How Does Substance Use Become Persistent Despite Harm?
Compare explanations of motivation, habits and choice, then examine how stress, social opportunity and recovery change the question.
- Level
- Intermediate
- Reading load
- 11 core readings in 5 units
- Prerequisites
- Some familiarity with psychological research and the distinction between description and explanation is helpful. What Is a Mental Disorder? and How Do Psychological Disorders Develop and Persist? provide preparation. The guides introduce reinforcement, devaluation, incentive motivation and follow-up designs. The biological reviews contain demanding passages; keep their explanatory claims and evidence in view.
- Last reviewed
- September 2026
Introduction
Substance use may continue against health, relationships, and a person's own longer purposes. Repetition, dependence, pleasure, craving, and impairment are connected, but no one of them explains all the others. The task is to discover how motivation, learning, and circumstances sustain a particular pattern, and to identify changes in conditions under which competing explanations would make different predictions.
This syllabus begins with a debate about whether one level of explanation should have priority. It then examines why cues might make a substance strongly wanted, why use might become habitual, and a competing account in which use remains directed toward an expected outcome under distress. Experiments that change the availability or cost of alternatives put these explanations to a further test. Human follow-ups and population research bring the question back to changing circumstances and the meaning of recovery.
You will learn to distinguish an explanatory mechanism from a diagnostic label, a laboratory measure from the problem it models, and an observed improvement from a claim about its cause. Retained responsiveness to consequences does not make change easy; biological influence does not make a course inevitable. Throughout, ask which people, substances, settings and outcomes the evidence actually covers.
Unit 1 of 5
What needs explaining when use continues despite harm?
Begin with a disagreement about explanatory levels. Heilig and colleagues defend a revised brain-disease account; Room accepts biological involvement while challenging its priority. Identify where the disagreement concerns evidence, definitions or the questions a research programme chooses to pursue.
Reading
1 of 11Addiction as a Brain Disease, Reconsidered
Heilig, M., MacKillop, J., Martinez, D., Rehm, J., Leggio, L., & Vanderschuren, L. J. M. J. (2021). Addiction as a brain disease revised: Why it still matters, and the need for consilience. Neuropsychopharmacology, 46(10), 1715–1723. https://doi.org/10.1038/s41386-020-00950-y
Contemporary update · Moderate · Full work: 9 pages
Identify the distinct claims carried by the phrase “brain disease,” including claims about mechanism, course and clinical usefulness.
Why you’re reading it. Frame persistence as a problem that needs explanation without assuming one inevitable trajectory.
A question to consider. A person’s use changes substantially after their circumstances change. Which versions of the brain-disease claim would that challenge, and which would remain compatible?
Reading
2 of 11Does One Level of Explanation Have Primacy in Addiction?
Room, R. (2021). No level has primacy in what is called addiction: “Addiction is a social disease” would be just as tenable. Neuropsychopharmacology, 46(10), 1712. https://doi.org/10.1038/s41386-021-01015-4
Critical reappraisal · Accessible · Full work: 1 pages
Compare Room’s disputed inference with the claims you identified in the opening review.
Why you’re reading it. Keep social conditions and policy visible as explanatory questions in their own right.
A question to consider. Choose one population-level change that individual brain measurements alone could not explain. What study would test its contribution?
Unit 2 of 5
What do wanting and habits explain?
Strong motivation and habitual action can both produce persistence, but they imply different mechanisms. Compare a theory that separates wanting from pleasure with an empirical attempt to distinguish goals and habits. Do not let a common word such as “compulsive” conceal differences in what each paper measures.
Reading
3 of 11The Incentive Sensitization Theory of Addiction
Robinson, T. E., & Berridge, K. C. (2008). The incentive sensitization theory of addiction: Some current issues. Philosophical Transactions of the Royal Society B: Biological Sciences, 363(1507), 3137–3146. https://doi.org/10.1098/rstb.2008.0093
Foundational argument · Major synthesis · Challenging · Full work: 10 pages
Follow the separation of wanting, liking and learning, and ask how sensitization would be detected.
Why you’re reading it. Give the broad biological argument a specific psychological mechanism and competing predictions.
A question to consider. If a cue increases pursuit without increasing reported pleasure, what additional evidence would distinguish sensitization from an ordinary learned expectation?
