Skip to main content
Erschienen in: International Journal of Data Science and Analytics 4/2019

12.03.2018 | Regular Paper

Prospective crowdsensing versus retrospective ratings of tinnitus variability and tinnitus–stress associations based on the TrackYourTinnitus mobile platform

verfasst von: Rüdiger Pryss, Thomas Probst, Winfried Schlee, Johannes Schobel, Berthold Langguth, Patrick Neff, Myra Spiliopoulou, Manfred Reichert

Erschienen in: International Journal of Data Science and Analytics | Ausgabe 4/2019

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Many symptoms of neuropsychiatric disorders, such as tinnitus, are subjective and vary over time. Usually, in interviews or self-report questionnaires, patients are asked to retrospectively report symptoms as well as their severity, duration and influencing factors. However, only little is known to what degree such retrospective reports reflect the actual experiences made in daily life. Mobile technologies can remedy this deficiency. In particular, mobile self-help services allow patients to prospectively record symptoms and their severity at the time (or shortly after) they occur in daily life. In this study, we present results we obtained with the mobile crowdsensing platform TrackYourTinnitus. In particular, we show that there is a discrepancy between prospective and retrospective assessments. To be more precise, we show that the prospective variation of tinnitus loudness does not differ between the users who retrospectively rate tinnitus loudness as “varying” and the ones who retrospectively rate it as “non-varying.” As another result, the subjectively reported stress-level was positively correlated with tinnitus (loudness and distress) in the prospective assessments, even for users who retrospectively rated that stress reduces their tinnitus or has no effect on it. The results indicate that mobile technologies, like the TrackYourTinnitus crowdsensing platform, go beyond the role of an assistive service for patients by contributing to more detailed information about symptom variability over time and, hence, to more elaborated diagnostics and treatments.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Fußnoten
1
More detailed information about the procedure can be found at https://​www.​trackyourtinnitu​s.​org/​process.​pdf
 
2
arc4random_uniform(upper_bound): iOS internal function to return a uniformly distributed random number less than upper_bound.
 
4
\(N = 1491\) users completed at least one assessment questionnaire and provided meaningful datasets for the analysis.
 
Literatur
1.
Zurück zum Zitat Bratland-Sanda, S., Sundgot-Borgen, J., Rø, Ø., Rosenvinge, J., Hoffart, A., Martinsen, E.: I’m not physically active-I only go for walks: physical activity in patients with longstanding eating disorders. Int. J. Eat. Disord. 43(1), 88–92 (2010) Bratland-Sanda, S., Sundgot-Borgen, J., Rø, Ø., Rosenvinge, J., Hoffart, A., Martinsen, E.: I’m not physically active-I only go for walks: physical activity in patients with longstanding eating disorders. Int. J. Eat. Disord. 43(1), 88–92 (2010)
2.
Zurück zum Zitat Christin, D., Reinhardt, A., Kanhere, S., Hollick, M.: A survey on privacy in mobile participatory sensing applications. J. Syst. Softw. 84(11), 1928–1946 (2011)CrossRef Christin, D., Reinhardt, A., Kanhere, S., Hollick, M.: A survey on privacy in mobile participatory sensing applications. J. Syst. Softw. 84(11), 1928–1946 (2011)CrossRef
3.
Zurück zum Zitat Cohen, S., Janicki-Deverts, D., Miller, G.: Psychological stress and disease. JAMA 298(14), 1685–1687 (2007)CrossRef Cohen, S., Janicki-Deverts, D., Miller, G.: Psychological stress and disease. JAMA 298(14), 1685–1687 (2007)CrossRef
4.
Zurück zum Zitat Dandage, S., et al.: Patient empowerment through summarization of discussion threads on treatments in a patient self-help forum. In: Maglaveras, N., Chouvarda, I., de Carvalho, P. (eds.) Precision Medicine Powered by pHealth and Connected Health. IFMBE Proceedings, vol. 66, pp. 229–233. Springer, Singapore (2018)CrossRef Dandage, S., et al.: Patient empowerment through summarization of discussion threads on treatments in a patient self-help forum. In: Maglaveras, N., Chouvarda, I., de Carvalho, P. (eds.) Precision Medicine Powered by pHealth and Connected Health. IFMBE Proceedings, vol. 66, pp. 229–233. Springer, Singapore (2018)CrossRef
5.
