storytelling and emotional self-expression [37, 38] and scaffolding to help them get from receiving new information to acting upon that information [39, 40]. Participants used photos, drawings, stickers, and text to reflect on their values as well as their identity, integrating them with their PA data to tell stories about their lives [41]. This process reflects what has been called the “qualified self,” as opposed to the “quantified self” that is commonly discussed in regard to PA self-monitoring [42, 43]. Robertson et al. found that cancer survivors’ preferences differed from current standards used in application development for mobile devices in that they preferred value-based rather than numeric goals [18]. They also preferred PA data to be interpreted and contextualized. Here, numerical PA data was similarly one part of a larger set of data that described our participants’ attitudes towards PA and how it fit in with other mundane aspects of their day-to-day lives such as chores and shopping. Further, they discussed these stories in the context of larger issues, such as family obligations, religion, and the impact of illness on their lives.

Weight loss was not identified as a major theme, though it is often the primary theme of many PA-related programs. Breast cancer survivors in this study were more focused on spending time with family and felt that improving their physical health could improve the quality of this time. They also focused on how their health impacted their PA. For example, several participants commented on how going to physician appointments or helping others go to their physician appointments negatively impacted their ability to do PA. In addition, whether they felt good or bad after these appointments also directly impacted their attitude toward their own PA goals.

These findings have several potential implications for future studies. PA interventions among the cancer survivor population should consider how activity monitors are utilized by the participants. Numerical data, particularly those focused on calories or steps, may be less meaningful to most participants than visual data such as graphs and progress charts. Activity monitor manufacturers provide several types of visual data in their applications, but current research rarely focuses on these aspects.

The tactile nature of our visualization procedures also suggests several potential areas of future research. The stickers we provided were extremely popular. It is not clear whether virtual stickers would have a similar impact to the tactile feeling of sticking a physical sticker to a piece of paper. We adopted a hybrid approach to this study, with electronic data collection but hard copies of all scrapbooking materials. As part of this decision process, we opted to use instant cameras with printed out photos rather than digital photos. Future studies may wish to investigate differences between purely digital scrapbooking, for example using an app like Day One (https://dayoneapp.com), as opposed to tactile scrapbooking such as was used here.

While the acceptability of this novel NV technique and insights gained from the utilization of the materials as noted above are the strengths of this study, it also had some limitations. First, this was a formative study focused on the acceptability of a novel intervention and thus, interpretations are limited by the small sample size. Also, since the primary goal was to gain feedback on the intervention equipment and utilization, the duration of usage was relatively short (7 days). Third, an unexpectedly large proportion of participants (three of the twenty) were lost to follow up despite this being a very short-term study. While this was unexpected and is unusual based on previous studies, we believe that the loss of contact with one participant and the loss of another to an acute health issue were likely chance occurrences. The third lost participant provided important information in that the scrapbooking activities were culturally inappropriate for her, which provided insight for future studies in this population (e.g., exclusion criteria added during recruitment, or adaptation of NV strategies to be more broadly culturally acceptable or tailored to specific cultures). Finally, since our target population is older women breast cancer survivors, generalizability is limited in age and gender. Additional research is needed to investigate whether these materials and procedures are acceptable in other populations.

Conclusions

In conclusion, the materials provided to the breast cancer survivors allowed them to successfully use NV techniques to reflect on their PA data and behavior. These techniques show promise for promoting integrated regulation in activity monitoring interventions.

Declarations

Funding: This study was funded by an award from the National Cancer Institute (R21CA218543). It was also supported by the Claude D. Pepper Older Americans Independence Center (P30AG024832), UTMB’s Clinical and Translational Science Award (TR001439), and the Sealy Center on Aging. Additional salary support for Dr. Lyons was provided by a Mentored Research Scholar Grant in Applied and Clinical Research (MRSG-14-165-01-CPPB) from the American Cancer Society and R01AG064092 from the National Institute on Aging.  Additional salary support for Dr. Yu is supported by a research career development award (K12HD052023: Building Interdisciplinary Research Careers in Women’s Health Program-BIRCWH; Berenson, PI) from the National Institutes of Health/Office of the Director (OD)/National Institute of Allergy and Infectious Diseases (NIAID), and Eunice Kennedy Shriver National Institute of Child Health & Human Development (NICHD). The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.

Conflict of interest: The authors declare that they have no conflicts of interest.

Availability of data and material: De-identified data from this study are not available in a public archive; interested researchers may request access to the text portions of the data set per IRB standards by emailing the principal investigator ([email protected]).

Code availability: Not applicable.

Author contributions: JB collected, analyzed, and interpreted the data used for this study and was a major contributor in writing the manuscript; XY provided statistical interpretation of the data and substantively revised the manuscript; AK provided interpretation of the methodology and results and substantively revised the manuscript; BD and JP both contributed to interpretation of the manuscript; and EL both conceived and designed the study, and was a major contributor in the analysis and interpretation of the collected data.  All authors read and approved the final manuscript.