Reading
4 of 11Learning, Goals and Habits in Cocaine Dependence
Ersche, K. D., Gillan, C. M., Jones, P. S., Williams, G. B., Ward, L. H. E., Luijten, M., de Wit, S., Sahakian, B. J., Bullmore, E. T., & Robbins, T. W. (2016). Carrots and sticks fail to change behavior in cocaine addiction. Science, 352(6292), 1468–1471. https://doi.org/10.1126/science.aaf3700
Methodological contribution · Moderate · Full work: 4 pages
Compare the reward and avoidance tasks and the alternative explanations for continued responding.
Why you’re reading it. Test whether a laboratory pattern warrants a habit interpretation and a claim about persistent substance use.
A question to consider. What would you measure to distinguish stronger habitual control from incomplete knowledge of the changed outcome?
Unit 3 of 5
How can distress change the value of using?
Hogarth challenges the habit interpretation and argues that distress can change expected drug value. Sinha and colleagues then combine experimentally varied imagery with prospective clinical observation. Keep the causal claim about a short-term response separate from the predictive claim about later return to drinking.
Reading
5 of 11Goal-Directed Drug Choice Under Negative Affect
Hogarth, L. (2020). Addiction is driven by excessive goal-directed drug choice under negative affect: Translational critique of habit and compulsion theory. Neuropsychopharmacology, 45(5), 720–735. https://doi.org/10.1038/s41386-020-0600-8
Critical reappraisal · Major synthesis · Challenging · Full work: 16 pages
Evaluate the critique of the preceding habit experiment alongside the positive evidence for goal-directed choice under negative affect.
Why you’re reading it. Compare rival explanations using their strongest discriminating tests.
A question to consider. Name a pattern both theories could explain, then modify the comparison so that their predictions diverge.
Reading
6 of 11Stress, Craving and Subsequent Alcohol Relapse
Sinha, R., Fox, H. C., Hong, K.-I. A., Hansen, J., Tuit, K., & Kreek, M. J. (2011). Effects of adrenal sensitivity, stress- and cue-induced craving, and anxiety on subsequent alcohol relapse and treatment outcomes. Archives of General Psychiatry, 68(9), 942–952. https://doi.org/10.1001/archgenpsychiatry.2011.49
Methodological contribution · Challenging · Full work: 11 pages
Trace what was manipulated in the laboratory and what was subsequently observed after discharge.
Why you’re reading it. Examine evidence connecting stress-related responses with course without turning prediction into causation.
A question to consider. How would the design need to change to test whether reducing the measured response improves later outcomes?
Unit 5 of 5
What changes over time, and what should count as recovery?
An explanation of persistence must also accommodate change. The Vietnam follow-up challenges expectations based on selected treatment populations; the alcohol survey shows how recovery estimates depend on definitions and sampling. The final paper makes those definitions an explicit research problem. Compare a course, a snapshot and an operational framework without treating them as interchangeable evidence.
Reading
9 of 11How Permanent Was Vietnam Drug Addiction?
Robins, L. N., Davis, D. H., & Nurco, D. N. (1974). How permanent was Vietnam drug addiction? American Journal of Public Health, 64(12 Suppl.), 38–43. https://doi.org/10.2105/ajph.64.12_suppl.38
Historical turning point · Landmark empirical study · Moderate · Full work: 6 pages
Examine the changing setting and the contrast between general, screen-positive and treated civilian samples.
Why you’re reading it. Bring the laboratory questions about context into a historical real-world comparison.
A question to consider. Name two changes accompanying return from Vietnam that this design cannot disentangle. What additional comparison would help?
Reading
10 of 11Recovery from Alcohol Dependence in a Population Survey
Dawson, D. A., Grant, B. F., Stinson, F. S., Chou, P. S., Huang, B., & Ruan, W. J. (2005). Recovery from DSM-IV alcohol dependence: United States, 2001–2002. Addiction, 100(3), 281–292. https://doi.org/10.1111/j.1360-0443.2004.00964.x
Methodological contribution · Moderate · Full work: 12 pages
Identify the population, denominator and outcome behind each recovery estimate.
Why you’re reading it. Extend the course question beyond service samples while recognizing the limits of a retrospective snapshot.
A question to consider. Could an apparently higher recovery rate among people with longer histories arise without individual improvement? Explain one possible sampling process.
Reading
11 of 11Defining Recovery from Alcohol Use Disorder
Hagman, B. T., Falk, D., Litten, R., & Koob, G. F. (2022). Defining recovery from alcohol use disorder: Development of an NIAAA research definition. American Journal of Psychiatry, 179(11), 807–813. https://doi.org/10.1176/appi.ajp.21090963
Methodological contribution · Contemporary update · Accessible · Full work: 7 pages
Compare the operational endpoint with the outcomes measured in the two preceding papers and with personally valued change.