Zurück zum Zitat Demirbas, M., Bayir, M., Akcora, C., Yilmaz, Y., Ferhatosmanoglu, H.: Crowd-sourced sensing and collaboration using twitter. In: International Symposium on a World of Wireless Mobile and Multimedia Networks, pp. 1–9. IEEE (2010) Demirbas, M., Bayir, M., Akcora, C., Yilmaz, Y., Ferhatosmanoglu, H.: Crowd-sourced sensing and collaboration using twitter. In: International Symposium on a World of Wireless Mobile and Multimedia Networks, pp. 1–9. IEEE (2010)
6.
Zurück zum Zitat Ebner-Priemer, U., Kubiak, T.: Psychological and psychophysiological ambulatory monitoring. Eur. J. Psychol. Assess. 23(4), 214–226 (2007)CrossRef Ebner-Priemer, U., Kubiak, T.: Psychological and psychophysiological ambulatory monitoring. Eur. J. Psychol. Assess. 23(4), 214–226 (2007)CrossRef
7.
Zurück zum Zitat Engel, S., Crosby, R., Thomas, G., Bond, D., Lavender, J., Mason, T., Steffen, K., Green, D., Wonderlich, S.: Ecological momentary assessment in eating disorder and obesity research: a review of the recent literature. Curr. Psychiatry Rep. 18(4), 1–9 (2016)CrossRef Engel, S., Crosby, R., Thomas, G., Bond, D., Lavender, J., Mason, T., Steffen, K., Green, D., Wonderlich, S.: Ecological momentary assessment in eating disorder and obesity research: a review of the recent literature. Curr. Psychiatry Rep. 18(4), 1–9 (2016)CrossRef
8.
Zurück zum Zitat Ganti, R., Ye, F., Lei, H.: Mobile crowdsensing: current state and future challenges. IEEE Commun. Mag. 49(11), 33 (2011)CrossRef Ganti, R., Ye, F., Lei, H.: Mobile crowdsensing: current state and future challenges. IEEE Commun. Mag. 49(11), 33 (2011)CrossRef
9.
Zurück zum Zitat Goldberg, R., Piccirillo, M., Nicklaus, J., Skillington, A., Lenze, E., Rodebaugh, T., Kallogjeri, D., Piccirillo, J.: Evaluation of ecological momentary assessment for tinnitus severity. JAMA Otolaryngol. Head Neck Surg. 143, 700–706 (2017)CrossRef Goldberg, R., Piccirillo, M., Nicklaus, J., Skillington, A., Lenze, E., Rodebaugh, T., Kallogjeri, D., Piccirillo, J.: Evaluation of ecological momentary assessment for tinnitus severity. JAMA Otolaryngol. Head Neck Surg. 143, 700–706 (2017)CrossRef
10.
Zurück zum Zitat Grimm, K., An, Y., McArdle, J., Zonderman, A., Resnick, S.: Recent changes leading to subsequent changes: extensions of multivariate latent difference score models. Struct. Equ. Model. Multidiscip. J. 19(2), 268–292 (2012)MathSciNetCrossRef Grimm, K., An, Y., McArdle, J., Zonderman, A., Resnick, S.: Recent changes leading to subsequent changes: extensions of multivariate latent difference score models. Struct. Equ. Model. Multidiscip. J. 19(2), 268–292 (2012)MathSciNetCrossRef
11.
Zurück zum Zitat Henry, J., Galvez, G., Turbin, M., Thielman, E., McMillan, G., Istvan, J.: Pilot study to evaluate ecological momentary assessment of tinnitus. Ear Hear. 32(2), 179 (2012)CrossRef Henry, J., Galvez, G., Turbin, M., Thielman, E., McMillan, G., Istvan, J.: Pilot study to evaluate ecological momentary assessment of tinnitus. Ear Hear. 32(2), 179 (2012)CrossRef
12.
Zurück zum Zitat Hiller, W., Goebel, G.: Rapid assessment of tinnitus-related psychological distress using the Mini-TQ. Int. J. Audiol. 43(10), 600–604 (2004)CrossRef Hiller, W., Goebel, G.: Rapid assessment of tinnitus-related psychological distress using the Mini-TQ. Int. J. Audiol. 43(10), 600–604 (2004)CrossRef
13.
