arxiv: 2604.18741 · v1 · submitted 2026-04-20 · 💻 cs.HC

Input Visualizations to Track Health Data by Older Adults with Multiple Chronic Conditions

Shri Harini Ramesh , Foroozan Daneshzand , Matteo Sotelo , Mahsa Sinaei , Fateme Rajabiyazdi This is my paper

Pith reviewed 2026-05-10 03:33 UTC · model grok-4.3

classification 💻 cs.HC

keywords older adultsmultiple chronic conditionsphysical input visualizationshealth data trackingtangible tokenspersonalizationreflectionsensemaking

0 comments p. Extension

The pith

Older adults with multiple chronic conditions personalize physical tokens to track health data in ways that support ongoing reflection and daily integration.

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

Many older adults with multiple chronic conditions collect health data using digital tools or notebooks, yet the collection step itself rarely yields insights or feels meaningful. This paper examines physical input visualizations, where data entries are made with tangible tokens that participants can arrange, modify, and view immediately. In interviews and a two-week diary study, participants developed personalized strategies to fit these tokens into their routines, using the visible layouts to notice patterns and reflect on behaviors during collection. The tangible and expressive format turned tracking into an enjoyable activity centered on personal expression rather than later review. The work ends with design considerations for supporting such users.

Core claim

Through interview and diary studies, older adults living with multiple chronic conditions inputted health data using physical tokens over two weeks. They adapted strategies and personalized physical input visualizations to align with their individual needs. Participants integrated these visualizations into daily routines and leveraged tangible markers to reflect on patterns and behaviors, while enjoying the process of tracking and focusing on personal expression and meaningful reflection.

What carries the argument

Physical input visualizations using rearrangeable tangible tokens for entering and viewing health data, allowing immediate visual feedback and personalization.

If this is right

Health data collection becomes integrated into daily routines rather than a separate later review task.
Tangible markers enable immediate reflection on patterns and behaviors during the act of recording.
Personalization of token arrangements supports diverse individual needs, expression, and enjoyment.
The tracking process shifts focus from accumulation to meaningful personal reflection.
Design considerations can guide creation of physical token systems for older adults with multiple chronic conditions.

Where Pith is reading between the lines

These are editorial extensions of the paper, not claims the author makes directly.

Similar physical token systems might help other groups who find digital tools impersonal or hard to maintain.
Longer deployments could reveal whether token-based reflection leads to sustained behavior changes.
Combining physical tokens with optional digital logging might amplify pattern recognition without losing tangibility.
The approach could extend to non-health data such as mood, activity, or medication adherence for broader personalization.

Load-bearing premise

A two-week period with physical tokens is long enough for participants to develop and report stable personalization strategies and reflection practices that would hold in longer everyday use.

What would settle it

A follow-up observation six months later to determine whether participants continue using and arranging the same personalized token setups for reflection without study prompting.

Figures

Figures reproduced from arXiv: 2604.18741 by Fateme Rajabiyazdi, Foroozan Daneshzand, Mahsa Sinaei, Matteo Sotelo, Shri Harini Ramesh.

**Figure 1.** Figure 1: Physical input visualizations of health data created by our nine study participants (older adults living with MCC). Abstract Older adults living with multiple chronic conditions (MCC) can considerably benefit from collecting and reflecting on their health data. Many older adults collect their health data using various approaches, such as digital tools or handwritten notebooks. However, in these approaches… view at source ↗

**Figure 2.** Figure 2: Toolkit for physical input visualization of health data. 3.1. Introductory interview We conducted one-hour, semi-structured interviews using openended questions (See Appendix A). Initially, we gathered demographic information from each participant, including age, gender, educational background, and chronic conditions. We then asked how they collect, manage, and interpret their health data at home. We als… view at source ↗

**Figure 3.** Figure 3: Frequency of different mapping choices for the various types of health data collected by patients. why I thought it would be a good choice for these uneventful, calm days” and used orange to indicate days when they felt happy, “I chose this particular color because orange always makes me think of joy and positivity. So, I used these small orange beads to indicate that I was happy and felt emotionally uplif… view at source ↗

