메뉴 건너뛰기




Volumn 56, Issue 2, 2019, Pages 318-328

Design feasibility of an automated, machine-learning based feedback system for motivational interviewing

Author keywords

Adherence; Dissemination; Feedback; Machine learning; Motivational interviewing

Indexed keywords

ADULT; ARTICLE; CLINICAL ARTICLE; CONTROLLED STUDY; EMPATHY; FEASIBILITY STUDY; FEEDBACK SYSTEM; FEMALE; GENETIC TRANSCRIPTION; HUMAN; MACHINE LEARNING; MALE; MOTIVATIONAL INTERVIEWING; PERCEPTION; PROOF OF CONCEPT; PSYCHOTHERAPY; SATISFACTION; CLINICAL COMPETENCE; MENTAL DISEASE; PROCEDURES; PSYCHOLOGICAL FEEDBACK; PSYCHOLOGY;

EID: 85063985695     PISSN: 00333204     EISSN: 19391536     Source Type: Journal    
DOI: 10.1037/pst0000221     Document Type: Article
Times cited : (64)

References (47)
  • 1
    • 84900854398 scopus 로고    scopus 로고
    • Scaling up the evaluation of psychotherapy: Evaluating motivational interviewing fidelity via statistical text classification
    • Atkins D. C.,Steyvers M.,Imel Z. E.,Smyth P. , 2014,Scaling up the evaluation of psychotherapy: Evaluating motivational interviewing fidelity via statistical text classification.Implementation Science, 9,49, http://dx.doi.org/10.1186/1748-5908-9-49
    • (2014) Implementation Science , vol.9 , pp. 49
    • Atkins, D.C.1    Steyvers, M.2    Imel, Z.E.3    Smyth, P.4
  • 2
    • 0346366542 scopus 로고    scopus 로고
    • An evaluation of workshop training in motivational interviewing for addiction and mental health clinicians
    • Baer, J. S., Rosengren, D. B., Dunn, C. W., Wells, E. A., Ogle, R. L., Hartzler, B. (2004). An evaluation of workshop training in motivational interviewing for addiction and mental health clinicians. Drug and Alcohol Dependence, 73, 99-106. http://dx.doi.org/10.1016/j.drugalcdep.2003.10.001
    • (2004) Drug and Alcohol Dependence , vol.73 , pp. 99-106
    • Baer, J.S.1    Rosengren, D.B.2    Dunn, C.W.3    Wells, E.A.4    Ogle, R.L.5    Hartzler, B.6
  • 3
    • 67650760373 scopus 로고    scopus 로고
    • Agency context and tailored training in technology transfer: A pilot evaluation of motivational interviewing training for community counselors
    • Baer, J. S., Wells, E. A., Rosengren, D. B., Hartzler, B., Beadnell, B., Dunn, C. (2009). Agency context and tailored training in technology transfer: A pilot evaluation of motivational interviewing training for community counselors. Journal of Substance Abuse Treatment, 37, 191-202. http://dx.doi.org/10.1016/j.jsat.2009.01.003
    • (2009) Journal of Substance Abuse Treatment , vol.37 , pp. 191-202
    • Baer, J.S.1    Wells, E.A.2    Rosengren, D.B.3    Hartzler, B.4    Beadnell, B.5    Dunn, C.6
  • 6
    • 84954455043 scopus 로고    scopus 로고
    • It sounds like...": A natural language processing approach to detecting counselor reflections in motivational interviewing
    • Can, D., Marín, R. A., Georgiou, P. G., Imel, Z. E., Atkins, D. C., Narayanan, S. S. (2016). "It sounds like...": A natural language processing approach to detecting counselor reflections in motivational interviewing. Journal of Counseling Psychology, 63, 343-350. http://dx.doi.org/10.1037/cou0000111
    • (2016) Journal of Counseling Psychology , vol.63 , pp. 343-350
    • Can, D.1    Marín, R.A.2    Georgiou, P.G.3    Imel, Z.E.4    Atkins, D.C.5    Narayanan, S.S.6
  • 8
    • 84867539048 scopus 로고    scopus 로고
    • A few useful things to know about machine learning