Zurück zum Zitat Husen, K., Rafaeli, E., Rubel, J., Bar-Kalifa, E., Lutz, W.: Daily affect dynamics predict early response in CBT: feasibility and predictive validity of EMA for outpatient psychotherapy. J. Affect. Disord. 206, 305–314 (2016)CrossRef Husen, K., Rafaeli, E., Rubel, J., Bar-Kalifa, E., Lutz, W.: Daily affect dynamics predict early response in CBT: feasibility and predictive validity of EMA for outpatient psychotherapy. J. Affect. Disord. 206, 305–314 (2016)CrossRef
14.
Zurück zum Zitat Jamison, R., Raymond, S., Levine, J., Slawsby, E., Nedeljkovic, S., Katz, N.: Electronic diaries for monitoring chronic pain: 1-year validation study. Pain 91(3), 277–285 (2001)CrossRef Jamison, R., Raymond, S., Levine, J., Slawsby, E., Nedeljkovic, S., Katz, N.: Electronic diaries for monitoring chronic pain: 1-year validation study. Pain 91(3), 277–285 (2001)CrossRef
15.
Zurück zum Zitat Killingsworth, M., Gilbert, D.: A wandering mind is an unhappy mind. Science 330(6006), 932–932 (2010)CrossRef Killingsworth, M., Gilbert, D.: A wandering mind is an unhappy mind. Science 330(6006), 932–932 (2010)CrossRef
16.
Zurück zum Zitat Kramer, I., Simons, C., Hartmann, J., Menne-Lothmann, C., Viechtbauer, W., Peeters, F., Schruers, K., Bemmel, A., Myin-Germeys, I., Delespaul, P., et al.: A therapeutic application of the experience sampling method in the treatment of depression: a randomized controlled trial. World Psychiatry 13(1), 68–77 (2014)CrossRef Kramer, I., Simons, C., Hartmann, J., Menne-Lothmann, C., Viechtbauer, W., Peeters, F., Schruers, K., Bemmel, A., Myin-Germeys, I., Delespaul, P., et al.: A therapeutic application of the experience sampling method in the treatment of depression: a randomized controlled trial. World Psychiatry 13(1), 68–77 (2014)CrossRef
17.
Zurück zum Zitat Lane, S., Heddle, N., Arnold, E., Walker, I.: A review of randomized controlled trials comparing the effectiveness of hand held computers with paper methods for data collection. BMC Med. Inform. Decis. Mak. 6(1), 23 (2006)CrossRef Lane, S., Heddle, N., Arnold, E., Walker, I.: A review of randomized controlled trials comparing the effectiveness of hand held computers with paper methods for data collection. BMC Med. Inform. Decis. Mak. 6(1), 23 (2006)CrossRef
18.
Zurück zum Zitat Langguth, B., Goodey, R., Azevedo, A., Bjorne, A., Cacace, A., Crocetti, A., Del Bo, L., De Ridder, D., Diges, I., Elbert, T., et al.: Consensus for tinnitus patient assessment and treatment outcome measurement: Tinnitus Research Initiative meeting, Regensburg, July 2006. Prog. Brain Res. 166, 525–536 (2007)CrossRef Langguth, B., Goodey, R., Azevedo, A., Bjorne, A., Cacace, A., Crocetti, A., Del Bo, L., De Ridder, D., Diges, I., Elbert, T., et al.: Consensus for tinnitus patient assessment and treatment outcome measurement: Tinnitus Research Initiative meeting, Regensburg, July 2006. Prog. Brain Res. 166, 525–536 (2007)CrossRef
19.
Zurück zum Zitat Li, H., Li, T., Wang, Y.: Dynamic participant recruitment of mobile crowd sensing for heterogeneous sensing tasks. In: 12th International Conference on Mobile Ad Hoc and Sensor Systems, pp. 136–144. IEEE (2015) Li, H., Li, T., Wang, Y.: Dynamic participant recruitment of mobile crowd sensing for heterogeneous sensing tasks. In: 12th International Conference on Mobile Ad Hoc and Sensor Systems, pp. 136–144. IEEE (2015)
20.