Ethics approval: All procedures performed were in accordance with the ethical standards of the 1964 Helsinki declaration and approval was obtained by the Institutional Review Board of the University of Texas Medical Branch.

Consent to participate: Informed consent was obtained from all individual participants included in the study.

Consent for publication: No identifying information for an individual participant is included in this manuscript.

Acknowledgements: This research was conducted as part of the doctoral dissertation requirements of the first author.  He would like to thank his dissertation committee for their valuable insight and guidance.  In addition, the authors would like to acknowledge the student interns who helped with participant enrollment and data collection as part of their Master of Science program in the Nutrition and Metabolism department at the University of Texas Medical Branch.

References

  1. Leach CR, Weaver KE, Aziz NM, Alfano CM, Bellizzi KM, Kent EE et al (2015) The complex health profile of long-term cancer survivors: prevalence and predictors of comorbid conditions. Journal of cancer survivorship: research practice 9(2):239–251
  2. Patnaik JL, Byers T, DiGuiseppi C, Dabelea D, Denberg TD (2011) Cardiovascular disease competes with breast cancer as the leading cause of death for older females diagnosed with breast cancer: a retrospective cohort study. Breast cancer research: BCR 13(3):R64
  3. Barbaric M, Brooks E, Moore L, Cheifetz O (2010) Effects of physical activity on cancer survival: a systematic review. Physiotherapy Canada Physiotherapie Canada 62(1):25–34
  4. Tarasenko Y, Chen C, Schoenberg N (2017) Self-Reported Physical Activity Levels of Older Cancer Survivors: Results from the 2014 National Health Interview Survey. J Am Geriatr Soc 65(2):e39–e44
  5. Boyle T, Vallance JK, Ransom EK, Lynch BM (2016) How sedentary and physically active are breast cancer survivors, and which population subgroups have higher or lower levels of these behaviors? Supportive care in cancer:. official journal of the Multinational Association of Supportive Care in Cancer 24(5):2181–2190
  6. van der Bij AK, Laurant MG, Wensing M (2002) Effectiveness of physical activity interventions for older adults: a review. Am J Prev Med 22(2):120–133
  7. Anderson ES, Wojcik JR, Winett RA, Williams DM (2006) Social-cognitive determinants of physical activity: the influence of social support, self-efficacy, outcome expectations, and self-regulation among participants in a church-based health promotion study. Health Psychol 25(4):510–520
  8. Bandura A (1991) Social cognitive theory of self-regulation. Organ Behav Hum Decis Process 50(2):248–287
  9. Bandura A. Self-efficacy: The exercise of control. New York, NY, US: W H Freeman/Times Books/ Henry Holt & Co; 1997. ix, 604-ix, p
  10. McAuley E, Blissmer B (2000) Self-efficacy determinants and consequences of physical activity. Exerc Sport Sci Rev 28(2):85–88
  11. Lyons EJ, Lewis ZH, Mayrsohn BG, Rowland JL (2014) Behavior change techniques implemented in electronic lifestyle activity monitors: a systematic content analysis. J Med Internet Res 16(8):e192
  12. Brunet J, Sabiston CM, Burke S (2013) Surviving breast cancer: women's experiences with their changed bodies. Body Image 10(3):344–351
  13. Ryan RM, Deci EL (2017) Self-determination theory: Basic psychological needs in motivation, development, and wellness. Guilford Publications
  14. Rapp A, Cena F (2016) Personal informatics for everyday life: How users without prior self-tracking experience engage with personal data. Int J Hum Comput Stud 94:1–17
  15. Lazar A, Koehler C, Tanenbaum J, Nguyen DH. Why we use and abandon smart devices. Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing; Osaka, Japan. 2804288: ACM; 2015. p. 635 – 46
  16. Terranova CO, Lawler SP, Spathonis K, Eakin EG, Reeves MM (2017) Breast cancer survivors' experience of making weight, dietary and physical activity changes during participation in a weight loss intervention. Supportive care in cancer: official journal of the Multinational Association of Supportive Care in Cancer 25(5):1455–1463
  17. Midtgaard J, Rossell K, Christensen JF, Uth J, Adamsen L, Rorth M (2012) Demonstration and manifestation of self-determination and illness resistance–a qualitative study of long-term maintenance of physical activity in posttreatment cancer survivors. Supportive care in cancer: official journal of the Multinational Association of Supportive Care in Cancer 20(9):1999–2008
