The Effect of Ratio and Interval Training on Pavlovian-Instrumental Transfer in Mice
Open accessAbstract
Conditional stimuli (CS) that are paired with reward can be used to motivate instrumental responses. This process is called Pavlovian-instrumental transfer (PIT). A recent study in rats suggested that habitual responses are particularly sensitive to the motivational effects of reward cues. The current experiments examined this idea using ratio and interval training in mice. Two groups of animals were trained to lever press for food pellets that were delivered on random ratio or random interval schedules. Devaluation tests revealed that interval training led to habitual responding while ratio training produced goal-directed actions. The presentation of CSs paired with reward led to positive transfer in both groups, however, the size of this effect was much larger in mice that were trained on interval schedules. This result suggests that habitual responses are more sensitive to the motivational influence of reward cues than goal-directed actions. The implications for neurobiological models of motivation and drug seeking behaviors are discussed.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
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?
Pavlovian learning facilitates execution of operant behavior through Pavlovian-instrumental transfer, particularly when the response is habitual.
“Pavlovian learning is known to facilitates execution of operant behavior through Pavlovian-instrumental transfer, particularly when the response is habitual49,50.”
From Dissociable roles of prefrontal plasticity in decision-making strategy and execution of habitual behavior (2026) · cites this paper as [49]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Neural systems of reinforcement for drug addiction: from actions to habits to compulsion
Everitt, B. J., & Robbins, T. W. (2005) · Nature Neuroscience · doi:10.1038/nn1579 · Cited by 3,785 · see citing works
The Neural Basis of Addiction: A Pathology of Motivation and Choice
Kalivas, P. W., & Volkow, N. D. (2005) · American Journal of Psychiatry · doi:10.1176/appi.ajp.162.8.1403 · Cited by 2,757 · see citing works
The role of the basal ganglia in habit formation
Yin, H. H., & Knowlton, B. J. (2006) · Nature Reviews Neuroscience · doi:10.1038/nrn1919 · Cited by 2,402 · see citing works
Emotion and motivation: the role of the amygdala, ventral striatum, and prefrontal cortex
Cardinal, R. N., Parkinson, J. A., Hall, J., & Everitt, B. J. (2002) · Neuroscience & Biobehavioral Reviews · doi:10.1016/s0149-7634(02)00007-6 · Cited by 2,129 · see citing works
Balleine, B. W., & O'Doherty, J. P. (2010) · Neuropsychopharmacology · doi:10.1038/npp.2009.131 · Cited by 1,775 · see citing works
Conditioning and Associative Learning
Hill, W. F., & Mackintosh, N. J. (1984) · The American Journal of Psychology · doi:10.2307/1422540 · Cited by 1,323 · see citing works
Yin, H. H., Knowlton, B. J., & Balleine, B. W. (2004) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2004.03095.x · Cited by 1,226 · see citing works
Actions and habits: The development of behavioural autonomy
Dickinson, A. (1985) · Philosophical Transactions of the Royal Society of London. B, Biological Sciences · doi:10.1098/rstb.1985.0010 · Cited by 1,217 · see citing works
Everitt, B. J., Belin, D., Economidou, D., Pelloux, Y., Dalley, J. W., & Robbins, T. W. (2008) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2008.0089 · Cited by 974 · see citing works
Reward, Motivation, and Reinforcement Learning
Dayan, P., & Balleine, B. W. (2002) · Neuron · doi:10.1016/s0896-6273(02)00963-7 · Cited by 855 · see citing works
Instrumental Responding following Reinforcer Devaluation
Adams, C. D., & Dickinson, A. (1981) · The Quarterly Journal of Experimental Psychology Section B · doi:10.1080/14640748108400816 · Cited by 687 · see citing works
Variations in the Sensitivity of Instrumental Responding to Reinforcer Devaluation
Adams, C. D. (1982) · The Quarterly Journal of Experimental Psychology Section B · doi:10.1080/14640748208400878 · Cited by 635 · see citing works
Parallel incentive processing: an integrated view of amygdala function
Balleine, B. W., & Killcross, S. (2006) · Trends in Neurosciences · doi:10.1016/j.tins.2006.03.002 · Cited by 622 · see citing works
The Neural Correlates of Motor Skill Automaticity
Poldrack, R. A., Sabb, F. W., Foerde, K., Tom, S. M., Asarnow, R. F., Bookheimer, S. Y., & Knowlton, B. J. (2005) · The Journal of Neuroscience · doi:10.1523/jneurosci.3880-04.2005 · Cited by 594 · cited 1× · see citing works
“The transition from action to habit is normally adaptive, as it allows reliably reinforced behaviors to become efficient and automatic [5].”
BackgroundCorbit, L. H., & Balleine, B. W. (2005) · The Journal of Neuroscience · doi:10.1523/jneurosci.4507-04.2005 · Cited by 589 · see citing works
STEVENS' HANDBOOK OF EXPERIMENTAL PSYCHOLOGY
Pashler, H. (2002) · Wiley eBooks · doi:10.1002/0471214426 · Cited by 576 · see citing works
Drug Addiction and the Memory Systems of the Brain
Robbins, T. W., Ersche, K. D., & Everitt, B. J. (2008) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1441.020 · Cited by 447 · see citing works
Relations between Pavlovian-instrumental transfer and reinforcer devaluation
Holland, P. C. (2004) · Journal of Experimental Psychology: Animal Behavior Processes · doi:10.1037/0097-7403.30.2.104 · Cited by 388 · see citing works
The Role of Learning in the Operation of Motivational Systems
Dickinson, A., & Balleine, B. W. (2002) · Wiley eBooks · doi:10.1002/0471214426.pas0312 · Cited by 387 · see citing works
Postconditioning devaluation of a reinforcer affects instrumental responding.
