A citation-based method for searching scientific literature

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
Times Cited: 116







List of co-cited articles
906 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
694
63


Dopamine enhances model-based over model-free choice behavior.
Klaus Wunderlich, Peter Smittenaar, Raymond J Dolan. Neuron 2012
139
40


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
266
37

A neural substrate of prediction and reward.
W Schultz, P Dayan, P R Montague. Science 1997
34

Goals and habits in the brain.
Ray J Dolan, Peter Dayan. Neuron 2013
406
33

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
214
32

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
154
26

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
121
25

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
182
24

Neural computations underlying arbitration between model-based and model-free learning.
Sang Wan Lee, Shinsuke Shimojo, John P O'Doherty. Neuron 2014
233
22

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
24

Dopamine selectively remediates 'model-based' reward learning: a computational approach.
Madeleine E Sharp, Karin Foerde, Nathaniel D Daw, Daphna Shohamy. Brain 2016
53
37

Model-based choices involve prospective neural activity.
Bradley B Doll, Katherine D Duncan, Dylan A Simon, Daphna Shohamy, Nathaniel D Daw. Nat Neurosci 2015
121
19

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
79
22

The ubiquity of model-based reinforcement learning.
Bradley B Doll, Dylan A Simon, Nathaniel D Daw. Curr Opin Neurobiol 2012
150
17


Model-based learning protects against forming habits.
Claire M Gillan, A Ross Otto, Elizabeth A Phelps, Nathaniel D Daw. Cogn Affect Behav Neurosci 2015
82
20

Variability in Dopamine Genes Dissociates Model-Based and Model-Free Reinforcement Learning.
Bradley B Doll, Kevin G Bath, Nathaniel D Daw, Michael J Frank. J Neurosci 2016
45
37

Cognitive control predicts use of model-based reinforcement learning.
A Ross Otto, Anya Skatova, Seth Madlon-Kay, Nathaniel D Daw. J Cogn Neurosci 2015
77
20


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
25

Striatal dysfunction during reversal learning in unmedicated schizophrenia patients.
Florian Schlagenhauf, Quentin J M Huys, Lorenz Deserno, Michael A Rapp, Anne Beck, Hans-Joachim Heinze, Ray Dolan, Andreas Heinz. Neuroimage 2014
135
14


Ventral striatal prediction error signaling is associated with dopamine synthesis capacity and fluid intelligence.
Florian Schlagenhauf, Michael A Rapp, Quentin J M Huys, Anne Beck, Torsten Wüstenberg, Lorenz Deserno, Hans-Georg Buchholz, Jan Kalbitzer, Ralph Buchert, Michael Bauer,[...]. Hum Brain Mapp 2013
70
18

Computational psychiatry.
P Read Montague, Raymond J Dolan, Karl J Friston, Peter Dayan. Trends Cogn Sci 2012
356
12

A causal link between prediction errors, dopamine neurons and learning.
Elizabeth E Steinberg, Ronald Keiflin, Josiah R Boivin, Ilana B Witten, Karl Deisseroth, Patricia H Janak. Nat Neurosci 2013
431
12

By carrot or by stick: cognitive reinforcement learning in parkinsonism.
Michael J Frank, Lauren C Seeberger, Randall C O'reilly. Science 2004
12

Devaluation and sequential decisions: linking goal-directed and model-based behavior.
Eva Friedel, Stefan P Koch, Jean Wendt, Andreas Heinz, Lorenz Deserno, Florian Schlagenhauf. Front Hum Neurosci 2014
44
27


When Does Model-Based Control Pay Off?
Wouter Kool, Fiery A Cushman, Samuel J Gershman. PLoS Comput Biol 2016
42
28

Dissociable roles of ventral and dorsal striatum in instrumental conditioning.
John O'Doherty, Peter Dayan, Johannes Schultz, Ralf Deichmann, Karl Friston, Raymond J Dolan. Science 2004
11

Lateral prefrontal model-based signatures are reduced in healthy individuals with high trait impulsivity.
L Deserno, T Wilbertz, A Reiter, A Horstmann, J Neumann, A Villringer, H-J Heinze, F Schlagenhauf. Transl Psychiatry 2015
36
30

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
172
11

Dopamine-dependent prediction errors underpin reward-seeking behaviour in humans.
Mathias Pessiglione, Ben Seymour, Guillaume Flandin, Raymond J Dolan, Chris D Frith. Nature 2006
861
11

Bonsai trees in your head: how the pavlovian system sculpts goal-directed choices by pruning decision trees.
Quentin J M Huys, Neir Eshel, Elizabeth O'Nions, Luke Sheridan, Peter Dayan, Jonathan P Roiser. PLoS Comput Biol 2012
145
10

Computational approaches to psychiatry.
Klaas Enno Stephan, Christoph Mathys. Curr Opin Neurobiol 2014
125
10

Speed/accuracy trade-off between the habitual and the goal-directed processes.
Mehdi Keramati, Amir Dezfouli, Payam Piray. PLoS Comput Biol 2011
162
10

The algorithmic anatomy of model-based evaluation.
Nathaniel D Daw, Peter Dayan. Philos Trans R Soc Lond B Biol Sci 2014
72
13

A specific role for posterior dorsolateral striatum in human habit learning.
Elizabeth Tricomi, Bernard W Balleine, John P O'Doherty. Eur J Neurosci 2009
377
10

Disruption in the balance between goal-directed behavior and habit learning in obsessive-compulsive disorder.
Claire M Gillan, Martina Papmeyer, Sharon Morein-Zamir, Barbara J Sahakian, Naomi A Fineberg, Trevor W Robbins, Sanne de Wit. Am J Psychiatry 2011
295
10

Behavioral and neuroimaging evidence for overreliance on habit learning in alcohol-dependent patients.
Z Sjoerds, S de Wit, W van den Brink, T W Robbins, A T F Beekman, B W J H Penninx, D J Veltman. Transl Psychiatry 2013
155
10

Goal-directed learning and obsessive-compulsive disorder.
Claire M Gillan, Trevor W Robbins. Philos Trans R Soc Lond B Biol Sci 2014
153
10

Cognitive maps in rats and men.
E C TOLMAN. Psychol Rev 1948
10

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
29



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
11

Cost-Benefit Arbitration Between Multiple Reinforcement-Learning Systems.
Wouter Kool, Samuel J Gershman, Fiery A Cushman. Psychol Sci 2017
61
16


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.