Zurück zum Zitat Luo, T., Kanhere, S., Huang, J., Das, S., Wu, F.: Sustainable Incentives for mobile crowdsensing: auctions, lotteries, and trust and reputation systems. IEEE Commun. Mag. 55(3), 68–74 (2017)CrossRef Luo, T., Kanhere, S., Huang, J., Das, S., Wu, F.: Sustainable Incentives for mobile crowdsensing: auctions, lotteries, and trust and reputation systems. IEEE Commun. Mag. 55(3), 68–74 (2017)CrossRef
21.
Zurück zum Zitat Ma, H., Zhao, D., Yuan, P.: Opportunities in mobile crowd sensing. IEEE Commun. Mag. 52(8), 29–35 (2014)CrossRef Ma, H., Zhao, D., Yuan, P.: Opportunities in mobile crowd sensing. IEEE Commun. Mag. 52(8), 29–35 (2014)CrossRef
22.
Zurück zum Zitat Marcano-Belisario, J., Huckvale, K., Saje, A., Porcnik, A., Morrison, C., Car, J.: Comparison of Self-Administered Survey Questionnaire Responses Collected Using Mobile Apps Versus Other Methods. The Cochrane Library, London (2015)CrossRef Marcano-Belisario, J., Huckvale, K., Saje, A., Porcnik, A., Morrison, C., Car, J.: Comparison of Self-Administered Survey Questionnaire Responses Collected Using Mobile Apps Versus Other Methods. The Cochrane Library, London (2015)CrossRef
23.
Zurück zum Zitat Marks, M., Hemsley, D.: Retrospective versus prospective self-rating of anxiety symptoms and cognitions. J. Anxiety Disord. 13(5), 463–472 (1999)CrossRef Marks, M., Hemsley, D.: Retrospective versus prospective self-rating of anxiety symptoms and cognitions. J. Anxiety Disord. 13(5), 463–472 (1999)CrossRef
24.
Zurück zum Zitat Mazurek, B., Haupt, H., Olze, H., Szczepek, A.: Stress and tinnitus from bedside to bench and back. Front. Syst. Neurosci. 6, 47 (2012)CrossRef Mazurek, B., Haupt, H., Olze, H., Szczepek, A.: Stress and tinnitus from bedside to bench and back. Front. Syst. Neurosci. 6, 47 (2012)CrossRef
25.
Zurück zum Zitat McArdle, J.J., Hamagami, F.: Latent difference score structural models for linear dynamic analyses with incomplete longitudinal data. In: Collins, L.M., Sayer, A.G. (eds.) Decade of behavior. New methods for the analysis of change, pp. 139–175. American Psychological Association, Washington, DC (2001). http://dx.doi.org/10.1037/10409-005 CrossRef McArdle, J.J., Hamagami, F.: Latent difference score structural models for linear dynamic analyses with incomplete longitudinal data. In: Collins, L.M., Sayer, A.G. (eds.) Decade of behavior. New methods for the analysis of change, pp. 139–175. American Psychological Association, Washington, DC (2001). http://​dx.​doi.​org/​10.​1037/​10409-005 CrossRef
26.
Zurück zum Zitat McCormack, A., Edmondson-Jones, M., Somerset, S., Hall, D.: A systematic review of the reporting of tinnitus prevalence and severity. Hear. Res. 337, 70–79 (2016)CrossRef McCormack, A., Edmondson-Jones, M., Somerset, S., Hall, D.: A systematic review of the reporting of tinnitus prevalence and severity. Hear. Res. 337, 70–79 (2016)CrossRef
27.
Zurück zum Zitat McNeill, C.: Tinnitus management for patients with meniere’s syndrome-a novel protocol using latest technology to address hearing fluctuation. J. Hear. Sci. 7(2), 139 (2017) McNeill, C.: Tinnitus management for patients with meniere’s syndrome-a novel protocol using latest technology to address hearing fluctuation. J. Hear. Sci. 7(2), 139 (2017)
28.
