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How much data do we need to estimate computational models of decision-making? The COMPASS toolbox
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Humans adaptively select different computational strategies in different learning environments
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Reinforcement learning and meta-decision making
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Learning where to be flexible : using environmental cues to regulate cognitive control
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Learning environment-specific learning rates
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- Journal Article
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- open access
Manipulating prior beliefs causally induces under- and overconfidence
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Manipulating Prior Beliefs Causally Induces Under- and Overconfidence
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- Journal Article
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Modulating hierarchical learning by high-definition transcranial alternating current stimulation at theta frequency
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The neural substrates of how model-based learning affects risk taking : functional coupling between right cerebellum and left caudate
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- Journal Article
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- open access
Thunderstruck : the ACDC model of flexible sequences and rhythms in recurrent neural circuits
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- Journal Article
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Dynamic influences on static measures of metacognition
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Introduction to modeling cognitive processes
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- Journal Article
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Time-based binding as a solution to and a limitation for flexible cognition
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- Journal Article
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Using top-down modulation to optimally balance shared versus separated task representations
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- Journal Article
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Theta oscillations shift towards optimal frequency for cognitive control
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Electrophysiological signatures of hierarchical learning
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- Journal Article
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Imbalance between the caudate and putamen connectivity in obsessive-compulsive disorder
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- Journal Article
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Obsessive-compulsive disorder is characterized by decreased Pavlovian influence on instrumental behavior
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Neural representations of task context and temporal order during action sequence execution
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- Journal Article
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- open access
Computational investigations of learning and synchronization in cognitive control
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White matter alterations of the goal-directed system in patients with obsessive-compulsive disorder and their unaffected first-degree relatives
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Outcome value and task aversiveness impact task procrastination through separate neural pathways
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Reward prediction errors drive declarative learning irrespective of agency
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Theta and alpha power across fast and slow timescales in cognitive control
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- Journal Article
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- open access
Neural synchrony for adaptive control
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- Journal Article
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Aberrant rich club organization in patients with obsessive-compulsive disorder and their unaffected first-degree relatives
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Spatial attention in serial order working memory : an EEG study
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Autistic traits are related to worse performance in a volatile reward learning task despite adaptive learning rates
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Dynamic expressions of confidence within an evidence accumulation framework
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- Journal Article
- A1
- open access
Learning to synchronize : midfrontal theta dynamics during rule switching
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- Journal Article
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- open access
Signed reward prediction errors in the ventral striatum drive episodic memory
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The best laid plans : computational principles of anterior cingulate cortex
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The hand-lateralization of spatial associations in working memory and long-term memory
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Variability in the analysis of a single neuroimaging dataset by many teams
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- Journal Article
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- open access
Failure to modulate reward prediction errors in declarative learning with theta (6 Hz) frequency transcranial alternating current stimulation
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- Journal Article
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- open access
Cognitive effort modulates connectivity between dorsal anterior cingulate cortex and task-relevant cortical areas
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Reward prediction error and declarative memory
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The metaphoric nature of the ordinal position effect
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Preparing for hard times : scalp and intracranial physiological signatures of proactive cognitive control
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Striatal dopamine D2 binding correlates with locus of control : preliminary evidence from [11C]raclopride Positron Emission Tomography
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Persistent modification of cognitive control through attention training
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- Journal Article
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- open access
A post-decisional neural marker of confidence predicts information-seeking in decision-making
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- Journal Article
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The graded fate of unattended stimulus representations in visuospatial working memory
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Anticipation of a mentally effortful task recruits Dorsolateral Prefrontal Cortex : an fNIRS validation study
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The neural mechanism of number line bisection : a fMRI study
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The sound of beauty : how complexity determines aesthetic preference
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Oscillatory signatures of reward prediction errors in declarative learning
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- Journal Article
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Confidence predicts speed-accuracy tradeoff for subsequent decisions
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- Journal Article
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Learning to synchronize : how biological agents can couple neural task modules for dealing with the stability-plasticity dilemma
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- Journal Article
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Context-dependent modulation of cognitive control involves different temporal profiles of fronto-parietal activity
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- Miscellaneous
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Variability in the analysis of a single neuroimaging dataset by many teams
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- Conference Paper
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Attentional orienting relies on Bayesian estimates of expected and unexpected uncertainty
(2019) p.1-4 -
- Journal Article