Colwill, R., & Rescorla, R. (1985) · Journal of Experimental Psychology Animal Behavior Processes · doi:10.1037/0097-7403.11.1.120 · Cited by 375 · see citing works
The integrative function of the basal ganglia in instrumental conditioning
Balleine, B. W., Liljeholm, M., & Ostlund, S. B. (2009) · Behavioural Brain Research · doi:10.1016/j.bbr.2008.10.034 · Cited by 356 · see citing works
The effect of the instrumental training contingency on susceptibility to reinforcer devaluation
Dickinson, A., Nicholas, D. J., & Adams, C. D. (1983) · The Quarterly Journal of Experimental Psychology Section B · doi:10.1080/14640748308400912 · Cited by 338 · see citing works
(1994) · Elsevier eBooks · doi:10.1016/c2009-0-02316-2 · Cited by 325 · see citing works
Spatial Representation: Problems in Philosophy and Psychology
Eilan, N., McCarthy, R. A., & Brewer, B. (1999) · Cited by 316 · see citing works
Postconditioning devaluation of a reinforcer affects instrumental responding.
Colwill, R. M., & Rescorla, R. A. (1985) · Journal of Experimental Psychology Animal Behavior Processes · doi:10.1037//0097-7403.11.1.120 · Cited by 273 · see citing works
Alcohol seeking by rats: action or habit?
Dickinson, A., Wood, N., & Smith, J. W. (2002) · The Quarterly Journal of Experimental Psychology Section B · doi:10.1080/0272499024400016 · Cited by 268 · see citing works
Dickinson, A. (1994) · Animal Learning and Cognition · doi:10.1016/b978-0-08-057169-0.50009-7 · Cited by 200 · see citing works
Prevost, C., Liljeholm, M., Tyszka, J. M., & O’Doherty, J. P. (2012) · Journal of Neuroscience · doi:10.1523/jneurosci.6237-11.2012 · Cited by 177 · see citing works
Amygdala Central Nucleus Interacts with Dorsolateral Striatum to Regulate the Acquisition of Habits
Lingawi, N. W., & Balleine, B. W. (2012) · The Journal of Neuroscience · doi:10.1523/jneurosci.4806-11.2012 · Cited by 172 · see citing works
Endocannabinoid signaling is critical for habit formation
Hilário, M. R. F. (2007) · Frontiers in Integrative Neuroscience · doi:10.3389/neuro.07.006.2007 · Cited by 164 · see citing works
On habits and addiction: an associative analysis of compulsive drug seeking
Ostlund, S. B., & Balleine, B. W. (2008) · Drug Discovery Today: Disease Models · doi:10.1016/j.ddmod.2009.07.004 · Cited by 147 · see citing works
Hilário, M. R. F. (2008) · Frontiers in Neuroscience · doi:10.3389/neuro.01.030.2008 · Cited by 59 · see citing works
Wiltgen, B., Law, M., Ostlund, S. B., Mayford, M., & Balleine, B. (2007) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2007.05487.x · Cited by 34 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
Pool, E. R., Gera, R., Fransen, A., Perez, O. D., Cremer, A., Aleksic, M., Tanwisuth, S., Quail, S., Ceceli, A. O., Manfredi, D. A., et al. (2022) · Learning & Memory · doi:10.1101/lm.053413.121 · Cited by 74 · see citing works
Asaoka, N., Pagano, D., & Hayashi, Y. (2026) · Nature Communications · doi:10.1038/s41467-026-75706-1
“Pavlovian learning is known to facilitates execution of operantbehaviorthroughPavlovian-instrumentaltransfer,particularly when the response is habitual 49,50 .”
- Authors
- Wiltgen, B. J., Sinclair, C., Lane, C., Barrows, F., Molina, M., & Chabanon-Hicks, C.
- Affiliations
- University of Virginia (US)
- Corresponding author
- Wiltgen, Brian J.
- Venue
- PLoS ONE
- Publisher
- Public Library of Science (PLoS)
- Published
- 2012-10-29
- Volume
- 7
- Issue
- 10
- Pages
- e48227
- ISSN
- 1932-6203 (ISSN-L)
- PMC
- PMC3483270
- OpenAlex
- W1987327953
- Cited by
- 28
- References
- 33
- Citations by year
- 2026: 2 · 2024: 2 · 2023: 4 · 2022: 4 · 2021: 4 · 2020: 3 · 2019: 1 · 2018: 1 · 2016: 2 · 2015: 1 · 2014: 2 · 2013: 2
- FWCI
- 0.66
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- PLoS ONE (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- eScholarship (California Digital Library) (submittedVersion, cc-by)
- Funders
- National Institutes of Health (1r03da029165-01)
- National Institute on Drug Abuse (R03DA029165-01, R03 DA029165)
- Topics
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neurotransmitter Receptor Influence on Behavior
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory and Neural Mechanisms
- Keywords
- Pavlovian-to-instrumental transfer, ratio schedules, interval schedules, currency devaluation, habitual responding, goal-directed behavior, reward cues, motivation, drug-seeking behavior, mice
- MeSH terms
- Animals, Conditioning, Operant, Cues, Food, Habituation, Psychophysiologic, Male, Motivation, Reinforcement Schedule, Reward, Time Factors, Transfer, Psychology, Mice
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