    • Domingos, P. (2012). A few useful things to know about machine learning. Communications of the ACM, 55, 78-87. http://dx.doi.org/10.1145/2347736.2347755
    • (2012) Communications of the ACM , vol.55 , pp. 78-87
    • Domingos, P.1
  • 9
    • 84899013173 scopus 로고    scopus 로고
    • Support vector regression machines
    • In M. C. Mozer, M. I. Jordan, & T. Petsche (Eds.) Cambridge, MA: MIT Press. Retrieved from
    • Drucker, H., Burges, C. J. C., Kaufman, L., Smola, A. J., Vapnik, V. (1997). Support vector regression machines. In M. C. Mozer, M. I. Jordan, & T. Petsche (Eds.), Advances in neural information processing systems (Vol. 9, pp. 155-161). Cambridge, MA: MIT Press. Retrieved from http://papers.nips.cc/paper/1238-support-vector-regressionmachines. pdf
    • (1997) Advances in Neural Information Processing Systems , vol.9 , pp. 155-161
    • Drucker, H.1    Burges, C.J.C.2    Kaufman, L.3    Smola, A.J.4    Vapnik, V.5
  • 10
    • 0035380518 scopus 로고    scopus 로고
    • Immediate feedback during academic testing
    • Epstein, M. L., Epstein, B. B., Brosvic, G. M. (2001). Immediate feedback during academic testing. Psychological Reports, 88, 889-894. http://dx.doi.org/10.2466/pr0.2001.88.3.889
    • (2001) Psychological Reports , vol.88 , pp. 889-894
    • Epstein, M.L.1    Epstein, B.B.2    Brosvic, G.M.3
  • 12
    • 85022171832 scopus 로고    scopus 로고
    • Developing an automated report card for addiction counseling: The counselor observer ratings expert for MI (CORE-MI)
    • June San Jose, CA
    • Gibson, J., Gray, G., Hirsch, T., Imel, Z. E., Narayanan, S. S., Atkins, D. S. (2016, June). Developing an automated report card for addiction counseling: The counselor observer ratings expert for MI (CORE-MI). Paper presented at CHI, San Jose, CA.
    • (2016) CHI
    • Gibson, J.1    Gray, G.2    Hirsch, T.3    Imel, Z.E.4    Narayanan, S.S.5    Atkins, D.S.6
  • 13
    • 84971224905 scopus 로고    scopus 로고
    • A study of the effectiveness of machine learning methods for classification of clinical interview fragments into a large number of categories
    • Hasan, M., Kotov, A., Carcone, A. D., Dong, M., Naar, S., Hartlieb, K. B. (2016). A study of the effectiveness of machine learning methods for classification of clinical interview fragments into a large number of categories. Journal of Biomedical Informatics, 62, 21-31. http://dx.doi.org/10.1016/j.jbi.2016.05.004
    • (2016) Journal of Biomedical Informatics , vol.62 , pp. 21-31
    • Hasan, M.1    Kotov, A.2    Carcone, A.D.3    Dong, M.4    Naar, S.5    Hartlieb, K.B.6
  • 15
    • 85022132316 scopus 로고    scopus 로고
    • Designing contestability: Interaction design, machine learning, and mental health
    • June Edinburgh, United Kingdom
    • Hirsch, T., Merced, K., Narayanan, S., Imel, Z. E., Atkins, D. C. (2017, June). Designing contestability: Interaction design, machine learning, and mental health. Paper presented at DIS: Designing Interactive Systems. Edinburgh, United Kingdom. http://dx.doi.org/10.1145/3064663.3064703
    • (2017) DIS: Designing Interactive Systems
    • Hirsch, T.1    Merced, K.2    Narayanan, S.3    Imel, Z.E.4    Atkins, D.C.5
  • 17
    • 84937806794 scopus 로고    scopus 로고
    • Advances in natural language processing
    • Hirschberg, J., Manning, C. D. (2015). Advances in natural language processing. Science, 349, 261-266. http://dx.doi.org/10.1126/science.aaa8685
    • (2015) Science , vol.349 , pp. 261-266
