A natural language screening measure for motivation to change
Abstract
Client motivation for change, a topic of high interest to addiction clinicians, is multidimensional and complex, and many different approaches to measurement have been tried. The current effort drew on psycholinguistic research on natural language that is used by clients to describe their own motivation. Seven addiction treatment sites participated in the development of a simple scale to measure client motivation. Twelve items were drafted to represent six potential dimensions of motivation for change that occur in natural discourse. The maximum self-rating of motivation (10 on a 0-10 scale) was the median score on all items, and 43% of respondents rated 10 on all 12 items - a substantial ceiling effect. From 1035 responses, three factors emerged representing importance, ability, and commitment - constructs that are also reflected in several theoretical models of motivation. A 3-item version of the scale, with one marker item for each of these constructs, accounted for 81% of variance in the full scale. The three items are: 1. It is important for me to . . . 2. I could . . . and 3. I am trying to . . . This offers a quick (1-minute) assessment of clients' self-reported motivation for change.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The Change Questionnaire has good internal consistency and test-retest reliability.
“The CQ has good internal consistency and test-retest reliability (Miller & Johnson, 2008).”
From Comparing the predictive capacity of observed in-session resistance to self-reported motivation in cognitive behavioral therapy (2011) · cites this paper as Miller & Johnson, 2008
The CQ can be adapted to a 3-item version suitable for clinical practice.
“The CQ can even be adapted to a 3-item version amenable for administration in clinical practice (Miller & Johnson, 2008).”
From Comparing the predictive capacity of observed in-session resistance to self-reported motivation in cognitive behavioral therapy (2011) · cites this paper as Miller & Johnson, 2008
A highly face-valid direct self-report questionnaire can perform as well as, and possibly better than, indirect or complex self-report measures of motivation.
“a highly face-valid direct self-report questionnaire can fare as well and possibly better than indirect or complex self-report measures of motivation (Miller & Johnson, 2008).”
From Comparing the predictive capacity of observed in-session resistance to self-reported motivation in cognitive behavioral therapy (2011) · cites this paper as Miller & Johnson, 2008
Cites
The theory of planned behavior
Ajzen, I. (1991) · Organizational Behavior and Human Decision Processes · doi:10.1016/0749-5978(91)90020-t · Cited by 90,587 · see citing works
Implementation intentions: Strong effects of simple plans.
Gollwitzer, P. M. (1999) · American Psychologist · doi:10.1037/0003-066x.54.7.493 · Cited by 5,478 · see citing works
Client commitment language during motivational interviewing predicts drug use outcomes.
Amrhein, P. C., Miller, W. R., Yahne, C. E., Palmer, M., & Fulcher, L. (2003) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.71.5.862 · Cited by 729 · see citing works
Self-citationThe measurement of drug craving
Sayette, M. A., Shiffman, S., Tiffany, S. T., Niaura, R. S., Martin, C. S., & Schadel, W. G. (2000) · Addiction · doi:10.1046/j.1360-0443.95.8s2.8.x · Cited by 684 · see citing works
What predicts relapse? Prospective testing of antecedent models
Miller, W. R., Westerberg, V. S., Harris, R. J., & Tonigan, J. S. (1996) · Addiction · doi:10.1111/j.1360-0443.1996.tb02336.x · Cited by 101 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
Westra, H. A., Constantino, M. J., & Antony, M. M. (2016) · Journal of Consulting and Clinical Psychology · doi:10.1037/ccp0000098 · Cited by 255 · see citing works
Marker, I., & Norton, P. J. (2018) · Clinical Psychology Review · doi:10.1016/j.cpr.2018.04.004 · Cited by 112 · see citing works
Seid, M., D'Amico, E. J., Varni, J. W., Munafo, J. K., Britto, M. T., Kercsmar, C. M., Drotar, D., King, E. C., & Darbie, L. (2012) · Journal of Pediatric Psychology · doi:10.1093/jpepsy/jsr107 · Cited by 62 · see citing works
Westra, H. A. (2011) · Behaviour Research and Therapy · doi:10.1016/j.brat.2010.11.007 · Cited by 62 · see citing works
“The CQ has good internal consistency and testeretest reliability (Miller & Johnson, 2008).”
InfluentialBlum, K., Chen, T. J. H., Chen, A. L. H., Madigan, M., Downs, B. W., Waite, R. L., Braverman, E. R., Kerner, M., Bowirrat, A., Giordano, J., et al. (2010) · Medical Hypotheses · doi:10.1016/j.mehy.2009.10.008 · Cited by 55 · see citing works
Constantino, M. J., Westra, H. A., Antony, M. M., & Coyne, A. E. (2019) · Psychotherapy Research · doi:10.1080/10503307.2017.1332794 · Cited by 38 · see citing works
Warren, F. C., Stych, K., Thorogood, M., Sharp, D. J., Murphy, M., Turner, K. M., Holt, T. A., Searle, A., Bryant, S., Huxley, C., et al. (2014) · Trials · doi:10.1186/1745-6215-15-134 · Cited by 25 · see citing works
Martino, S., Zimbrean, P., Forray, A., Kaufman, J. S., Desan, P. H., Olmstead, T. A., Gilstad-Hayden, K., Gueorguieva, R., & Yonkers, K. A. (2019) · Journal of General Internal Medicine · doi:10.1007/s11606-019-05257-3 · Cited by 24 · see citing works
Bowers, J. M., Hamilton, J. G., Wu, Y. P., Moyer, A., & Hay, J. L. (2022) · International Journal of Behavioral Medicine · doi:10.1007/s12529-021-09993-x · Cited by 8 · see citing works
Constantino, M. J., Romano, F. M., Coyne, A. E., Westra, H. A., & Antony, M. M. (2018) · Psychotherapy Research · doi:10.1080/10503307.2017.1301689 · Cited by 7 · see citing works
- Authors
- Miller, W. R., & Johnson, W. R.
- Affiliations
- University of New Mexico (US)
- Corresponding author
- Miller, William R.
- ORCID
- Miller, William R.
- Venue
- Addictive Behaviors
- Publisher
- Elsevier BV
- Published
- 2008-09
- Volume
- 33
- Issue
- 9
- Pages
- 1177-1182
- ISSN
- 0306-4603 (ISSN-L)
- OpenAlex
- W1982078569
- Cited by
- 109
- References
- 5
- Citations by year
- 2026: 1 · 2025: 5 · 2024: 4 · 2023: 5 · 2022: 9 · 2021: 13 · 2020: 11 · 2019: 9 · 2018: 7 · 2017: 7 · 2016: 4 · 2015: 5 · 2014: 8 · 2013: 7 · 2012: 1
- FWCI
- 3.20
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Addictive Behaviors (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Health Sciences › Medicine › Epidemiology › Substance Abuse Treatment and Outcomes
- Social Sciences › Psychology › Clinical Psychology › Psychotherapy Techniques and Applications
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Opioid Use Disorder Treatment
- Keywords
- motivation for change, addiction treatment, self-report scale development, natural language, psycholinguistics, ceiling effect
- MeSH terms
- Adolescent, Adult, Aged, Child, Female, Humans, Male, Middle Aged, Motivation, Psycholinguistics, Psychometrics, Surveys and Questionnaires, Research Design, Substance-Related Disorders, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review