read the original abstract

Older adults living with multiple chronic conditions (MCC) can considerably benefit from collecting and reflecting on their health data. Many older adults collect their health data using various approaches, such as digital tools or handwritten notebooks. However, in these approaches, the act of collecting data does not itself yield insights; sensemaking and reflection happen only if individuals later review their accumulated records. The daily process of data collection thus offers limited opportunity for individuals to actively engage with their data or find the process personally meaningful and enjoyable. Personal data input visualizations using physical tokens offer a promising solution that can help individuals recognize evolving patterns while collecting data and discover meaningful insights more serendipitously and engagingly. Yet, there is a limited understanding of whether and how older adults living with MCC might adopt physical input visualizations to collect data and reflect on their health, and how the tangible, expressive, and personalizable nature of this process supports their sensemaking and reflection. In this paper, we present the results of our interview and diary studies in which older adults living with MCC inputted health data using physical tokens over two weeks. Our findings highlight the diverse and unique needs of older adults for tracking personal health data, illustrating how they adapt strategies and personalize physical input visualizations to align with their individual needs. We demonstrate how older adults integrated input visualizations into daily routines and leveraged tangible markers to reflect on patterns and behaviors, while enjoying the process of tracking and focusing on personal expression and meaningful reflection. Finally, we provide design considerations for supporting older adults with MCC when inputting health data through physical tokens.

Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, simulated authors' rebuttal, and a circularity audit. Tearing a paper down is the easy half of reading it; the pith above is the substance, this is the friction.

Desk Editor's Note private letter to a colleague

The paper reports a two-week diary study showing older adults with multiple chronic conditions can personalize physical health-data tokens and find the process more engaging, but the short window leaves open whether those habits would stick.

read the letter

The main thing here is a qualitative look at how older adults with multiple chronic conditions actually handle physical tokens for daily health data input. Participants in the interview and diary parts adapted the visualizations to their own routines, used the tangible markers to spot patterns on the fly, and said the process felt more expressive and enjoyable than apps or notebooks. That produces a set of design considerations around personalization, routine fit, and reflection during collection rather than after the fact. The work is straightforward about filling a gap in understanding adoption for this group, and the participant examples give concrete illustrations of what that looks like in practice. The tangible angle does seem to shift the sensemaking moment earlier in the day, which is a useful observation for health-tracking tools. The two-week duration is the clearest limitation. It is long enough to see initial adaptations and some enjoyment, but it cannot separate those from novelty effects or show whether the strategies hold up once the tokens become ordinary household objects. Self-reported integration into routines could easily reflect the study setup more than durable behavior. If the full paper has solid participant counts, recruitment details, and a clear thematic analysis, that would help, but the abstract leaves those basics thin. This is the sort of applied HCI study that would interest people working on aging, chronic-disease self-management, or tangible interfaces. It is not foundational, but the examples and considerations are specific enough to be worth reading for anyone designing physical health tools. It deserves peer review because the population and the empirical angle matter, even if longer-term data or tighter methods reporting would strengthen the claims.

Referee Report

2 major / 2 minor

Summary. The paper reports findings from interview and two-week diary studies in which older adults with multiple chronic conditions (MCC) collected health data using physical input visualizations (tokens). It claims that participants exhibited diverse needs, adapted and personalized the tokens to fit individual routines and preferences, integrated the visualizations into daily life, used tangible markers for serendipitous reflection on patterns and behaviors, and found the process enjoyable and personally meaningful, ultimately yielding design considerations for supporting such users with physical data input.

Significance. If the empirical findings hold, the work contributes to personal informatics and health HCI by shifting focus from post-collection review to in-the-moment sensemaking and engagement through tangible, expressive, and personalizable input methods. It provides concrete examples of how older adults with MCC adapt physical tokens for reflection and routine integration, offering actionable design considerations that could inform more accessible and enjoyable health-tracking tools. The study design (interviews plus diary) is a standard strength for surfacing user adaptations in this domain.

major comments (2)

[Methods] Methods section: The manuscript provides no participant count, recruitment details, inclusion/exclusion criteria, interview protocol, diary instructions, or qualitative analysis method (e.g., whether thematic analysis, grounded theory, or another approach was used, and how inter-rater reliability or bias was addressed). These omissions are load-bearing because the central claims about diverse needs, personalization strategies, routine integration, and meaningful reflection rest entirely on the robustness of the reported participant behaviors and self-reports.
[Findings and Discussion] Diary study description (throughout Findings and Discussion): The two-week duration is presented as sufficient to observe stable adaptation, personalization, and reflection practices, yet no longitudinal follow-up or discussion of novelty/Hawthorne effects is provided. This undercuts the leap from observed short-term behaviors to design considerations for everyday, long-term use by older adults with MCC.

minor comments (2)

[Abstract] Abstract and Introduction: The abstract states findings without any methodological qualifiers (e.g., 'in a two-week study with N=...'), which makes the claims appear more general than the study scope supports.
[Introduction] Terminology: 'Input visualizations' and 'physical tokens' are used interchangeably without an early, explicit definition or diagram showing the token set and mapping to health metrics.

