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Large-Scale Assessment of a Fully Automatic Co-Adaptive Motor Imagery-Based Brain Computer Interface
(2016)
In the last years Brain Computer Interface (BCI) technology has benefited from the development of sophisticated machine leaning methods that let the user operate the BCI after a few trials of calibration. One remarkable example is the recent development of co-adaptive techniques that proved to extend the use of BCIs also to people not able to achieve successful control with the standard BCI procedure. Especially for BCIs based on the modulation of the Sensorimotor Rhythm (SMR) these improvements are essential, since a not negligible percentage of users is unable to operate SMR-BCIs efficiently. In this study we evaluated for the first time a fully automatic co-adaptive BCI system on a large scale. A pool of 168 participants naive to BCIs operated the co-adaptive SMR-BCI in one single session. Different psychological interventions were performed prior the BCI session in order to investigate how motor coordination training and relaxation could influence BCI performance. A neurophysiological indicator based on the Power Spectral Density (PSD) was extracted by the recording of few minutes of resting state brain activity and tested as predictor of BCI performances. Results show that high accuracies in operating the BCI could be reached by the majority of the participants before the end of the session. BCI performances could be significantly predicted by the neurophysiological indicator, consolidating the validity of the model previously developed. Anyway, we still found about 22% of users with performance significantly lower than the threshold of efficient BCI control at the end of the session. Being the inter-subject variability still the major problem of BCI technology, we pointed out crucial issues for those who did not achieve sufficient control. Finally, we propose valid developments to move a step forward to the applicability of the promising co-adaptive methods.
According to the Selective Accessibility Model of anchoring, the comparison question in the standard anchoring paradigm activates information that is congruent with an anchor. As a consequence, this information will be more likely to become the basis for the absolute judgment which will therefore be assimilated toward the anchor. However, if the activated information overlaps with information that is elicited by the absolute judgment itself, the preceding comparative judgment should not exert an incremental effect and should fail to result in an anchoring effect. The present studies find this result when the comparative judgment refers to a general category and the absolute judgment refers to a subset of the general category that was activated by the anchor value. For example, participants comparing the average annual temperature in New York City to a high 102 °F judged the average winter, but not summer temperature to be higher than participants making no comparison. On the other hand, participants comparing the annual temperature to a low –4 °F judged the average summer, but not winter temperature to be lower than control participants. This pattern of results was shown also in another content domain. It is consistent with the Selective Accessibility Model but difficult to reconcile with other main explanations of the anchoring effect.
In der vorliegenden Arbeit wurde die Wirksamkeit einer Expositionstherapie in virtueller Realität bei Zahnbehandlungsphobikern untersucht. Über eine Vorher- und Nachher-Analyse sollte herausgefunden werden, inwieweit die Angst vor phobischen Stimuli reduziert werden kann.
Die Untersuchungen dieser Studie stützten sich auf zwei empirische EEG-Studien von Kenntner-Mabiala & Pauli (2005, 2008), die evaluierten, dass Emotionen, die Schmerzwahrnehmung und die Toleranz der Schmerzschwelle modulieren können. Zudem konnte in einer EEG-Studie von Leutgeb et al. (2011) gezeigt werden, dass Zahnbehandlungsphobiker eine Erhöhung der EKPs auf phobisches Stimulusmaterial aufwiesen. Die Frage nach dem Einfluss von emotionalen und phobischen Bildern auf die neuronale Verarbeitung sollte hier untersucht werden. Außerdem sollte herausgefunden werden welche Auswirkung emotionale und phobische Geräusche auf die Schmerzverarbeitung vor und nach der Therapie haben.