    • Hirschberg, J.1    Manning, C.D.2
  • 18
    • 84885485079 scopus 로고    scopus 로고
    • Investigating topic modelling for therapy dialogue analysis
    • March Baltimore Maryland: Association for Computational Linguistics. Retrieved from
    • Howes, C., Purver, M., McCabe, R. (2013, March). Investigating topic modelling for therapy dialogue analysis. Proceedings of the Computational Semantics in Clinical Text workshop at IWCS Potsdam. Baltimore, Maryland: Association for Computational Linguistics. Retrieved from https://pdfs.semanticscholar.org/8726/b8e4afb77598eb37ef 444f9f6bc245ce865f.pdf
    • (2013) Proceedings of the Computational Semantics in Clinical Text Workshop at IWCS Potsdam
    • Howes, C.1    Purver, M.2    McCabe, R.3
  • 20
    • 84925590475 scopus 로고    scopus 로고
    • Computational psychotherapy research: Scaling up the evaluation of patient-provider interactions
    • Imel, Z. E., Steyvers, M., Atkins, D. C. (2015). Computational psychotherapy research: Scaling up the evaluation of patient-provider interactions. Psychotherapy, 52, 19-30. http://dx.doi.org/10.1037/a0036841
    • (2015) Psychotherapy , vol.52 , pp. 19-30
    • Imel, Z.E.1    Steyvers, M.2    Atkins, D.C.3
  • 21
    • 25944446501 scopus 로고
    • Natural language processing: A historical review
    • In A. Zampolli, N. Calzolari, & M. Palmer (Eds.) Dordrecht, the Netherlands: Springer
    • Jones, K. S. (1994). Natural language processing: A historical review. In A. Zampolli, N. Calzolari, & M. Palmer (Eds.), Current issues in computational linguistics: In Honour of Don Walker (pp. 3-16). Dordrecht, the Netherlands: Springer. http://dx.doi.org/10.1007/978-0-585-35958-8-1
    • (1994) Current Issues in Computational Linguistics: In Honour of Don Walker , pp. 3-16
    • Jones, K.S.1
  • 23
    • 85048486589 scopus 로고    scopus 로고
    • Routine use of patient reported outcome measures (PROMs) for improving treatment of common mental health disorders in adults
    • Kendrick, T., El-Gohary, M., Stuart, B., Gilbody, S., Churchill, R., Aiken, L.,... Moore, M. (2016). Routine use of patient reported outcome measures (PROMs) for improving treatment of common mental health disorders in adults. Cochrane Database of Systematic Reviews, 7, CD011119. http://dx.doi.org/10.1002/14651858.CD011119.pub2
    • (2016) Cochrane Database of Systematic Reviews , vol.7 , pp. CD011119
    • Kendrick, T.1    El-Gohary, M.2    Stuart, B.3    Gilbody, S.4    Churchill, R.5    Aiken, L.6    Moore, M.7
  • 24
    • 84893396860 scopus 로고    scopus 로고
    • The effects of feedback interventions on performance: A historical review, a meta-analysis, and a preliminary feedback intervention theory
    • Kluger, A. N., DeNisi, A. (1996). The effects of feedback interventions on performance: A historical review, a meta-analysis, and a preliminary feedback intervention theory. Psychological Bulletin, 119, 254-284. http://dx.doi.org/10.1037/0033-2909.119.2.254
    • (1996) Psychological Bulletin , vol.119 , pp. 254-284
    • Kluger, A.N.1    DeNisi, A.2
  • 25
    • 84965802283 scopus 로고
    • Timing of feedback and verballearning
    • Kulik, J. A., Kulik, C. L. C. (1988). Timing of feedback and verballearning. Review of Educational Research, 58, 79-97. http://dx.doi.org/10.3102/00346543058001079
    • (1988) Review of Educational Research , vol.58 , pp. 79-97
    • Kulik, J.A.1    Kulik, C.L.C.2
  • 26
    • 0003038609 scopus 로고    scopus 로고