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Task-relevant information modulates primary motor cortex activity before movement onset
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- Journal Article
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The unfolding action model of initiation times, movement times, and movement paths
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Human midcingulate cortex encodes distributed representations of task progress
(2018) PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA. 115(25). p.6398-6403 -
Reduced distractor interference during vagus nerve stimulation
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- Journal Article
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Signed reward prediction errors drive declarative learning
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Occipital alpha power reveals fast attentional inhibition of incongruent distractors
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- Journal Article
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Dorsal anterior cingulate-brainstem ensemble as a reinforcement meta-learner
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- Journal Article
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Numerical proportion representation : a neurocomputational account
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- Journal Article
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Dissociated spatial-arithmetic associations in horizontal and vertical dimensions
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- Journal Article
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Continuous track paths reveal additive evidence integration in multistep decision making
(2017) PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA. 114(40). p.10618-10623 -
Numerical cognition : learning binds biology to culture
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Computational models of cognitive control
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- Journal Article
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The time course of spatial attention shifts in elementary arithmetic
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- Journal Article
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Beyond trial-by-trial adaptation : a quantification of the time scale of cognitive control
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- Journal Article
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Binding by random bursts : a computational model of cognitive control
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- Journal Article
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Unimodal and cross-modal prediction is enhanced in musicians
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Grounding cognitive control in associative learning
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- Journal Article
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Spontaneous eyeblinks during breaking continuous flash suppression are associated with increased detection times
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- Journal Article
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The time course of cognitive control implementation
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Event rate and reaction time performance in ADHD: testing predictions from the state regulation deficit hypothesis using an ex-Gaussian model
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- Journal Article
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- open access
Predictive information speeds up visual awareness in an individuation task by modulating threshold setting, not processing efficiency
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- Journal Article
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- open access
Paying attention to working memory: similarities in the spatial distribution of attention in mental and physical space
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- Book Chapter
- open access
Basic number representation and beyond: neuroimaging and computational modeling
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- Journal Article
- A1
- open access
Losing the boundary: cognition biases action well after action selection
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Unsigned value prediction-error modulates the motor system in absence of choice
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- Journal Article
- A1
- open access
Dysfunctional modulation of default mode network activity in attention-deficit/hyperactivity disorder
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No pain, no gain: the affective valence of congruency conditions changes following a successful response
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- Journal Article
- A1
- open access
Adaptive effort investment in cognitive and physical tasks: a neurocomputational model
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A delta-rule model of numerical and non-numerical order processing
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Reward expectation and prediction error in human medial frontal cortex : an EEG study
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Dissociating contributions of ACC and vmPFC in reward prediction, outcome and choice
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The P3 event-related potential is a biomarker for the efficacy of vagus nerve stimulation in patients with epilepsy
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- Journal Article
- A1
- open access
Overlapping neural systems represent cognitive effort and reward anticipation
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Correlation between individual differences in striatal dopamine and in visual consciousness
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From conflict management to reward-based decision making: actors and critics in primate medial frontal cortex
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Context-specific control and context selection in conflict tasks
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Value and prediction error estimation account for volatility effects in ACC: a model-based fMRI study
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Opposite effects of working memory on subjective visibility and priming
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Blinking predicts enhanced cognitive control
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- Miscellaneous
- open access
Is there a generalized magnitude system in the brain? Behavioral, neuroimaging, and computational evidence
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- Miscellaneous
- open access
Spontaneous summation or numerosity-selective coding?
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- Journal Article
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The influence of the noradrenergic system on optimal control of neural plasticity
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- Journal Article
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Disentangling conscious and unconscious processing: a subjective trial-based assessment approach
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- Journal Article
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- open access
Deficient reinforcement learning in medial frontal cortex as a model of dopamine-related motivational deficits in ADHD
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Increased cognitive control during norepinephrine release through acute vagus nerve stimulation
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Threshold for visual awareness is associated with striatal dopamine D2 receptor binding
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Word and deed: a computational model of instruction following
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Computational models of human learning
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Increasing set size breaks down sequential congruency: evidence for an associative locus of cognitive control
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- Journal Article
- A1
- open access
Spatial intuition in elementary arithmetic : a neurocomputational account
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Reinforcement learning, high-level cognition, and the human brain
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Reward modulates adaptations to conflict
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- Miscellaneous
- open access
Cognitive and affective control
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Comparison of fMRI activation and EEG source localization using beamformers during motor response in the Stroop task: preliminary results
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The size congruity effect: is bigger always more?