Die Probanden wurden an drei aufeinanderfolgenden Terminen untersucht. Der erste Termin beinhaltete die Diagnostik zur Zahnbehandlungsphobie und den experimentellen Teil, der sich in drei Teile pro Termin gliederte. Der erste Teil enthielt die Aufzeichnung des EEG unter Schmerzreizapplikation im Kontext emotionaler Geräusche (neutral, negativ, positiv & zahn) und das Bewerten dieser Schmerzreize bezüglich der Intensität und der Unangenehmheit des Schmerzes. Der zweite Teil enthielt Ratings zu Valenz und Arousal bezüglich dieser emotionalen Geräuschkategorien. Der dritte Teil enthielt die Aufzeichnung des EEG und das Rating zu Valenz und Arousal bezüglich emotionaler Bildkategorien (neutral, negativ, zahn).
Am zweiten Termin folgte die Expositionstherapie unter psychologischer Betreuung. Der dritte Termin diente zur Erfolgsmessung und verlief wie Termin eins.
Als Erfolgsmaße der Therapie dienten Selbstbeurteilungsfragebögen, Valenz- und Arousal-Ratings des Stimulusmaterials, Schmerzratings und die durch das EEG aufgezeichneten visuell Ereigniskorrelierten- und Somatosensorisch-Evozierten-Potentialen.
Die Ergebnisse zeigten, dass Geräusche mit unterschiedlichen emotionalen Kategorien zu eindeutig unterschiedlichen Valenz- und Arousalempfindungen bei Zahnbehandlungsphobikern führen. Die Studie konnte bestätigen, dass phobische Geräuschstimuli einen Einfluss auf die erhöhte Erregung bei Zahnbehandlungsphobikern haben, die nach der Intervention als weniger furchterregend empfunden werden. Zudem konnte erwiesen werden, dass Personen mit Zahnbehandlungsphobie durch das Hören phobischer Zahnbehandlungsgeräusche eine stärkere Schmerzempfindung aufwiesen als durch positive, neutrale und negative Geräusche. Die Ergebnisse der Somatosensorisch-Evozierten-Potenziale (N150, P260) im Vergleich der Vorher und Nachher-Analyse zeigten tendenzielle Modulationen, die jedoch nicht signifikant waren. Im Vergleich zur Prä-Messung nahm die N150 Amplitude in der Post-Messung für die schmerzhaften Stimuli während der phobischen und negativen Geräusche ab.
Außerdem wurden in dieser Studie parallel zum Geräuschparadigma weitere Sinnesmodalitäten mit phobie-relevanten Reizen anhand von Bildern getestet.
Parallel zu den Ergebnissen der Studie von Leutgeb et al. (2011) fanden wir eine verstärkte elektrokortikale Verarbeitung im Late-Positive-Potential (LPP) auf phobische Bilder bei Zahnbehandlungsphobikern. Die Erwartung, dass die verstärkte elektrokortikale Verarbeitung des LPPs auf phobische Bilder bei Zahnbehandlungsphobikern durch Intervention reduziert werden kann, konnte nicht belegt werden. Rein deskriptiv gehen die Ergebnisse aber in diese Richtung.
Auch das Verhalten änderte sich durch die Teilnahme an der Studie. Die Probanden gaben an, dass sich ihre Zahnbehandlungsangst nach der Expositionstherapie signifikant verringert hat. Das telefonische Follow-Up 6 Monate nach der Post-Messung zeigte, dass sich einige Probanden nach mehreren Jahren wieder in zahnärztliche Behandlung begeben haben.
Insgesamt kann diese Studie zeigen, dass Zahnbehandlungsphobie durch psychologische Intervention reduziert werden kann und auch die Angst vor phobischem Stimulusmaterial durch eine wiederholte Reizkonfrontation abnimmt. Jedoch konnte auf elektrokortikaler Ebene keine Modulation der Schmerzempfindung über emotionale Geräusche festgestellt werden.
