@article{LiuKuschpelSchadetal.2015,
  author    = {Liu, Shuyan and Kuschpel, Maxim S. and Schad, Daniel and Heinz, Andreas and Rapp, Michael Armin},
  title     = {Differential Effects of Music and Video Gaming During Breaks on Auditory and Visual Learning},
  series = {Cyberpsychology, behavior and social networking},
  volume    = {18},
  journal   = {Cyberpsychology, behavior and social networking},
  number    = {11},
  publisher = {Liebert},
  address   = {New Rochelle},
  issn      = {2152-2715},
  doi       = {10.1089/cyber.2015.0140},
  pages     = {647 -- 653},
  year      = {2015},
  abstract  = {The interruption of learning processes by breaks filled with diverse activities is common in everyday life. This study investigated the effects of active computer gaming and passive relaxation (rest and music) breaks on auditory versus visual memory performance. Young adults were exposed to breaks involving (a) open eyes resting, (b) listening to music, and (c) playing a video game, immediately after memorizing auditory versus visual stimuli. To assess learning performance, words were recalled directly after the break (an 8:30 minute delay) and were recalled and recognized again after 7 days. Based on linear mixed-effects modeling, it was found that playing the Angry Birds video game during a short learning break impaired long-term retrieval in auditory learning but enhanced long-term retrieval in visual learning compared with the music and rest conditions. These differential effects of video games on visual versus auditory learning suggest specific interference of common break activities on learning.},
  language  = {en}
}
@inproceedings{SchadJuengerSeboldetal.2014,
  author    = {Schad, Daniel and Juenger, Elisabeth and Sebold, Miriam Hannah and Garbusow, Maria and Bernhart, Nadine and Javadi, Amir Homayoun and Zimmermann, Ulrich S. and Smolka, Michael N. and Heinz, Andreas and Rapp, Michael Armin and Huys, Quentin J. M.},
  title     = {Smart goals, slow habits? Individual differences in processing speed and working memory capacity moderate the balance between habitual and goal-directed choice behavior},
  series = {Cognitive processing : international quarterly of cognitive science},
  volume    = {15},
  booktitle = {Cognitive processing : international quarterly of cognitive science},
  number    = {1},
  publisher = {Springer},
  address   = {Heidelberg},
  issn      = {1612-4782},
  pages     = {S62 -- S62},
  year      = {2014},
  language  = {en}
}
@misc{KuschpelLiuSchadetal.2015,
  author    = {Kuschpel, Maxim S. and Liu, Shuyan and Schad, Daniel and Heinzel, Stephan and Heinz, Andreas and Rapp, Michael Armin},
  title     = {Differential effects of wakeful rest, music and video game playing on working memory performance in the n-back task},
  url       = {http://nbn-resolving.de/urn:nbn:de:kobv:517-opus4-85151},
  year      = {2015},
  abstract  = {The interruption of learning processes by breaks filled with diverse activities is common in everyday life. We investigated the effects of active computer gaming and passive relaxation (rest and music) breaks on working memory performance. Young adults were exposed to breaks involving (i) eyes-open resting, (ii) listening to music and (iii) playing the video game "Angry Birds" before performing the n-back working memory task. Based on linear mixed-effects modeling, we found that playing the "Angry Birds" video game during a short learning break led to a decline in task performance over the course of the task as compared to eyes-open resting and listening to music, although overall task performance was not impaired. This effect was associated with high levels of daily mind wandering and low self-reported ability to concentrate. These findings indicate that video games can negatively affect working memory performance over time when played in between learning tasks. We suggest further investigation of these effects because of their relevance to everyday activity.},
  language  = {en}
}
@misc{LiuSchadKuschpeletal.2016,
  author    = {Liu, Shuyan and Schad, Daniel and Kuschpel, Maxim S. and Rapp, Michael Armin and Heinz, Andreas},
  title     = {Music and Video Gaming during Breaks},
  url       = {http://nbn-resolving.de/urn:nbn:de:kobv:517-opus4-90700},
  pages     = {1 -- 12},
  year      = {2016},