Simulated Author's Rebuttal

2 responses · 0 unresolved

We thank the referee for the constructive and detailed feedback, which highlights important areas for strengthening the manuscript. We address each major comment below and will revise the paper to improve clarity and rigor.

read point-by-point responses

Referee: [Methods] Methods section: The manuscript provides no participant count, recruitment details, inclusion/exclusion criteria, interview protocol, diary instructions, or qualitative analysis method (e.g., whether thematic analysis, grounded theory, or another approach was used, and how inter-rater reliability or bias was addressed). These omissions are load-bearing because the central claims about diverse needs, personalization strategies, routine integration, and meaningful reflection rest entirely on the robustness of the reported participant behaviors and self-reports.

Authors: We agree that these details are essential and were omitted from the original manuscript. In the revised version, we will expand the Methods section to report the participant count and demographics, recruitment strategy and channels, inclusion and exclusion criteria, the semi-structured interview protocol, the specific instructions and materials provided for the two-week diary study, and the qualitative analysis process (thematic analysis with two independent coders who met regularly to discuss and resolve coding discrepancies). revision: yes
Referee: [Findings and Discussion] Diary study description (throughout Findings and Discussion): The two-week duration is presented as sufficient to observe stable adaptation, personalization, and reflection practices, yet no longitudinal follow-up or discussion of novelty/Hawthorne effects is provided. This undercuts the leap from observed short-term behaviors to design considerations for everyday, long-term use by older adults with MCC.

Authors: We acknowledge the limitation of the two-week timeframe and the absence of longitudinal data or explicit discussion of novelty and Hawthorne effects. The study was intended as an initial exploration of adoption and adaptation rather than a claim of long-term stability. In the revision, we will add a dedicated Limitations subsection that discusses the short duration, potential novelty effects on engagement, and observer effects, while reframing the design considerations as preliminary insights derived from short-term use that require future longitudinal validation. revision: partial

Circularity Check

0 steps flagged

No circularity: qualitative empirical study with no derivations or fitted parameters

full rationale

This is a qualitative HCI study reporting interview and two-week diary findings on older adults' use of physical tokens for health data tracking. The central claims derive directly from participant observations, self-reports, and thematic analysis rather than any equations, parameter fits, predictions, or self-citation chains. No load-bearing step reduces by construction to its own inputs; the two-week duration is noted as a limitation in the skeptic analysis but does not create circularity in the reported results. The derivation chain is self-contained against external benchmarks of empirical data collection.

Axiom & Free-Parameter Ledger

0 free parameters · 1 axioms · 0 invented entities

The work rests on the domain assumption that reflection during data collection is inherently beneficial and that qualitative self-reports from a short study can yield transferable design considerations; no free parameters or invented entities are introduced.

axioms (1)

domain assumption Older adults living with MCC can considerably benefit from collecting and reflecting on their health data.
Opening premise of the abstract that motivates the entire study.

pith-pipeline@v0.9.0 · 5600 in / 1233 out tokens · 30440 ms · 2026-05-10T03:33:07.971591+00:00 · methodology

discussion (0)

Reference graph

Works this paper leans on

99 extracted references · 64 canonical work pages

[1]

J. M. Buhmann and D. W. Fellner and M. Held and J. Ketterer and J. Puzicha , TITLE =. 1998 , PAGES =. doi:10.1111/1467-8659.00269 , NOTE =

work page doi:10.1111/1467-8659.00269 1998
[2]

and Helmberg, Christoph , TITLE =

Fellner, Dieter W. and Helmberg, Christoph , TITLE =. 1993 , PAGES =

1993
[3]

Kobbelt and M

L. Kobbelt and M. Stamminger and H.-P. Seidel , title =. doi:10.1111/1467-8659.16.3conferenceissue.36 , note =

work page doi:10.1111/1467-8659.16.3conferenceissue.36
[4]

Lafortune and Sing-Choong Foo and Kenneth E

Eric P. Lafortune and Sing-Choong Foo and Kenneth E. Torrance and Donald P. Greenberg , title =. Proc. SIGGRAPH '97 , volume = 31, pages =
[5]

and Bruzzese, Tommy and Romanos, Alyssa B

Abtahi, Parastoo and Ding, Victoria and Yang, Anna C. and Bruzzese, Tommy and Romanos, Alyssa B. and Murnane, Elizabeth L. and Follmer, Sean and Landay, James A. , title =. 2020 , issue_date =. doi:10.1145/3432236 , journal =

work page doi:10.1145/3432236 2020
[6]

Samavati , title =

Lynn Moorman, Hessam Djavaherpour, Katayoon Etemad and Faramarz F. Samavati , title =. Journal of Geography , volume =. 2021 , publisher =