Zurück zum Zitat Myin-Germeys, I., Oorschot, M., Collip, D., Lataster, J., Delespaul, P., van Os, J.: Experience sampling research in psychopathology: opening the black box of daily life. Psychol. Med. 39(9), 1533 (2009)CrossRef Myin-Germeys, I., Oorschot, M., Collip, D., Lataster, J., Delespaul, P., van Os, J.: Experience sampling research in psychopathology: opening the black box of daily life. Psychol. Med. 39(9), 1533 (2009)CrossRef
29.
Zurück zum Zitat Palermo, T., Valenzuela, D., Stork, P.: A randomized trial of electronic versus paper pain diaries in children: impact on compliance, accuracy, and acceptability. Pain 107(3), 213–219 (2004)CrossRef Palermo, T., Valenzuela, D., Stork, P.: A randomized trial of electronic versus paper pain diaries in children: impact on compliance, accuracy, and acceptability. Pain 107(3), 213–219 (2004)CrossRef
30.
Zurück zum Zitat Pavlović, I., Kern, T., Miklavčič, D.: Comparison of paper-based and electronic data collection process in clinical trials: costs simulation study. Contemp. Clin. Trials 30(4), 300–316 (2009)CrossRef Pavlović, I., Kern, T., Miklavčič, D.: Comparison of paper-based and electronic data collection process in clinical trials: costs simulation study. Contemp. Clin. Trials 30(4), 300–316 (2009)CrossRef
31.
Zurück zum Zitat Probst, T., Pryss, R., Langguth, B., Rauschecker, J., Schobel, J., Reichert, M., Spiliopoulou, M., Schlee, W., Zimmermann, J.: Does tinnitus depend on time-of-day? an ecological momentary assessment study with the TrackYourTinnitus application. Front. Aging Neurosci. 9, 253 (2017)CrossRef Probst, T., Pryss, R., Langguth, B., Rauschecker, J., Schobel, J., Reichert, M., Spiliopoulou, M., Schlee, W., Zimmermann, J.: Does tinnitus depend on time-of-day? an ecological momentary assessment study with the TrackYourTinnitus application. Front. Aging Neurosci. 9, 253 (2017)CrossRef
32.
Zurück zum Zitat Probst, T., Pryss, R., Langguth, B., Schlee, W.: Emotion dynamics and tinnitus: Daily life data from the "TrackYourTinnitus" application. Sci. Rep. 6, 31166 (2016)CrossRef Probst, T., Pryss, R., Langguth, B., Schlee, W.: Emotion dynamics and tinnitus: Daily life data from the "TrackYourTinnitus" application. Sci. Rep. 6, 31166 (2016)CrossRef
33.
Zurück zum Zitat Probst, T., Pryss, R., Langguth, B., Schlee, W.: Emotional states as mediators between tinnitus loudness and tinnitus distress in daily life: results from the "TrackYourTinnitus" application. Sci. Rep. 6, 20382 (2016)CrossRef Probst, T., Pryss, R., Langguth, B., Schlee, W.: Emotional states as mediators between tinnitus loudness and tinnitus distress in daily life: results from the "TrackYourTinnitus" application. Sci. Rep. 6, 20382 (2016)CrossRef
34.
Zurück zum Zitat Probst, T., Pryss, R., Langguth, B., Spiliopoulou, M., Landgrebe, M., Vesala, M., Harrison, S., Schobel, J., Reichert, M., Stach, M., et al.: Outpatient tinnitus clinic, self-help web platform, or mobile application to recruit tinnitus study samples? Front. Aging Neurosci. 9, 113 (2017)CrossRef Probst, T., Pryss, R., Langguth, B., Spiliopoulou, M., Landgrebe, M., Vesala, M., Harrison, S., Schobel, J., Reichert, M., Stach, M., et al.: Outpatient tinnitus clinic, self-help web platform, or mobile application to recruit tinnitus study samples? Front. Aging Neurosci. 9, 113 (2017)CrossRef
35.
Zurück zum Zitat Pryss, R., Probst, T., Schlee, W., Schobel, J., Langguth, B., Neff, P., Spiliopoulou, M., Reichert, M.: Mobile crowdsensing for the juxtaposition of realtime assessments and retrospective reporting for neuropsychiatric symptoms. In: 30th IEEE Int’l Symposium on Computer-Based Medical Systems. IEEE Computer Society Press (2017) Pryss, R., Probst, T., Schlee, W., Schobel, J., Langguth, B., Neff, P., Spiliopoulou, M., Reichert, M.: Mobile crowdsensing for the juxtaposition of realtime assessments and retrospective reporting for neuropsychiatric symptoms. In: 30th IEEE Int’l Symposium on Computer-Based Medical Systems. IEEE Computer Society Press (2017)
36.