  abstract  = {Different systems for habitual versus goal-directed control are thought to underlie human decision-making. Working memory is known to shape these decision-making systems and their interplay, and is known to support goal-directed decision making even under stress. Here, we investigated if and how decision systems are differentially influenced by breaks filled with diverse everyday life activities known to modulate working memory performance. We used a within-subject design where young adults listened to music and played a video game during breaks interleaved with trials of a sequential two-step Markov decision task, designed to assess habitual as well as goal-directed decision making. Based on a neurocomputational model of task performance, we observed that for individuals with a rather limited working memory capacity video gaming as compared to music reduced reliance on the goal-directed decision-making system, while a rather large working memory capacity prevented such a decline. Our findings suggest differential effects of everyday activities on key decision-making processes.},
  language  = {en}
}
@article{KuschpelLiuSchadetal.2015,
  author    = {Kuschpel, Maxim S. and Liu, Shuyan and Schad, Daniel and Heinzel, Stephan and Heinz, Andreas and Rapp, Michael Armin},
  title     = {Differential effects of wakeful rest, music and video game playing on working memory performance in the n-back task},
  series = {Frontiers in psychology},
  journal   = {Frontiers in psychology},
  number    = {6},
  publisher = {Frontiers Research Foundation},
  address   = {Lausanne},
  issn      = {1664-1078},
  doi       = {10.3389/fpsyg.2015.01683},
  year      = {2015},
  abstract  = {The interruption of learning processes by breaks filled with diverse activities is common in everyday life. We investigated the effects of active computer gaming and passive relaxation (rest and music) breaks on working memory performance. Young adults were exposed to breaks involving (i) eyes-open resting, (ii) listening to music and (iii) playing the video game "Angry Birds" before performing the n-back working memory task. Based on linear mixed-effects modeling, we found that playing the "Angry Birds" video game during a short learning break led to a decline in task performance over the course of the task as compared to eyes-open resting and listening to music, although overall task performance was not impaired. This effect was associated with high levels of daily mind wandering and low self-reported ability to concentrate. These findings indicate that video games can negatively affect working memory performance over time when played in between learning tasks. We suggest further investigation of these effects because of their relevance to everyday activity.},
  language  = {en}
}
@article{LiuSchadKuschpeletal.2016,
  author    = {Liu, Shuyan and Schad, Daniel and Kuschpel, Maxim S. and Rapp, Michael Armin and Heinz, Andreas},
  title     = {Music and Video Gaming during Breaks},
  series = {PLoS one},
  volume    = {11},
  journal   = {PLoS one},
  number    = {3},
  publisher = {Public Library of Science},
  address   = {Lawrence, Kan.},
  issn      = {1932-6203},
  doi       = {10.1371/JOURNAL.PONE.0150165},
  pages     = {1 -- 12},
  year      = {2016},
  abstract  = {Different systems for habitual versus goal-directed control are thought to underlie human decision-making. Working memory is known to shape these decision-making systems and their interplay, and is known to support goal-directed decision making even under stress. Here, we investigated if and how decision systems are differentially influenced by breaks filled with diverse everyday life activities known to modulate working memory performance. We used a within-subject design where young adults listened to music and played a video game during breaks interleaved with trials of a sequential two-step Markov decision task, designed to assess habitual as well as goal-directed decision making. Based on a neurocomputational model of task performance, we observed that for individuals with a rather limited working memory capacity video gaming as compared to music reduced reliance on the goal-directed decision-making system, while a rather large working memory capacity prevented such a decline. Our findings suggest differential effects of everyday activities on key decision-making processes.},
  language  = {en}
}