2021
[7]

Proceedings of the 2023 ACM Designing Interactive Systems Conference , pages =

Li, Jiatong and Suzuki, Ryo and Nakagaki, Ken , title =. Proceedings of the 2023 ACM Designing Interactive Systems Conference , pages =. 2023 , isbn =. doi:10.1145/3563657.3596037 , abstract =

work page doi:10.1145/3563657.3596037 2023
[8]

, title =

Touretzky, David S. , title =. 2014 , issue_date =. doi:10.1145/2684721.2684732 , journal =

work page doi:10.1145/2684721.2684732 2014
[9]

and Jacob, Robert J

Horn, Michael S. and Jacob, Robert J. K. , title =. Proceedings of the 1st International Conference on Tangible and Embedded Interaction , pages =. 2007 , isbn =. doi:10.1145/1226969.1227003 , abstract =

work page doi:10.1145/1226969.1227003 2007
[10]

Pantano and Eleonora Bilotta , title =

Francesca Bertacchini, Pietro S. Pantano and Eleonora Bilotta , title =. International Journal of Design Creativity and Innovation , volume =. 2024 , publisher =

2024
[11]

The Visual Computer , year =

Multi-scale physicalization of polar heritage at risk in the western Canadian Arctic , author =. The Visual Computer , year =
[12]

2025 , isbn =

Friedenberger, Tamara and Hurtienne, J\". Size Doesn’t Matter? Down-Scaling a Data Physicalization Does Not Measurably Change Viewers’ Mediated Social Interactions , year =. Proceedings of the Nineteenth International Conference on Tangible, Embedded, and Embodied Interaction , articleno =. doi:10.1145/3689050.3704947 , abstract =

work page doi:10.1145/3689050.3704947
[13]

2016 , isbn =

Dear Data , author =. 2016 , isbn =

2016
[14]

2020 , KEYWORDS =

Rajabiyazdi, Fateme and Perin, Charles and Oehlberg, Lora and Carpendale, Sheelagh , URL =. 2020 , KEYWORDS =

2020
[15]

IEEE Computer Graphics and Applications , title=

Rajabiyazdi, Fateme and Perin, Charles and Oehlberg, Lora and Carpendale, Sheelagh , doi =. IEEE Computer Graphics and Applications , title=. 2021 , volume=

2021
[16]

Bringing Data to Life: Community Data Physicalization , author =
[17]

Patterns of Use and Key Predictors for the Use of Wearable Health Care Devices by US Adults: Insights from a National Survey

Chandrasekaran, Ranganathan and Katthula, Vipanchi and Moustakas, Evangelos. Patterns of Use and Key Predictors for the Use of Wearable Health Care Devices by US Adults: Insights from a National Survey. J Med Internet Res. 2020. doi:10.2196/22443

work page doi:10.2196/22443 2020
[18]

Exploring Barriers to and Enablers of the Adoption of Information and Communication Technology for the Care of Older Adults With Chronic Diseases: Scoping Review

Zaman, Sojib Bin and Khan, Raihan Kabir and Evans, Roger G and Thrift, Amanda G and Maddison, Ralph and Islam, Sheikh Mohammed Shariful. Exploring Barriers to and Enablers of the Adoption of Information and Communication Technology for the Care of Older Adults With Chronic Diseases: Scoping Review. JMIR Aging. 2022. doi:10.2196/25251

work page doi:10.2196/25251 2022
[19]

Jean, Beth and Choe, Eun Kyoung , title =

Oh, Chi Young and Luo, Yuhan and St. Jean, Beth and Choe, Eun Kyoung , title =. Proc. ACM Hum.-Comput. Interact. , month = apr, articleno =. 2022 , issue_date =. doi:10.1145/3512954 , abstract =

work page doi:10.1145/3512954 2022
[20]

``You Get Reminded You're a Sick Person'': Personal Data Tracking and Patients With Multiple Chronic Conditions

Ancker, Jessica S and Witteman, Holly O and Hafeez, Baria and Provencher, Thierry and Van de Graaf, Mary and Wei, Esther. ``You Get Reminded You're a Sick Person'': Personal Data Tracking and Patients With Multiple Chronic Conditions. J Med Internet Res. 2015. doi:10.2196/jmir.4209

work page doi:10.2196/jmir.4209 2015
[21]

Clinicians and Older Adults' Perceptions of the Utility of Patient-Generated Health Data in Caring for Older Adults: Exploratory Mixed Methods Study