Zurück zum Zitat Pryss, R., Reichert, M., Herrmann, J., Langguth, B., Schlee, W.: Mobile crowd sensing in clinical and psychological trials—a case study. In: 28th IEEE Int’l Symposium on Computer-Based Medical Systems. IEEE Computer Society Press (2015) Pryss, R., Reichert, M., Herrmann, J., Langguth, B., Schlee, W.: Mobile crowd sensing in clinical and psychological trials—a case study. In: 28th IEEE Int’l Symposium on Computer-Based Medical Systems. IEEE Computer Society Press (2015)
37.
Zurück zum Zitat Pryss, R., Reichert, M., Langguth, B., Schlee, W.: Mobile Crowd Sensing Services for Tinnitus Assessment, Therapy and Research. In: IEEE 4th Int’l Conf on Mobile Services. IEEE Computer Society Press (2015) Pryss, R., Reichert, M., Langguth, B., Schlee, W.: Mobile Crowd Sensing Services for Tinnitus Assessment, Therapy and Research. In: IEEE 4th Int’l Conf on Mobile Services. IEEE Computer Society Press (2015)
38.
Zurück zum Zitat Pryss, R., Schlee, W., Langguth, B., Reichert, M.: Mobile crowdsensing services for tinnitus assessment and patient feedback. In: IEEE 6th Int’l Conference on Mobile Services. IEEE Computer Society Press (2017) Pryss, R., Schlee, W., Langguth, B., Reichert, M.: Mobile crowdsensing services for tinnitus assessment and patient feedback. In: IEEE 6th Int’l Conference on Mobile Services. IEEE Computer Society Press (2017)
39.
Zurück zum Zitat Ruf-Leuschner, M., Brunnemann, N., Schauer, M., Pryss, R., Barnewitz, E., Liebrecht, M., Kratzer, W., Reichert, M., Elbert, T.: The KINDEX-App–an instrument for assessment and immediate evaluation of psychosocial risk factors in pregnant women in daily practice by gynecologists. Midwives Gynecol. Hosp. Verhalt. 26(3), 171–181 (2016) Ruf-Leuschner, M., Brunnemann, N., Schauer, M., Pryss, R., Barnewitz, E., Liebrecht, M., Kratzer, W., Reichert, M., Elbert, T.: The KINDEX-App–an instrument for assessment and immediate evaluation of psychosocial risk factors in pregnant women in daily practice by gynecologists. Midwives Gynecol. Hosp. Verhalt. 26(3), 171–181 (2016)
40.
Zurück zum Zitat Santangelo, P., Bohus, M., Ebner-Priemer, U.: Ecological momentary assessment in borderline personality disorder: a review of recent findings and methodological challenges. J. Pers. Disord. 28(4), 555–576 (2014)CrossRef Santangelo, P., Bohus, M., Ebner-Priemer, U.: Ecological momentary assessment in borderline personality disorder: a review of recent findings and methodological challenges. J. Pers. Disord. 28(4), 555–576 (2014)CrossRef
41.
Zurück zum Zitat Schickler, M., Pryss, R., Reichert, M., Schobel, J., Langguth, B., Schlee, W.: Using mobile serious games in the context of chronic disorders—a mobile game concept for the treatment of tinnitus. In: 29th IEEE Int’l Symposium on Computer-Based Medical Systems, pp. 343–348 (2016) Schickler, M., Pryss, R., Reichert, M., Schobel, J., Langguth, B., Schlee, W.: Using mobile serious games in the context of chronic disorders—a mobile game concept for the treatment of tinnitus. In: 29th IEEE Int’l Symposium on Computer-Based Medical Systems, pp. 343–348 (2016)
42.