@misc{GarbusowNebeSommeretal.2019,
  author    = {Garbusow, Maria and Nebe, Stephan and Sommer, Christian and Kuitunen-Paul, S{\"o}ren and Sebold, Miriam Hannah and Schad, Daniel and Friedel, Eva and Veer, Ilya M. and Wittchen, Hans-Ulrich and Rapp, Michael Armin and Ripke, Stephan and Walter, Henrik and Huys, Quentin J. M. and Schlagenhauf, Florian and Smolka, Michael N. and Heinz, Andreas},
  title     = {Pavlovian-To-Instrumental Transfer and Alcohol Consumption in Young Male Social Drinkers},
  series = {Zweitver{\"o}ffentlichungen der Universit{\"a}t Potsdam : Humanwissenschaftliche Reihe},
  journal   = {Zweitver{\"o}ffentlichungen der Universit{\"a}t Potsdam : Humanwissenschaftliche Reihe},
  number    = {841},
  issn      = {1866-8364},
  doi       = {10.25932/publishup-47328},
  url       = {http://nbn-resolving.de/urn:nbn:de:kobv:517-opus4-473280},
  pages     = {14},
  year      = {2019},
  abstract  = {In animals and humans, behavior can be influenced by irrelevant stimuli, a phenomenon called Pavlovian-to-instrumental transfer (PIT). In subjects with substance use disorder, PIT is even enhanced with functional activation in the nucleus accumbens (NAcc) and amygdala. While we observed enhanced behavioral and neural PIT effects in alcohol-dependent subjects, we here aimed to determine whether behavioral PIT is enhanced in young men with high-risk compared to low-risk drinking and subsequently related functional activation in an a-priori region of interest encompassing the NAcc and amygdala and related to polygenic risk for alcohol consumption. A representative sample of 18-year old men (n = 1937) was contacted: 445 were screened, 209 assessed: resulting in 191 valid behavioral, 139 imaging and 157 genetic datasets. None of the subjects fulfilled criteria for alcohol dependence according to the Diagnostic and Statistical Manual of Mental Disorders-IV-TextRevision (DSM-IV-TR). We measured how instrumental responding for rewards was influenced by background Pavlovian conditioned stimuli predicting action-independent rewards and losses. Behavioral PIT was enhanced in high-compared to low-risk drinkers (b = 0.09, SE = 0.03, z = 2.7, p < 0.009). Across all subjects, we observed PIT-related neural blood oxygen level-dependent (BOLD) signal in the right amygdala (t = 3.25, p(SVC) = 0.04, x = 26, y = -6, z = -12), but not in NAcc. The strength of the behavioral PIT effect was positively correlated with polygenic risk for alcohol consumption (r(s) = 0.17, p = 0.032). We conclude that behavioral PIT and polygenic risk for alcohol consumption might be a biomarker for a subclinical phenotype of risky alcohol consumption, even if no drug-related stimulus is present. The association between behavioral PIT effects and the amygdala might point to habitual processes related to out PIT task. In non-dependent young social drinkers, the amygdala rather than the NAcc is activated during PIT; possible different involvement in association with disease trajectory should be investigated in future studies.},
  language  = {en}
}
@article{ChenNebeMojtahedzadehetal.2020,
  author    = {Chen, Hao and Nebe, Stephan and Mojtahedzadeh, Negin and Kuitunen-Paul, Soren and Garbusow, Maria and Schad, Daniel and Rapp, Michael Armin and Huys, Quentin J. M. and Heinz, Andreas and Smolka, Michael N.},
  title     = {Susceptibility to interference between Pavlovian and instrumental control is associated with early hazardous alcohol use},
  series = {Addiction biology},
  volume    = {26},
  journal   = {Addiction biology},
  number    = {4},
  publisher = {Wiley},
  address   = {Hoboken},
  issn      = {1355-6215},
  doi       = {10.1111/adb.12983},
  pages     = {1 -- 14},
  year      = {2020},
  abstract  = {Pavlovian-to-instrumental transfer (PIT) tasks examine the influence of Pavlovian stimuli on ongoing instrumental behaviour. Previous studies reported associations between a strong PIT effect, high-risk drinking and alcohol use disorder. This study investigated whether susceptibility to interference between Pavlovian and instrumental control is linked to risky alcohol use in a community sample of 18-year-old male adults. Participants (N = 191) were instructed to 'collect good shells' and 'leave bad shells' during the presentation of appetitive (monetary reward), aversive (monetary loss) or neutral Pavlovian stimuli. We compared instrumental error