Kim, Ben and Ghasemi, Peyman and Stolee, Paul and Lee, Joon. Clinicians and Older Adults' Perceptions of the Utility of Patient-Generated Health Data in Caring for Older Adults: Exploratory Mixed Methods Study. JMIR Aging. 2021. doi:10.2196/29788

work page doi:10.2196/29788 2021
[22]

Data Badges: Making an Academic Profile Through a DIY Wearable Physicalization , year=

Panagiotidou, Georgia and Görücü, Sinem and Vande Moere, Andrew , journal=. Data Badges: Making an Academic Profile Through a DIY Wearable Physicalization , year=
[23]

Biermann, Ning F

Stegers, Brigitte and Sauv\'. Ecorbis: A Data Sculpture of Environmental Behavior in the Home Context , year =. Proceedings of the 2022 ACM Designing Interactive Systems Conference , pages =. doi:10.1145/3532106.3533508 , abstract =

work page doi:10.1145/3532106.3533508 2022
[24]

LOOP: Exploring Physicalization of Activity Tracking Data , year =

Sauv\'. LOOP: Exploring Physicalization of Activity Tracking Data , year =. doi:10.1145/3419249.3420109 , booktitle =

work page doi:10.1145/3419249.3420109
[25]

Laina: Dynamic Data Physicalization for Slow Exercising Feedback , year =

Menheere, Daphne and Hartingsveldt, Evianne and Birkeb. Laina: Dynamic Data Physicalization for Slow Exercising Feedback , year =. doi:10.1145/3461778.3462041 , booktitle =

work page doi:10.1145/3461778.3462041
[26]

2014 , isbn =

Khot, Rohit Ashok and Hjorth, Larissa and Mueller, Florian 'Floyd' , title =. 2014 , isbn =. doi:10.1145/2556288.2557144 , booktitle =

work page doi:10.1145/2556288.2557144 2014
[27]

Activity Sculptures: Exploring the Impact of Physical Visualizations on Running Activity , year=

Stusak, Simon and Tabard, Aurélien and Sauka, Franziska and Khot, Rohit Ashok and Butz, Andreas , journal=. Activity Sculptures: Exploring the Impact of Physical Visualizations on Running Activity , year=
[28]

2018 , isbn =

Thudt, Alice and Hinrichs, Uta and Huron, Samuel and Carpendale, Sheelagh , title =. 2018 , isbn =. doi:10.1145/3173574.3173728 , booktitle =

work page doi:10.1145/3173574.3173728 2018
[29]

2024 , isbn =

Brombacher, Hans and Van Koningsbruggen, Rosa and Vos, Steven and Houben, Steven , title =. 2024 , isbn =. doi:10.1145/3623509.3633378 , booktitle =

work page doi:10.1145/3623509.3633378 2024
[30]

Proceedings of the Eighteenth International Conference on Tangible, Embedded, and Embodied Interaction , articleno =

Wijers, Jelle and Brombacher, Hans and Houben, Steven , title =. Proceedings of the Eighteenth International Conference on Tangible, Embedded, and Embodied Interaction , articleno =. 2024 , isbn =. doi:10.1145/3623509.3635252 , abstract =

work page doi:10.1145/3623509.3635252 2024
[31]

Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems , pages =

Houben, Steven and Golsteijn, Connie and Gallacher, Sarah and Johnson, Rose and Bakker, Saskia and Marquardt, Nicolai and Capra, Licia and Rogers, Yvonne , title =. Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems , pages =. 2016 , isbn =. doi:10.1145/2858036.2858059 , abstract =

work page doi:10.1145/2858036.2858059 2016
[32]

and Fekete, Jean-Daniel , title =

Swaminathan, Saiganesh and Shi, Conglei and Jansen, Yvonne and Dragicevic, Pierre and Oehlberg, Lora A. and Fekete, Jean-Daniel , title =. Proceedings of the SIGCHI Conference on Human Factors in Computing Systems , pages =. 2014 , isbn =. doi:10.1145/2556288.2557310 , abstract =

work page doi:10.1145/2556288.2557310 2014
[33]

2021 , DOI =

Dragicevic, Pierre and Jansen, Yvonne and Vande Moere, Andrew , BOOKTITLE =. 2021 , DOI =

2021
[34]

Constructing Visual Representations: Investigating the Use of Tangible Tokens , year=

Huron, Samuel and Jansen, Yvonne and Carpendale, Sheelagh , journal=. Constructing Visual Representations: Investigating the Use of Tangible Tokens , year=
[35]

Opportunities and Challenges for Data Physicalization , year =

Jansen, Yvonne and Dragicevic, Pierre and Isenberg, Petra and Alexander, Jason and Karnik, Abhijit and Kildal, Johan and Subramanian, Sriram and Hornb. Opportunities and Challenges for Data Physicalization , year =. Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems , pages =. doi:10.1145/2702123.2702180 , abstract =

work page doi:10.1145/2702123.2702180
[36]