Attention-Deficit/Hyperactivity Disorder (ADHD) is characterized by symptoms of inattentiveness and hyperactivity/impulsivity. Besides, increasing evidence points to ADHD patients showing emotional dysfunctions and concomitant problems in social life. However, systematic research on emotional dysfunctions in ADHD is still rare, and to date most studies lack conceptual differentiation between emotion processing and emotion regulation. The aim of this thesis was to systematically investigate emotion processing and emotion regulation in adult ADHD in a virtual reality paradigm implementing social interaction. Emotional reactions were assessed on experiential, physiological, and behavioral levels.
Experiment 1 was conducted to develop a virtual penalty kicking paradigm implying social feedback and to test it in a healthy sample. This paradigm should then be applied in ADHD patients later on. Pleasant and unpleasant trials in this paradigm consisted of hits respectively misses and subsequent feedback from a virtual coach. In neutral trials, participants were teleported to different spots of the virtual stadium. Results indicated increased positive affectivity (higher valence and arousal ratings, higher zygomaticus activations, and higher expression rates of positive emotional behavior) in response to pleasant compared to neutral trials. Reactions to unpleasant trials were contradictory, indicating increased levels of both positive and negative affectivity, compared to neutral trials. Unpleasant vs. neutral trials revealed lower valence ratings, higher arousal ratings, higher zygomaticus activations, slightly lower corrugator activations, and higher expression rates of both positive and negative emotional behavior. The intensity of emotional reactions correlated with experienced presence in the virtual reality.
To better understand the impact of hits or misses per se vs. hits or misses with coach feedback healthy participants’ emotional reactions, only 50% of all shots were followed by coach feedback in experiment 2. Neutral trials consisted of shots over the free soccer field which were followed by coach feedback in 50 % of all trials. Shots and feedback evoked more extreme valence and arousal ratings, higher zygomaticus activations, lower corrugator activations, and higher skin conductance responses than shots alone across emotional conditions. Again, results speak for the induction of positive emotions in pleasant trials whereas the induction of negative emotions in unpleasant trials seems ambiguous. Technical improvements of the virtual reality were reflected in higher presence ratings than in experiment 1.
Experiment 3 investigated emotional reactions of adult ADHD patients and healthy controls after emotion processing and response-focused emotion regulation. Participants successively
went through an ostensible online ball-tossing game (cyber ball) inducing negative emotions, and an adapted version of the virtual penalty kicking game. Throughout cyber ball, participants were included or ostracized by two other players in different experimental blocks. Participants were instructed to explicitly show, not regulate, or hide their emotions in different experimental blocks. Results provided some evidence for deficient processing of positive emotions in ADHD. Patients reported slightly lower positive affect than controls during cyber ball, gave lower valence ratings than controls in response to pleasant penalty kicking trials, and showed lower zygomaticus activations than controls especially during penalty kicking. Patients in comparison with controls showed slightly increased processing of unpleasant events during cyber ball (higher ratings of negative affect, especially in response to ostracism), but not during penalty kicking. Patients showed lower baseline skin conductance levels than controls, and impaired skin conductance modulations. Compared to controls, patients showed slight over-expression of positive as well as negative emotional behavior. Emotion regulation analyses revealed no major difficulties of ADHD vs. controls in altering their emotional reactions through deliberate response modulation. Moreover, patients reported to habitually apply adaptive emotion regulation strategies even more frequently than controls. The analyses of genetic high-risk vs. low-risk groups for ADHD across the whole sample revealed similar results as analyses for patients vs. controls for zygomaticus modulations during emotion processing, and for modulations of emotional reactions due to emotion regulation.
To sum up, the virtual penalty kicking paradigm proved to be successful for the induction of positive, but not negative emotions. The importance of presence in virtual reality for the intensity of induced emotions could be replicated. ADHD patients showed impaired processing of primarily positive emotions. Aberrations in negative emotional responding were less clear and need further investigation. Results point to adult ADHD in comparison to healthy controls suffering from baseline deficits in autonomic arousal and deficits in arousal modulation. Deficits of ADHD in the deliberate application of response-focused emotion regulation could not be found.