rates (ER) and functional magnetic resonance imaging (fMRI) brain responses between the congruent and incongruent conditions, as well as among high-risk and low-risk drinking groups. On average, individuals showed a substantial PIT effect, that is, increased ER when Pavlovian cues and instrumental stimuli were in conflict compared with congruent trials. Neural PIT correlates were found in the ventral striatum and the dorsomedial and lateral prefrontal cortices (lPFC). Importantly, high-risk drinking was associated with a stronger behavioural PIT effect, a decreased lPFC response and an increased neural response in the ventral striatum on the trend level. Moreover, high-risk drinkers showed weaker connectivity from the ventral striatum to the lPFC during incongruent trials. Our study links interference during PIT to drinking behaviour in healthy, young adults. High-risk drinkers showed higher susceptibility to Pavlovian cues, especially when they conflicted with instrumental behaviour, indicating lower interference control abilities. Increased activity in the ventral striatum (bottom-up), decreased lPFC response (top-down), and their altered interplay may contribute to poor interference control in the high-risk drinkers.},
  language  = {en}
}
@article{NebeKroemerSchadetal.2017,
  author    = {Nebe, Stephan and Kroemer, Nils B. and Schad, Daniel and Bernhardt, Nadine and Sebold, Miriam Hannah and Mueller, Dirk K. and Scholl, Lucie and Kuitunen-Paul, S{\"o}ren and Heinz, Andreas and Rapp, Michael Armin and Huys, Quentin J. M. and Smolka, Michael N.},
  title     = {No association of goal-directed and habitual control with alcohol consumption in young adults},
  series = {Addiction biology},
  volume    = {23},
  journal   = {Addiction biology},
  number    = {1},
  publisher = {Wiley},
  address   = {Hoboken},
  issn      = {1355-6215},
  doi       = {10.1111/adb.12490},
  pages     = {379 -- 393},
  year      = {2017},
  abstract  = {Alcohol dependence is a mental disorder that has been associated with an imbalance in behavioral control favoring model-free habitual over model-based goal-directed strategies. It is as yet unknown, however, whether such an imbalance reflects a predisposing vulnerability or results as a consequence of repeated and/or excessive alcohol exposure. We, therefore, examined the association of alcohol consumption with model-based goal-directed and model-free habitual control in 188 18-year-old social drinkers in a two-step sequential decision-making task while undergoing functional magnetic resonance imaging before prolonged alcohol misuse could have led to severe neurobiological adaptations. Behaviorally, participants showed a mixture of model-free and model-based decision-making as observed previously. Measures of impulsivity were positively related to alcohol consumption. In contrast, neither model-free nor model-based decision weights nor the trade-off between them were associated with alcohol consumption. There were also no significant associations between alcohol consumption and neural correlates of model-free or model-based decision quantities in either ventral striatum or ventromedial prefrontal cortex. Exploratory whole-brain functional magnetic resonance imaging analyses with a lenient threshold revealed early onset of drinking to be associated with an enhanced representation of model-free reward prediction errors in the posterior putamen. These results suggest that an imbalance between model-based goal-directed and model-free habitual control might rather not be a trait marker of alcohol intake per se.},
  language  = {en}
}
@misc{SeboldNebeGarbusowetal.2017,
  author    = {Sebold, Miriam Hannah and Nebe, Stephan and Garbusow, Maria and Schad, Daniel and Sommer, Christian and Rapp, Michael Armin and Smolka, Michael N. and Huys, Quentin J. M. and Schlagenhauf, Florian and Heinz, Andreas},
  title     = {Neurobiological correlates of learning and decision-making in alcohol dependence},
  series = {European psychiatry : the journal of the Association of European Psychiatrists},
  volume    = {41},
  journal   = {European psychiatry : the journal of the Association of European Psychiatrists},
  publisher = {Elsevier},
  address   = {Paris},
  issn      = {0924-9338},
  doi       = {10.1016/j.eurpsy.2017.01.084},
  pages     = {S11 -- S11},
  year      = {2017},
  language  = {en}
}