2014 , publisher=

Basics of qualitative research: Techniques and procedures for developing grounded theory , author=. 2014 , publisher=

2014
[37]

A., Horwitz S

Purposeful sampling for qualitative data collection and analysis in mixed method implementation research , author=. Administration and policy in mental health and mental health services research , volume=. 2015 , publisher=. doi:https://doi.org/10.1007/s10488-013-0528-y , pages=

work page doi:10.1007/s10488-013-0528-y 2015
[38]

2005 , isbn =

Carter, Scott and Mankoff, Jennifer , title =. 2005 , isbn =. doi:10.1145/1054972.1055098 , booktitle =

work page doi:10.1145/1054972.1055098 2005
[39]

BMC medical research methodology , volume=

A qualitative approach to guide choices for designing a diary study , author=. BMC medical research methodology , volume=. 2018 , doi=

2018
[40]

2014 , isbn =

Huron, Samuel and Carpendale, Sheelagh and Thudt, Alice and Tang, Anthony and Mauerer, Michael , title =. 2014 , isbn =. doi:10.1145/2598510.2598566 , booktitle =

work page doi:10.1145/2598510.2598566 2014
[41]

BMC Geriatrics , year =

Jenny Ploeg and Marie-Lee Yous and Kimberly Fraser and Sinéad Dufour and Lisa Garland Baird and Sharon Kaasalainen and Carrie McAiney and Maureen Markle-Reid , title =. BMC Geriatrics , year =. doi:10.1186/s12877-019-1345-2 , issn =

work page doi:10.1186/s12877-019-1345-2
[42]

Quarterly Journal of Experimental Psychology , volume =

Alexander LM Siegel and Rachel S Graup and Alan D Castel , title =. Quarterly Journal of Experimental Psychology , volume =. 2020 , doi =

2020
[43]

Information Delivery Methods and their Association with Older Adults Memory and Comprehension , volume =

Imamura, Yukio and Murakami, Yuki and Kimura, Yoshihide and Maeda, Osamu and Tsujii, Masanori and Konishi, Kei and Nakano, Tomoko and Nagai, Yoriko and Mitani, Satoko , year =. Information Delivery Methods and their Association with Older Adults Memory and Comprehension , volume =. Journal of Aging Science , doi =
[44]

Zhu and Amy Aloysi and Corbett A

Clara Li and Judith Neugroschl and Carolyn W. Zhu and Amy Aloysi and Corbett A. Schimming and Dongming Cai and Hillel Grossman and Jane Martin and Margaret Sewell and Maria Loizos and Xiaoyi Zeng and Mary Sano , title =. Journal of Alzheimer’s Disease , volume =. 2021 , doi =

2021
[45]

and Ouellet, Jennifer A

Ouellet, Gregory M. and Ouellet, Jennifer A. and Tinetti, Mary E. , title =. JAMA Network Open , volume =. 2024 , month =

2024
[46]

McGilton and Shirin Vellani and Lily Yeung and Jawad Chishtie and Elana Commisso and Jenny Ploeg and Melissa K

Katherine S. McGilton and Shirin Vellani and Lily Yeung and Jawad Chishtie and Elana Commisso and Jenny Ploeg and Melissa K. Andrew and Ana Patricia Ayala and Mikaela Gray and Debra Morgan and Amanda Froehlich Chow and Edna Parrott and Doug Stephens and Lori Hale and Margaret Keatings and Jennifer Walker and Walter P. Wodchis and Veronique Dubé and Janet ...

work page doi:10.1186/s12877-018-0925-x
[47]

2025 , isbn =

Yu, Jingxin and Ayobi, Amid and Marshall, Paul and O'Kane, Aisling Ann , title =. 2025 , isbn =. doi:10.1145/3689050.3704944 , booktitle =

work page doi:10.1145/3689050.3704944 2025
[48]

Health Tracking via Mobile Apps for Depression Self-management: Qualitative Content Analysis of User Reviews

Polhemus, Ashley and Simblett, Sara and Dawe-Lane, Erin and Gilpin, Gina and Elliott, Benjamin and Jilka, Sagar and Novak, Jan and Nica, Raluca Ileana and Temesi, Gergely and Wykes, Til. Health Tracking via Mobile Apps for Depression Self-management: Qualitative Content Analysis of User Reviews. JMIR Hum Factors. 2022. doi:10.2196/40133

work page doi:10.2196/40133 2022
[49]

2014 , address =

Tamara Munzner , title =. 2014 , address =

2014
[50]

