Cited by 109Substance Abuse Treatment and OutcomesPsychotherapy Techniques and ApplicationsOpioid Use Disorder Treatment

A natural language screening measure for motivation to change

Miller, William R., Johnson, Wendy R.·2008·Addictive Behaviors

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

Crossref · 10.1016/j.addbeh.2008.04.018

Cites

5 of 5 references verified0 citation errors · 0 not checkable

Statistics

Recomputing p-values needs the paper’s full text.

Claims the paper makes

This paper’s full text isn’t openly available, so its claims and self-check weren’t run. The registry and citation checks still apply.

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?

Cites

Flagged first, then by citations

Cited by

Sorted by citations

Authors
Miller, W. R., & Johnson, W. R.
Affiliations
University of New Mexico (US)
Corresponding author
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