Previous studies of social phobia have reported an increased vigilance to social threat cues but also an avoidance of socially relevant stimuli such as eye gaze. The primary aim of this study was to examine attentional mechanisms relevant for perceiving social cues by means of abnormalities in scanning of facial features in patients with social phobia. In two novel experimental paradigms, patients with social phobia and healthy controls matched on age, gender and education were compared regarding their gazing behavior towards facial cues. The first experiment was an emotion classification paradigm which allowed for differentiating reflexive attentional shifts from sustained attention towards diagnostically relevant facial features. In the second experiment, attentional orienting by gaze direction was assessed in a gaze-cueing paradigm in which non-predictive gaze cues shifted attention towards or away from subsequently presented targets. We found that patients as compared to controls reflexively oriented their attention more frequently towards the eyes of emotional faces in the emotion classification paradigm. This initial hypervigilance for the eye region was observed at very early attentional stages when faces were presented for 150 ms, and persisted when facial stimuli were shown for 3 s. Moreover, a delayed attentional orienting into the direction of eye gaze was observed in individuals with social phobia suggesting a differential time course of eye gaze processing in patients and controls. Our findings suggest that basic mechanisms of early attentional exploration of social cues are biased in social phobia and might contribute to the development and maintenance of the disorder.
The affective dimensions of emotional valence and emotional arousal affect processing of verbal and pictorial stimuli. Traditional emotional theories assume a linear relationship between these dimensions, with valence determining the direction of a behavior (approach vs. withdrawal) and arousal its intensity or strength. In contrast, according to the valence-arousal conflict theory, both dimensions are interactively related: positive valence and low arousal (PL) are associated with an implicit tendency to approach a stimulus, whereas negative valence and high arousal (NH) are associated with withdrawal. Hence, positive, high-arousal (PH) and negative, low-arousal (NL) stimuli elicit conflicting action tendencies. By extending previous research that used several tasks and methods, the present study investigated whether and how emotional valence and arousal affect subjective approach vs. withdrawal tendencies toward emotional words during two novel tasks. In Study 1, participants had to decide whether they would approach or withdraw from concepts expressed by written words. In Studies 2 and 3 participants had to respond to each word by pressing one of two keys labeled with an arrow pointing upward or downward. Across experiments, positive and negative words, high or low in arousal, were presented. In Study 1 (explicit task), in line with the valence-arousal conflict theory, PH and NL words were responded to more slowly than PL and NH words. In addition, participants decided to approach positive words more often than negative words. In Studies 2 and 3, participants responded faster to positive than negative words, irrespective of their level of arousal. Furthermore, positive words were significantly more often associated with “up” responses than negative words, thus supporting the existence of implicit associations between stimulus valence and response coding (positive is up and negative is down). Hence, in contexts in which participants' spontaneous responses are based on implicit associations between stimulus valence and response, there is no influence of arousal. In line with the valence-arousal conflict theory, arousal seems to affect participants' approach-withdrawal tendencies only when such tendencies are made explicit by the task, and a minimal degree of processing depth is required.
„Perspective-taking“ is the ability to put yourself into the place of somebody else. Psychological research distinguishes three kinds of perspective-taking, namely, perceptual (visuo-spatial), affective (empathy), and cognitive (theory of mind) perspective-taking. The last two kinds of perspective-taking are often summarized as “psychological perspective-taking”. This dissertation tackles the question of whether these three kinds of perspective-taking should be conceptualized as independent constructs or as facets of one and the same construct.
Prior research findings concerning this are equivocal. While some authors consider correlations between the different kinds of perspective-taking as too low for a unitary construct, others interpret correlations of the same magnitude as evidence for this. A less arbitrary way of deciding this would be to identify common mechanisms that underlie all kinds of perspective-taking and to examine whether manipulating these mechanisms in psychological experiments affects measures of perceptual, affective, and cognitive perspective-taking in parallel.