BMC Nursing , year =

Mukhlid Alshammari and Jed Duff and Michelle Guilhermino , title =. BMC Nursing , year =. doi:10.1186/s12912-019-0385-4 , issn =

work page doi:10.1186/s12912-019-0385-4
[51]

Interrelationships Between Patients' Data Tracking Practices, Data Sharing Practices, and Health Literacy: Onsite Survey Study

Luo, Yuhan and Oh, Chi Young and Jean, Beth St and Choe, Eun Kyoung. Interrelationships Between Patients' Data Tracking Practices, Data Sharing Practices, and Health Literacy: Onsite Survey Study. J Med Internet Res. 2020. doi:10.2196/18937

work page doi:10.2196/18937 2020
[52]

Data Agents: Promoting Reflection through Meaningful Representations of Personal Data in Everyday Life , year =

Karyda, Maria and Mekler, Elisa D and Lucero, Andr\'. Data Agents: Promoting Reflection through Meaningful Representations of Personal Data in Everyday Life , year =. doi:10.1145/3411764.3445112 , booktitle =

work page doi:10.1145/3411764.3445112
[53]

Physicalization from Theory to Practice: Exploring Contemporary Challenges for Physicalization Design , year =

Sauv\'. Physicalization from Theory to Practice: Exploring Contemporary Challenges for Physicalization Design , year =. doi:10.1145/3656156.3658381 , booktitle =

work page doi:10.1145/3656156.3658381
[54]

Physecology: A Conceptual Framework to Describe Data Physicalizations in their Real-World Context , year =

Sauv\'. Physecology: A Conceptual Framework to Describe Data Physicalizations in their Real-World Context , year =. doi:10.1145/3505590 , journal =

work page doi:10.1145/3505590
[55]

2019 , isbn =

Liapis, Alexandros and Katsanos, Christos and Xenos, Michalis and Orphanoudakis, Theofanis , title =. 2019 , isbn =. doi:10.1145/3290607.3312995 , booktitle =

work page doi:10.1145/3290607.3312995 2019
[56]

Econundrum: Visualizing the Climate Impact of Dietary Choice through a Shared Data Sculpture , year =

Sauv\'. Econundrum: Visualizing the Climate Impact of Dietary Choice through a Shared Data Sculpture , year =. doi:10.1145/3357236.3395509 , booktitle =

work page doi:10.1145/3357236.3395509
[57]

2023 , isbn =

Brombacher, Hans and Nikolov, Vasil and Vos, Steven and Houben, Steven , title =. 2023 , isbn =. doi:10.1145/3544549.3585866 , booktitle =

work page doi:10.1145/3544549.3585866 2023
[58]

: Design patterns for data comics

Ledo, David and Houben, Steven and Vermeulen, Jo and Marquardt, Nicolai and Oehlberg, Lora and Greenberg, Saul , title =. 2018 , isbn =. doi:10.1145/3173574.3173610 , booktitle =

work page doi:10.1145/3173574.3173610 2018
[59]

2011 , howpublished =

Jose Duarte , title =. 2011 , howpublished =

2011
[60]

2024 , isbn =

Pittarello, Fabio and Semenzato, Manuel , title =. 2024 , isbn =. doi:10.1145/3656650.3656682 , booktitle =

work page doi:10.1145/3656650.3656682 2024
[61]

ProtoBricks: A Research Toolkit for Tangible Prototyping & Data Physicalization , year =

Dominiak, Julia and Walczak, Anna and Stefanidi, Evropi and Adamkiewicz, Krzysztof and Grudzie\'. ProtoBricks: A Research Toolkit for Tangible Prototyping & Data Physicalization , year =. doi:10.1145/3643834.3661573 , booktitle =

work page doi:10.1145/3643834.3661573
[62]

and Berry, Andrew B.L

Lim, Catherine Y. and Berry, Andrew B.L. and Hartzler, Andrea L. and Hirsch, Tad and Carrell, David S. and Bermet, Zo\". Facilitating Self-reflection about Values and Self-care Among Individuals with Chronic Conditions , year =. doi:10.1145/3290605.3300885 , booktitle =

work page doi:10.1145/3290605.3300885
[63]

2024 , isbn =

Morais, Luiz and Panagiotidou, Georgia and Hayes, Sarah and Losev, Tatiana and Noonan, Rebecca and Hinrichs, Uta , title =. 2024 , isbn =. doi:10.1145/3613904.3642248 , booktitle =

work page doi:10.1145/3613904.3642248 2024
[64]