Zurück zum Zitat Schlee, W., Pryss, R., Probst, T., Schobel, J., Bachmeier, A., Reichert, M., Langguth, B.: Measuring the moment-to-moment variability of tinnitus: the TrackyourTinnitus smart phone app. Front. Aging Neurosci. 8, 294 (2016)CrossRef Schlee, W., Pryss, R., Probst, T., Schobel, J., Bachmeier, A., Reichert, M., Langguth, B.: Measuring the moment-to-moment variability of tinnitus: the TrackyourTinnitus smart phone app. Front. Aging Neurosci. 8, 294 (2016)CrossRef
43.
Zurück zum Zitat Schneck, A., Kalle, S., Pryss, R., Schlee, W., Probst, T., Langguth, B., Landgrebe, M., Reichert, M., Spiliopoulou, M.: Studying the potential of multi-target classification to characterize combinations of classes with skewed distribution. In: 30th IEEE Int’l Symposium on Computer-Based Medical Systems. IEEE Computer Society Press (2017) Schneck, A., Kalle, S., Pryss, R., Schlee, W., Probst, T., Langguth, B., Landgrebe, M., Reichert, M., Spiliopoulou, M.: Studying the potential of multi-target classification to characterize combinations of classes with skewed distribution. In: 30th IEEE Int’l Symposium on Computer-Based Medical Systems. IEEE Computer Society Press (2017)
44.
Zurück zum Zitat Shiffman, S.: Ecological momentary assessment (EMA) in studies of substance use. Psychol. Assess. 21(4), 486 (2009)CrossRef Shiffman, S.: Ecological momentary assessment (EMA) in studies of substance use. Psychol. Assess. 21(4), 486 (2009)CrossRef
45.
Zurück zum Zitat Shu, L., Chen, Y., Huo, Z., Bergmann, N., Wang, L.: When mobile crowd sensing meets traditional industry. IEEE Access 5, 15300–15307 (2017)CrossRef Shu, L., Chen, Y., Huo, Z., Bergmann, N., Wang, L.: When mobile crowd sensing meets traditional industry. IEEE Access 5, 15300–15307 (2017)CrossRef
46.
Zurück zum Zitat Trull, T., Ebner-Priemer, U.: Ambulatory assessment. Annu. Rev. Clin. Psychol. 9, 151–176 (2013)CrossRef Trull, T., Ebner-Priemer, U.: Ambulatory assessment. Annu. Rev. Clin. Psychol. 9, 151–176 (2013)CrossRef
47.
Zurück zum Zitat Wenze, S., Miller, I.: Use of ecological momentary assessment in mood disorders research. Clin. Psychol. Rev. 30(6), 794–804 (2010)CrossRef Wenze, S., Miller, I.: Use of ecological momentary assessment in mood disorders research. Clin. Psychol. Rev. 30(6), 794–804 (2010)CrossRef
48.
Zurück zum Zitat Wilson, M., Kallogjeri, D., Joplin, C., Gorman, M., Krings, J., Lenze, E., Nicklaus, J., Spitznagel Jr., E., Piccirillo, J.: Ecological momentary assessment of tinnitus using smartphone technology a pilot study. Otolaryngol Head Neck Surg. 152, 897–903 (2015). (p. 0194599815569692)CrossRef Wilson, M., Kallogjeri, D., Joplin, C., Gorman, M., Krings, J., Lenze, E., Nicklaus, J., Spitznagel Jr., E., Piccirillo, J.: Ecological momentary assessment of tinnitus using smartphone technology a pilot study. Otolaryngol Head Neck Surg. 152, 897–903 (2015). (p. 0194599815569692)CrossRef
Metadaten
Titel
Prospective crowdsensing versus retrospective ratings of tinnitus variability and tinnitus–stress associations based on the TrackYourTinnitus mobile platform
verfasst von
Rüdiger Pryss
Thomas Probst
Winfried Schlee
Johannes Schobel
Berthold Langguth
Patrick Neff
Myra Spiliopoulou
Manfred Reichert
Publikationsdatum
12.03.2018
Verlag
Springer International Publishing
Erschienen in
International Journal of Data Science and Analytics / Ausgabe 4/2019
Print ISSN: 2364-415X
Elektronische ISSN: 2364-4168
DOI
https://doi.org/10.1007/s41060-018-0111-4

Weitere Artikel der Ausgabe 4/2019

International Journal of Data Science and Analytics 4/2019 Zur Ausgabe