A citation-based method for searching scientific literature

Wouter Kool, Fiery A Cushman, Samuel J Gershman. PLoS Comput Biol 2016
Times Cited: 40







List of co-cited articles
215 articles co-cited >1



Times Cited
  Times     Co-cited
Similarity


Model-based influences on humans' choices and striatal prediction errors.
Nathaniel D Daw, Samuel J Gershman, Ben Seymour, Peter Dayan, Raymond J Dolan. Neuron 2011
687
87


Goals and habits in the brain.
Ray J Dolan, Peter Dayan. Neuron 2013
399
55


Neural computations underlying arbitration between model-based and model-free learning.
Sang Wan Lee, Shinsuke Shimojo, John P O'Doherty. Neuron 2014
230
45

Characterizing a psychiatric symptom dimension related to deficits in goal-directed control.
Claire M Gillan, Michal Kosinski, Robert Whelan, Elizabeth A Phelps, Nathaniel D Daw. Elife 2016
175
42

Cost-Benefit Arbitration Between Multiple Reinforcement-Learning Systems.
Wouter Kool, Samuel J Gershman, Fiery A Cushman. Psychol Sci 2017
59
42

The curse of planning: dissecting multiple reinforcement-learning systems by taxing the central executive.
A Ross Otto, Samuel J Gershman, Arthur B Markman, Nathaniel D Daw. Psychol Sci 2013
152
40

Disruption of dorsolateral prefrontal cortex decreases model-based in favor of model-free control in humans.
Peter Smittenaar, Thomas H B FitzGerald, Vincenzo Romei, Nicholas D Wright, Raymond J Dolan. Neuron 2013
119
35

Disorders of compulsivity: a common bias towards learning habits.
V Voon, K Derbyshire, C Rück, M A Irvine, Y Worbe, J Enander, L R N Schreiber, C Gillan, N A Fineberg, B J Sahakian,[...]. Mol Psychiatry 2015
260
35

Dopamine enhances model-based over model-free choice behavior.
Klaus Wunderlich, Peter Smittenaar, Raymond J Dolan. Neuron 2012
139
32

Model-based choices involve prospective neural activity.
Bradley B Doll, Katherine D Duncan, Dylan A Simon, Daphna Shohamy, Nathaniel D Daw. Nat Neurosci 2015
119
32

From Creatures of Habit to Goal-Directed Learners: Tracking the Developmental Emergence of Model-Based Reinforcement Learning.
Johannes H Decker, A Ross Otto, Nathaniel D Daw, Catherine A Hartley. Psychol Sci 2016
76
30


Model-based learning protects against forming habits.
Claire M Gillan, A Ross Otto, Elizabeth A Phelps, Nathaniel D Daw. Cogn Affect Behav Neurosci 2015
81
30

Ventral striatal dopamine reflects behavioral and neural signatures of model-based control during sequential decision making.
Lorenz Deserno, Quentin J M Huys, Rebecca Boehme, Ralph Buchert, Hans-Jochen Heinze, Anthony A Grace, Raymond J Dolan, Andreas Heinz, Florian Schlagenhauf. Proc Natl Acad Sci U S A 2015
113
27

Retrospective revaluation in sequential decision making: a tale of two systems.
Samuel J Gershman, Arthur B Markman, A Ross Otto. J Exp Psychol Gen 2014
89
25


Model-based and model-free decisions in alcohol dependence.
Miriam Sebold, Lorenz Deserno, Stephan Nebe, Daniel J Schad, Maria Garbusow, Claudia Hägele, Jürgen Keller, Elisabeth Jünger, Norbert Kathmann, Michael N Smolka,[...]. Neuropsychobiology 2014
85
22

Speed/accuracy trade-off between the habitual and the goal-directed processes.
Mehdi Keramati, Amir Dezfouli, Payam Piray. PLoS Comput Biol 2011
160
22

Working-memory capacity protects model-based learning from stress.
A Ross Otto, Candace M Raio, Alice Chiang, Elizabeth A Phelps, Nathaniel D Daw. Proc Natl Acad Sci U S A 2013
210
20


Habitual control of goal selection in humans.
Fiery Cushman, Adam Morris. Proc Natl Acad Sci U S A 2015
54
20


Disentangling the roles of approach, activation and valence in instrumental and pavlovian responding.
Quentin J M Huys, Roshan Cools, Martin Gölzer, Eva Friedel, Andreas Heinz, Raymond J Dolan, Peter Dayan. PLoS Comput Biol 2011
169
20