  18. Robertson MC, Tsai E, Lyons EJ, Srinivasan S, Swartz MC, Baum ML et al (2017) Mobile Health Physical Activity Intervention Preferences in Cancer Survivors: A Qualitative Study. JMIR Mhealth Uhealth 5(1):e3
  19. Laranjeira CA, Leao PP, Leal I (2013) The "Silenced" Voices of Women Cancer Survivors: Bodily Experiences From an Existential Perspective. Res Theor Nurs Pract 27(3):173–192
  20. Teixeira PJ, Carraça EV, Marques MM, Rutter H, Oppert JM, De Bourdeaudhuij I et al (2015) Successful behavior change in obesity interventions in adults: a systematic review of self-regulation mediators. BMC Med 13:84
  21. Fortier MS, Sweet SN, O’Sullivan TL, Williams GC (2007) A self-determination process model of physical activity adoption in the context of a randomized controlled trial. Psychol Sport Exerc 8(5):741–757
  22. Miquelon P, Chamberland P-É, Castonguay A (2017) The contribution of integrated regulation to adults’ motivational profiles for physical activity: A self-determination theory perspective. International Journal of Sport Exercise Psychology 15(5):488–507
  23. Spark LC, Reeves MM, Fjeldsoe BS, Eakin EG (2013) Physical activity and/or dietary interventions in breast cancer survivors: a systematic review of the maintenance of outcomes. J Cancer Surviv 7(1):74–82
  24. 24
  25. Duncan LR, Hall CR, Wilson PM, Jenny O (2010) Exercise motivation: a cross-sectional analysis examining its relationships with frequency, intensity, and duration of exercise. Int J Behav Nutr Phys Act 7:7
  26. 26
  27. Segel E, Heer J (2010) Narrative Visualization: Telling Stories with Data. IEEE Trans Vis Comput Graph 16(6):1139–1148
  28. Stahl A, Hook K, Svensson M, Taylor AS, Combetto M (2009) Experiencing the Affective Diary. Pers Ubiquit Comput 13(5):365–378
  29. Isaacs E, Konrad A, Walendowski A, Lennig T, Hollis V, Whittaker S. Echoes from the past: how technology mediated reflection improves well-being. Proceedings of the SIGCHI Conference on Human Factors in Computing Systems; Paris, France. 2466137: ACM; 2013. p. 1071-80
  30. Huldtgren A, Wiggers P, Jonker CM (2014) Designing for Self-Reflection on Values for Improved Life Decision. Interact Comput 26(1):27–45
  31. Novek S, Morris-Oswald T, Menec V (2012) Using photovoice with older adults: some methodological strengths and issues. Ageing Soc 32:451–470
  32. Derks D, Bos AER, von Grumbkow J (2008) Emoticons in Computer-Mediated Communication: Social Motives and Social Context. CyberPsychology Behavior 11(1):99–101
  33. Prada M, Rodrigues DL, Garrido MV, Lopes D, Cavalheiro B, Gaspar R (2018) Motives, frequency and attitudes toward emoji and emoticon use. Telematics Inform 35(7):1925–1934
  34. Lepore SJ (2001) A social–cognitive processing model of emotional adjustment to cancer. Psychosocial interventions for cancer. American Psychological Association, Washington, DC, US, pp 99–116
  35. Rogers LQ, Markwell S, Hopkins-Price P, Vicari S, Courneya KS, Hoelzer K et al (2011) Reduced barriers mediated physical activity maintenance among breast cancer survivors. Journal of Sport Exercise Psychology 33(2):235–254
  36. Pinto BM, Ciccolo JT (2010) Physical activity motivation and cancer survivorship. Springer, Physical activity, pp 367–387
  37. Kersten-van Dijk E, IJsselsteijn WA (2016) Design Beyond the Numbers: Sharing, Comparing, Storytelling and the Need for a Quantified Us. IxD&A 29:121–135
  38. Elsden C, Kirk DS, Durrant AC (2016) A quantified past: Toward design for remembering with personal informatics. Human–Computer Interaction 31(6):518–557
  39. Kersten-van Dijk ET, Westerink JH, Beute F, IJsselsteijn WA (2017) Personal informatics, self-insight, and behavior change: A critical review of current literature. Human–Computer Interaction 32(5–6):268–296
  40. Hollis V, Konrad A, Springer A, Antoun M, Antoun C, Martin R et al (2017) What does all this data mean for my future mood? Actionable analytics and targeted reflection for emotional well-being. Human–Computer Interaction 32(5–6):208–267
  41. Rapp A, Tirassa M (2017) Know thyself: a theory of the self for personal informatics. Human–Computer Interaction 32(5–6):335–380
  42. Sharon T, Zandbergen D (2017) From data fetishism to quantifying selves: Self-tracking practices and the other values of data. New Media Society 19(11):1695–1709
  43. Humphreys L (2018) The qualified self: Social media and the accounting of everyday life. MIT press