Aging Clinical and Experimental Research , year =

CJ Liu and D Marie and A Fredrick and J Bertram and K Utley and EE Fess , title =. Aging Clinical and Experimental Research , year =. doi:10.1007/s40520-016-0628-0 , pmid =

work page doi:10.1007/s40520-016-0628-0
[65]

PLOS ONE , publisher =

Age and Grip Strength Predict Hand Dexterity in Adults , year =. PLOS ONE , publisher =. doi:10.1371/journal.pone.0117598 , author =

work page doi:10.1371/journal.pone.0117598
[66]

Understanding How Older Adults Comprehend COVID-19 Interactive Visualizations via Think-Aloud Protocol , doi =

Mingming Fan and Yiwen Wang and Yuning Xie and Franklin Mingzhe Li and Chunyang Chen , journal=. Understanding How Older Adults Comprehend COVID-19 Interactive Visualizations via Think-Aloud Protocol , doi =. 2022 , volume=

2022
[67]

Cleveland and Robert McGill , journal =

William S. Cleveland and Robert McGill , journal =. Graphical Perception: The Visual Decoding of Quantitative Information on Graphical Displays of Data , urldate =
[68]

2018 , isbn =

Singhal, Samarth and Neustaedter, Carman and Odom, William and Bartram, Lyn and Heshmat, Yasamin , title =. 2018 , isbn =. doi:10.1145/3173574.3173753 , booktitle =

work page doi:10.1145/3173574.3173753 2018
[69]

Personal Visualization and Personal Visual Analytics , year=

Huang, Dandan and Tory, Melanie and Adriel Aseniero, Bon and Bartram, Lyn and Bateman, Scott and Carpendale, Sheelagh and Tang, Anthony and Woodbury, Robert , journal=. Personal Visualization and Personal Visual Analytics , year=
[70]

2016 , note =

Diagnosing blood pressure with Acoustic Sonification singing bowls , journal =. 2016 , note =. doi:https://doi.org/10.1016/j.ijhcs.2015.08.007 , author =

work page doi:10.1016/j.ijhcs.2015.08.007 2016
[71]

InProceedings of the 2020 ACM Designing Interactive Systems Conference(Eindhoven, Netherlands)(DIS ’20)

Lee, Kyung-Ryong and Ju, Somi and Dzhoroev, Temirlan and Goh, Geonil and Lee, Moon-Hwan and Park, Young-Woo , title =. 2020 , isbn =. doi:10.1145/3357236.3395439 , booktitle =

work page doi:10.1145/3357236.3395439 2020
[72]

2024 , isbn =

Weng, Shitong and Gohumpu, Jennifer and Zhao, Cuina and Bao, Yanchi and Zhang, Biyong and Xue, Mengru , title =. 2024 , isbn =. doi:10.1007/978-3-031-74353-5_36 , booktitle =

work page doi:10.1007/978-3-031-74353-5_36 2024
[73]

and Kaji, Amy H

Schwarze, Margaret L. and Kaji, Amy H. and Ghaferi, Amir A. , title =. JAMA Surgery , volume =. 2020 , month =

2020
[74]

Introduction to qualitative researchinput , author=
[75]

, title =

Baumer, Eric P.S. , title =. 2015 , isbn =. doi:10.1145/2702123.2702234 , booktitle =

work page doi:10.1145/2702123.2702234 2015
[76]

Dey, and Jodi Forlizzi

Li, Ian and Dey, Anind K. and Forlizzi, Jodi , title =. 2011 , isbn =. doi:10.1145/2030112.2030166 , booktitle =

work page doi:10.1145/2030112.2030166 2011
[77]

In Proceedings of the 2022 CHI Conference on Human Factors in Computing Systems (New Orleans, LA, USA)(CHI ’22)

Krekhov, Andrey and Emmerich, Katharina and Fuchs, Johannes and Krueger, Jens Harald , title =. Proceedings of the 2022 CHI Conference on Human Factors in Computing Systems , articleno =. 2022 , isbn =. doi:10.1145/3491102.3517661 , abstract =

work page doi:10.1145/3491102.3517661 2022
[78]

The Data-Wink Ratio: Emoji Encoder for Generating Semantically-Resonant Unit Charts , year=

Brehmer, Matthew and Setlur, Vidya and Zoe and Correll, Michael , booktitle=. The Data-Wink Ratio: Emoji Encoder for Generating Semantically-Resonant Unit Charts , year=
[79]

2017 , journal =

Axios , title =. 2017 , journal =

2017
[80]

and Nagel, T

Huron, S. and Nagel, T. and Oehlberg, L. and Willett, W. , editor =. Making with Data: Physical Design and Craft in a Data-Driven World , edition =. 2022 , publisher =

2022

Showing first 80 references.