Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2022 Aug 24:30:100568.
doi: 10.1016/j.invent.2022.100568. eCollection 2022 Dec.

Using smartphone-based ecological momentary assessment and personalized feedback for patients with chronic cancer-related fatigue: A proof-of-concept study

Affiliations

Using smartphone-based ecological momentary assessment and personalized feedback for patients with chronic cancer-related fatigue: A proof-of-concept study

Tom I Bootsma et al. Internet Interv. .

Abstract

Introduction: Chronic cancer-related fatigue (CCRF) is a complex multidimensional problem warranting person-centered care. Providing patients and therapists personalized feedback based on network analysis applied to ecological momentary assessment (EMA) data could facilitate case conceptualization in psycho-oncological care. The aim was to explore patients' and therapists' experiences of using an EMA app and personalized feedback based on network theory to aid case conceptualization in psycho-oncological care.

Methods: A n = 5 proof-of-concept study was implemented in routine psycho-oncological care. We purposively selected adult cancer patients suffering from severe CCRF who were on the waitlist for psycho-oncological care. During a 3-week period participants filled out the EMA app Energy InSight (fatigue, mood, activity, responding, and context) five times a day. Participants received a descriptive and network feedback report, which they reflected upon during the first therapy sessions. Thematic analysis was used to analyze user experiences.

Results: Patients experienced that filling out the Energy InSight app, as well as receiving descriptive and network-based personalized feedback provided them with insight into their CCRF. Although therapists experienced the discussion of network feedback as challenging, it facilitated the case conceptualization.

Discussion: Using EMA during waitlist for psychological care seemed feasible. Patients experienced beneficial effects from filling out the EMA app and talking over the personalized feedback reports, which in turn aided case conceptualization and personalized care. Based on this evaluation, an improved version of the Energy InSight app and a therapist training for providing network feedback is developed for implementation in psycho-oncological care.

Keywords: CBT, cognitive behavioral therapy; CCRF, chronic cancer-related fatigue; CIS-FS, Checklist Individual Strength-Fatigue Severity subscale; Chronic cancer-related fatigue (CCRF); EMA, ecological momentary assessment; Ecologically momentary assessment (EMA); HADS, Hospital Anxiety Depression Scale; HDI, Helen Dowling Institute; MBI, mindfulness-based interventions; Network approach; PAI, physical activity intervention; Personalized feedback; Proof-of-concept study; User experiences; eMBCT, online mindfulness-based cognitive therapy.

PubMed Disclaimer

Conflict of interest statement

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Figures

Fig. 1
Fig. 1
Flowchart study procedures.
Fig. 2
Fig. 2
EMA app Energy InSight.
Fig. B.1
Fig. B.1
Average fatigue level from day to day of Cassie.
Fig. B.2
Fig. B.2
Contemporaneous network of Cassie. Note. A connection between two nodes in this network is based on partial contemporaneous correlation. The stronger a connection between two nodes, the thicker and more saturated the edge. Positive and negative connections are denoted by green and red edges, respectively. FATIG = fatigue; CONCE = concentration; MOTIV = motivation; PAIN = pain; P_ACTI = physically active; M_ACTI = mentally active; PONDE = pondering; REST = allowing rest; HOPEL = feeling hopeless; CONTR = feeling in control.

References

    1. Bootsma T.I., Schellekens M.P.J., van Woezik R.A.M., Slatman J., van der Lee M.L. Forming new habits in the face of chronic cancer-related fatigue: an interpretative phenomenological study. Support Care Cancer. 2021;29:6651–6659. - PMC - PubMed
    1. Bootsma T.I., Schellekens M.P.J., van Woezik R.A.M., van der Lee M.L., Slatman J. Experiencing and responding to chronic cancer-related fatigue: a meta-ethnography of qualitative research. Psychooncology. 2020;29:241–250. - PMC - PubMed
    1. Bootsma T.I., Schellekens M.P.J., van Woezik R.A.M., van der Lee M.L., Slatman J. Navigating severe chronic cancer-related fatigue: an interpretative phenomenological analysis. Psychol. Health. 2021:1–24. - PubMed
    1. Borsboom D., Cramer A.O.J. Network analysis: an integrative approach to the structure of psychopathology. Annu. Rev. Clin. Psychol. 2013;9:91–121. - PubMed
    1. Bos F.M., Snippe E., Bruggeman R., Doornbos B., Wichers M., van der Krieke L. Recommendations for the use of long-term experience sampling in bipolar disorder care: a qualitative study of patient and clinician experiences. Int. J. Bipolar Disord. 2020;8 - PMC - PubMed