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The origins of the numerical distance effect: the same-different task
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The implementation of verbal instructions: an fMRI study
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- Journal Article
- A1
- open access
Stages of nonsymbolic number processing in occipitoparietal cortex disentangled by fMRI adaptation
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- Journal Article
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- open access
Distance in motion: response trajectories reveal the dynamics of number comparison
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Conflict adaptation by means of associative learning
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Setting the stage subliminally: unconscious context effects
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Post-conflict slowing: cognitive adaptation after conflict processing
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Conflict and error adaptation in the Simon task
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- Journal Article
- A1
- open access
Value and prediction error in medial frontal cortex: integrating the single-unit and systems levels of analysis
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Beyond the mental number line: a neural network model of number-space interactions
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Number processing pathways in human parietal cortex
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Verbal-spatial and visuospatial coding of number-space interactions
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Salience maps in parietal cortex : imaging and computational modeling
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Geometric and featural representations in semantic concepts
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Dyscalculie: getal-, taal-, en ruimte-interacties als basis van numerieke cognitie
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Unconscious task application
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Post-error slowing: An orienting account
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Adaptation by binding: a learning account of cognitive control
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Hippocampal involvement in the acquisition of relational associations, but not in the expression of a transitive inference task in mice
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Abstract representations of number: what interactions with number form do not prove and priming effects do
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The neural representation of extensively trained ordered sequences
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Similarity and rules united: Similarity- and rule-based processing in a single neural network
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Incidence of vaginal intraepithelial neoplasia after hysterectomy for cervical intraepithelial neoplasia: a retrospective study
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Not all basic number representations are analog: place coding as a precursor of the natural number system
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Symbolic and nonsymbolic pathways of number processing
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Dissecting the symbolic distance effect: comparison and priming effects in numerical and nonnumerical orders
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Stimulus ambiguity elicits response conflict
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A colorful walk, but is it on the mental number line? Reply to Cohen Kadosh, Tzelgov, and Henik
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A hippocampal - parietal network for learning an ordered sequence
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Offline and online automatic number comparison
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Cognitive control acts locally
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Hebbian learning of cognitive control: Dealing with specific and nonspecific adaptation
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Priming reveals differential coding of symbolic and non-symbolic quantities
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Dissociating conflict adaptation from feature integration: A multiple regression approach
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Beyond exemplars and prototypes as memory representations of natural concepts: A clustering approach
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How to compare two quantities? A computational model of flutter discrimination
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Is masked neighbor priming inhibitory? Evidence using the incremental priming technique
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Neighborhood consistency in mental arithmetic: Behavioral and ERP evidence
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Shared spatial representations for numbers and space: The reversal of the SNARC and the Simon effects
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When are neighbours hostile? Inhibitory neighbour effects in visual word recognition
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Lexical and syntactic structures in a connectionist model of reading multi-digit numbers
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Automatic response activation of implicit spatial information: Evidence from the SNARC effect
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Stimulus conflict predicts conflict adaptation in a numerical flanker task
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Numbers and space: A computational model of the SNARC effect
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The representation of multiplication facts: Developmental changes in the problem size, five, and tie effects
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Neighbourhood effects in mental arithmetic
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Testing the Multiple in the multiple read-out model of visual word recognition
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Dissociation of the distance effect and size effect in one-digit numbers
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Two-digit comparison - Decomposed, holistic, or hybrid?
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Interacting neighbors: A connectionist model of retrieval in single-digit multiplication
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A model of exact small-number representation
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Unconscious semantic categorization and mask interactions: An elaborate response to Kunde et al. (2005)
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How to trigger elaborate processing? A comment on Kunde, Kiesel, and Hoffmann (2003)
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Modèles de la ligne numérique mentale
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Assessing the informational value of parameter estimates in cognitive models
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Measures of similarity in models of categorization
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Representation of number in animals and humans: A neural model
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The mental number line: exact and approximate
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Implementation intentions do not enhance all types of goals: The moderating role of goal difficulty
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Determinants of speeded categorization in natural concepts
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Decision-bound theory and the influence of familiarity
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The induction of solution rules in Raven's Progressive Matrices Test.
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A dynamic model for rule induction tasks.
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Being funny : a selectionist account of humor production
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Some Mantel-Haenszel tests of Rasch model assumptions
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On the correlation between working memory capacity and performance on intelligence tests
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A Rasch model for detecting learning while solving an intelligence test
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- Journal Article
- A2
- open access
A note on the Martin-Löf test for unidimensionality
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Behavioral variation : a neglected aspect in selectionist thinking
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Generation speed in Raven's progressive matrices test
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Analyzing experimental data using the Rasch model