A neural substrate of prediction and reward.
W Schultz, P Dayan, P R Montague. Science 1997
17

Cognitive maps in rats and men.
E C TOLMAN. Psychol Rev 1948
17

Of goals and habits: age-related and individual differences in goal-directed decision-making.
Ben Eppinger, Maik Walter, Hauke R Heekeren, Shu-Chen Li. Front Neurosci 2013
58
17

Improving the reliability of model-based decision-making estimates in the two-stage decision task with reaction-times and drift-diffusion modeling.
Nitzan Shahar, Tobias U Hauser, Michael Moutoussis, Rani Moran, Mehdi Keramati, Raymond J Dolan. PLoS Comput Biol 2019
28
25

The role of the dorsomedial striatum in instrumental conditioning.
Henry H Yin, Sean B Ostlund, Barbara J Knowlton, Bernard W Balleine. Eur J Neurosci 2005
616
15

A specific role for posterior dorsolateral striatum in human habit learning.
Elizabeth Tricomi, Bernard W Balleine, John P O'Doherty. Eur J Neurosci 2009
372
15

Mapping value based planning and extensively trained choice in the human brain.
Klaus Wunderlich, Peter Dayan, Raymond J Dolan. Nat Neurosci 2012
166
15

Adaptive integration of habits into depth-limited planning defines a habitual-goal-directed spectrum.
Mehdi Keramati, Peter Smittenaar, Raymond J Dolan, Peter Dayan. Proc Natl Acad Sci U S A 2016
58
15

The expected value of control: an integrative theory of anterior cingulate cortex function.
Amitai Shenhav, Matthew M Botvinick, Jonathan D Cohen. Neuron 2013
889
15

Cognitive control predicts use of model-based reinforcement learning.
A Ross Otto, Anya Skatova, Seth Madlon-Kay, Nathaniel D Daw. J Cogn Neurosci 2015
74
15

The ubiquity of model-based reinforcement learning.
Bradley B Doll, Dylan A Simon, Nathaniel D Daw. Curr Opin Neurobiol 2012
146
15

Dorsal hippocampus contributes to model-based planning.
Kevin J Miller, Matthew M Botvinick, Carlos D Brody. Nat Neurosci 2017
64
15

The algorithmic anatomy of model-based evaluation.
Nathaniel D Daw, Peter Dayan. Philos Trans R Soc Lond B Biol Sci 2014
72
15

Incentives Boost Model-Based Control Across a Range of Severity on Several Psychiatric Constructs.
Edward H Patzelt, Wouter Kool, Alexander J Millner, Samuel J Gershman. Biol Psychiatry 2019
24
25

Habits, action sequences and reinforcement learning.
Amir Dezfouli, Bernard W Balleine. Eur J Neurosci 2012
127
15

Reduced model-based decision-making in schizophrenia.
Adam J Culbreth, Andrew Westbrook, Nathaniel D Daw, Matthew Botvinick, Deanna M Barch. J Abnorm Psychol 2016
38
13

Determining the neural substrates of goal-directed learning in the human brain.
Vivian V Valentin, Anthony Dickinson, John P O'Doherty. J Neurosci 2007
326
12

Processing speed enhances model-based over model-free reinforcement learning in the presence of high working memory functioning.
Daniel J Schad, Elisabeth Jünger, Miriam Sebold, Maria Garbusow, Nadine Bernhardt, Amir-Homayoun Javadi, Ulrich S Zimmermann, Michael N Smolka, Andreas Heinz, Michael A Rapp,[...]. Front Psychol 2014
34
14


Bayesian model selection for group studies - revisited.
L Rigoux, K E Stephan, K J Friston, J Daunizeau. Neuroimage 2014
240
12


An opportunity cost model of subjective effort and task performance.
Robert Kurzban, Angela Duckworth, Joseph W Kable, Justus Myers. Behav Brain Sci 2013
371
12

Orbitofrontal cortex as a cognitive map of task space.
Robert C Wilson, Yuji K Takahashi, G Schoenbaum, Yael Niv. Neuron 2014
373
12

Model-Based Reasoning in Humans Becomes Automatic with Training.
Marcos Economides, Zeb Kurth-Nelson, Annika Lübbert, Marc Guitart-Masip, Raymond J Dolan. PLoS Comput Biol 2015
21
23



Co-cited is the co-citation frequency, indicating how many articles cite the article together with the query article. Similarity is the co-citation as percentage of the times cited of the query article or the article in the search results, whichever is the lowest. These numbers are calculated for the last 100 citations when articles are cited more than 100 times.