Why you’re reading it. Make the definition of success part of evaluating every explanation of persistence.
A question to consider. Propose two outcomes that could improve at different rates. How would your account of recovery preserve both without forcing a single recovered/not-recovered verdict?
Scope and omissions
This syllabus examines explanations of persistent harmful substance use and change. It is not a diagnostic checklist or a guide to choosing, stopping or administering substances. It does not rank treatments or provide instructions for treatment delivery.
Alcohol and cocaine supply much of the human evidence; heroin and methamphetamine appear in the historical and animal work. Tobacco, cannabis, prescribed medications and other substances receive less direct attention. Physical dependence, intoxication, use frequency and substance use disorder are not interchangeable. The optional behavioral-addiction review provides a bounded comparison, particularly concerning gambling; similarity in a mechanism does not make every absorbing activity an addiction.
The empirical selections emphasize adults, often in North American or British settings, and some small or selected samples. The Vietnam cohort is historical, while the rat experiments have deliberately restricted environments. Developmental pathways, commercial influences, criminalization, inequality, cultural differences and population policy effects matter but are not comprehensively tested here. The opening debate keeps these levels visible without pretending that a laboratory choice procedure represents them all. Much of the recovery evidence concerns alcohol and cannot simply be transferred to every substance. Several papers use older or stigmatizing terminology, which the guides do not adopt.
Synthesis
Persistent harmful use can be investigated through motivation, learning, expected relief, available alternatives, and changing circumstances. The readings leave several accounts open, without establishing one necessary sequence for everyone. Habit requires evidence beyond repetition; biological explanation requires more than a correlate; choice must be understood with the options and conditions that give it practical meaning.
The course evidence changes what an explanation must accommodate. People selected through treatment, general surveys and military screening can show different patterns, and the design determines what we can infer about change. Diagnostic remission, changes in use, reduced harm and a more satisfying life answer different questions. A research definition can improve comparison while leaving meaningful experiences outside its endpoint.
For a final synthesis, describe a fictional pattern of persistent harmful use in a defined setting. Offer two competing explanations, specify an observation or change in conditions that would distinguish them, and identify what each available study design would leave uncertain. Then choose two outcomes that could change differently. Explain how your account accommodates improvement without treating a group finding as an individual prediction.
Continue with How Do Psychological Disorders Develop and Persist? to compare broader causal frameworks, or return to the general guide to actions and habits to examine the underlying experimental distinction.
For another comparison of vulnerability, maintaining processes and recovery, continue with How Do Eating Disorders Develop and Persist?. It examines how nutritional state, learning, emotion and social context enter an explanation, and why different definitions of recovery yield different answers.
Further reading
Optional. Not part of the core sequence.
- Everitt, B. J., & Robbins, T. W. (2016). Drug addiction: Updating actions to habits to compulsions ten years on. Annual Review of Psychology, 67(1), 23–50. Paper. A longer statement of the actions-to-habits account by its proponents. Compare its proposed transitions and neural evidence with Hogarth’s critique; this review makes a theoretical case rather than establishing an inevitable sequence for every person.
- Robinson, T. E., & Berridge, K. C. (2025). The incentive-sensitization theory of addiction 30 years on. Annual Review of Psychology, 76(1), 29–58. Paper. The theory’s authors update the evidence and comparisons with alternative accounts. Use its discussion of compulsion to ask whether seemingly competing theories are making the same claim. This is a 2025 journal article, first available online in 2024.
- Grant, J. E., Potenza, M. N., Weinstein, A., & Gorelick, D. A. (2010). Introduction to behavioral addictions. The American Journal of Drug and Alcohol Abuse, 36(5), 233–241. Paper. A historical comparison of substance and behavioral problems, with the strongest evidence then available concerning gambling. Ask what evidence of shared mechanisms is needed beyond similar descriptions. Its discussion predates DSM-5 and is not a current classification guide.
- Kelly, J. F., Bergman, B. G., Hoeppner, B. B., Vilsaint, C., & White, W. L. (2017). Prevalence and pathways of recovery from drug and alcohol problems in the United States population: Implications for practice, research, and policy. Drug and Alcohol Dependence, 181, 162–169. Paper. Extends the recovery question to self-described resolution of alcohol or drug problems and different sources of assistance. Compare that entry criterion with Dawson’s diagnostic history; reported assistance is not randomly assigned treatment.