    • Nature, extent, and importance of what psychotherapy trainees do not disclose to their supervisors
    • Ladany, N., Hill, C. E., Corbett, M. M., Nutt, E. A. (1996). Nature, extent, and importance of what psychotherapy trainees do not disclose to their supervisors. Journal of Counseling Psychology, 43, 10-24. http://dx.doi.org/10.1037/0022-0167.43.1.10
    • (1996) Journal of Counseling Psychology , vol.43 , pp. 10-24
    • Ladany, N.1    Hill, C.E.2    Corbett, M.M.3    Nutt, E.A.4
  • 27
    • 14244258777 scopus 로고    scopus 로고
    • Providing feedback to psychotherapists on their patients' progress: Clinical results and practice suggestions
    • Lambert, M. J., Harmon, C., Slade, K., Whipple, J. L., Hawkins, E. J. (2005). Providing feedback to psychotherapists on their patients' progress: Clinical results and practice suggestions. Journal of Clinical Psychology, 61, 165-174. http://dx.doi.org/10.1002/jclp.20113
    • (2005) Journal of Clinical Psychology , vol.61 , pp. 165-174
    • Lambert, M.J.1    Harmon, C.2    Slade, K.3    Whipple, J.L.4    Hawkins, E.J.5
  • 29
    • 84920456514 scopus 로고    scopus 로고
    • Advancing methods for reliably assessing motivational interviewing fidelity using the motivational interviewing skills code
    • Lord, S. P., Can, D., Yi, M., Marin, R., Dunn, C. W., Imel, Z. E.,... Atkins, D. C. (2015). Advancing methods for reliably assessing motivational interviewing fidelity using the motivational interviewing skills code. Journal of Substance Abuse Treatment, 49, 50-57. http://dx.doi.org/10.1016/j.jsat.2014.08.005
    • (2015) Journal of Substance Abuse Treatment , vol.49 , pp. 50-57
    • Lord, S.P.1    Can, D.2    Yi, M.3    Marin, R.4    Dunn, C.W.5    Imel, Z.E.6    Atkins, D.C.7
  • 30
    • 77649309869 scopus 로고    scopus 로고
    • A meta-analysis of motivational interviewing: Twenty-five years of empirical studies
    • Lundahl, B. W., Kunz, C., Brownell, C., Tollefson, D., Burke, B. L. (2010). A meta-analysis of motivational interviewing: Twenty-five years of empirical studies. Research on Social Work Practice, 20, 137-160. http://dx.doi.org/10.1177/1049731509347850
    • (2010) Research on Social Work Practice , vol.20 , pp. 137-160
    • Lundahl, B.W.1    Kunz, C.2    Brownell, C.3    Tollefson, D.4    Burke, B.L.5
  • 31
    • 76749083727 scopus 로고    scopus 로고
    • The dissemination and implementation of evidence-based psychological treatments. A review of current efforts
    • McHugh, R. K., Barlow, D. H. (2010). The dissemination and implementation of evidence-based psychological treatments. A review of current efforts. American Psychologist, 65, 73-84. http://dx.doi.org/10.1037/a0018121
    • (2010) American Psychologist , vol.65 , pp. 73-84
    • McHugh, R.K.1    Barlow, D.H.2
  • 36
    • 78649747457 scopus 로고    scopus 로고
    • National trends in outpatient psychotherapy
    • Olfson, M., Marcus, S. C. (2010). National trends in outpatient psychotherapy. The American Journal of Psychiatry, 167, 1456-1463. http://dx.doi.org/10.1176/appi.ajp.2010.10040570
    • (2010) The American Journal of Psychiatry , vol.167 , pp. 1456-1463
    • Olfson, M.1    Marcus, S.C.2
  • 41
    • 85046321263 scopus 로고
    • Studies in client-centered psychotherapy III: The case of Mrs. Oak-A research analysis
    • Rogers, C. R. (1951). Studies in client-centered psychotherapy III: The case of Mrs. Oak-A research analysis. Psychological Service Center Journal, 3, 47-165.
    • (1951) Psychological Service Center Journal , vol.3 , pp. 47-165
    • Rogers, C.R.1
  • 42
    • 84942856982 scopus 로고    scopus 로고
    • Isn't it about time to employ measurement-based care in practice
    • Rush, A. J. (2015). Isn't it about time to employ measurement-based care in practice. The American Journal of Psychiatry, 172, 934-936. http://dx.doi.org/10.1176/appi.ajp.2015.15070928
    • (2015) The American Journal of Psychiatry , vol.172 , pp. 934-936
    • Rush, A.J.1
  • 43
    • 84903938102 scopus 로고    scopus 로고
    • Sustaining motivational interviewing: A meta-analysis of training studies
    • Schwalbe, C. S., Oh, H. Y., Zweben, A. (2014). Sustaining motivational interviewing: A meta-analysis of training studies. Addiction, 109, 1287-1294. http://dx.doi.org/10.1111/add.12558
    • (2014) Addiction , vol.109 , pp. 1287-1294
    • Schwalbe, C.S.1    Oh, H.Y.2    Zweben, A.3
  • 45
    • 84961175803 scopus 로고    scopus 로고
    • A comparison of natural language processing methods for automated coding of motivational interviewing
    • Tanana, M., Hallgren, K. A., Imel, Z. E., Atkins, D. C., Srikumar, V. (2016). A comparison of natural language processing methods for automated coding of motivational interviewing. Journal of Substance Abuse Treatment, 65, 43-50. http://dx.doi.org/10.1016/j.jsat.2016.01.006
    • (2016) Journal of Substance Abuse Treatment , vol.65 , pp. 43-50
    • Tanana, M.1    Hallgren, K.A.2    Imel, Z.E.3    Atkins, D.C.4    Srikumar, V.5
  • 46
    • 84994306642 scopus 로고    scopus 로고
    • A technology prototype system for rating therapist empathy from audio recordings in addiction counseling
    • Xiao, B., Huang, C., Imel, Z. E., Atkins, D. C., Georgiou, P., Narayanan, S. S. (2016). A technology prototype system for rating therapist empathy from audio recordings in addiction counseling. PeerJ Computer Science, 2, e59. http://dx.doi.org/10.7717/peerj-cs.59
    • (2016) PeerJ Computer Science , vol.2 , pp. e59
    • Xiao, B.1    Huang, C.2    Imel, Z.E.3    Atkins, D.C.4    Georgiou, P.5    Narayanan, S.S.6
  • 47
    • 84955508891 scopus 로고    scopus 로고
    • Rate my therapist": Automated detection of empathy in drug and alcohol counseling via speech and language processing
    • Xiao, B., Imel, Z. E., Georgiou, P. G., Atkins, D. C., Narayanan, S. S. (2015). Rate my therapist": Automated detection of empathy in drug and alcohol counseling via speech and language processing. PLoS ONE, 10, e0143055. http://dx.doi.org/10.1371/journal.pone.0143055
    • (2015) PLoS ONE , vol.10 , pp. e0143055
    • Xiao, B.1    Imel, Z.E.2    Georgiou, P.G.3    Atkins, D.C.4    Narayanan, S.S.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.