In accordance with this reasoning, the present dissertation assumes that the mental self-rotation of the body schema into the physical location of another person, the main mechanism of perceptual perspective-taking, is a common mechanism of all kinds of perspective-taking. Thus, contrary to previous research a unitary construct is not only justified on the grounds of a common central functionality of all kinds of perspective-taking, that is, overcoming one’s egocentrism in favor of an alternative (perceptual, affective or cognitive) point of view, but additionally on the grounds of a common psychological mechanism. From this, the simple hypothesis that inducing visuo-spatial perspective-taking also leads to psychological consequences is derived. This hypothesis was tested in 6 experiments.
In these experiments, participants first had to adopt the visual perspective of another person. To this end, they saw a person sitting at a table with two objects. During every trial, participants had to decide which hand the person would have to use in order to grab one of the two objects. Furthermore, the angular disparity between the participant and the target was manipulated in such a way that during half of the trials the target person was within the same visuo-spatial reference frame as the participant and thus no perspective-taking was necessary to solve the task correctly. During the remaining trials, the target person was sitting in another visuo-spatial reference frame so that the participants had to engage in perspective-taking to solve the task correctly. After every such trial, the target person was imbued with a mental state. This was done using an adapted paradigm for the investigation of the anchoring heuristic. Specifically, participants were asked to answer a trivia question and also saw what the target person from the visuo-spatial perspective-taking task was guessing.
In line with the hypothesis that visuo-spatial perspective-taking leads to psychological outcomes, too, it was found that participants adopted the thoughts of the target person more strongly after visuo-spatial perspective-taking. This was evident in the absolute size of the anchoring effect, as well as the differences between participant and target estimations. Further experiments ruled out sample and stimulus characteristics and task difficulty as alternative explanations for these effects. The last two experiments furthermore established that the effects were specific to constellations where an embodied self-rotation into the target’s perspective was necessary and that the adoption of the target’s thoughts was associated with feelings of similarity.
Taken together, these findings support the theoretically elaborated unitary view of perspective-taking and furthermore distinguish this construct from other related phenomena. In the general discussion, the significance of these findings for research on empathy, theory of mind, and perspective-taking, as well as practical implications are discussed.
Studies with the retro-cue paradigm have shown that validly cueing objects in visual working memory long after encoding can still benefit performance on subsequent change detection tasks. With regard to the effects of invalid cues, the literature is less clear. Some studies reported costs, others did not. We here revisit two recent studies that made interesting suggestions concerning invalid retro-cues: One study suggested that costs only occur for larger set sizes, and another study suggested that inclusion of invalid retro-cues diminishes the retro-cue benefit. New data from one experiment and a reanalysis of published data are provided to address these conclusions. The new data clearly show costs (and benefits) that were independent of set size, and the reanalysis suggests no influence of the inclusion of invalid retro-cues on the retro-cue benefit. Thus, previous interpretations may be taken with some caution at present.
Gaze-independent brain-computer interfaces (BCIs) are a possible communication channel for persons with paralysis. We investigated if it is possible to use auditory stimuli to create a BCI for the Japanese Hiragana syllabary, which has 46 Hiragana characters. Additionally, we investigated if training has an effect on accuracy despite the high amount of different stimuli involved. Able-bodied participants (N = 6) were asked to select 25 syllables (out of fifty possible choices) using a two step procedure: First the consonant (ten choices) and then the vowel (five choices). This was repeated on 3 separate days. Additionally, a person with spinal cord injury (SCI) participated in the experiment. Four out of six healthy participants reached Hiragana syllable accuracies above 70% and the information transfer rate increased from 1.7 bits/min in the first session to 3.2 bits/min in the third session. The accuracy of the participant with SCI increased from 12% (0.2 bits/min) to 56% (2 bits/min) in session three. Reliable selections from a 10 × 5 matrix using auditory stimuli were possible and performance is increased by training. We were able to show that auditory P300 BCIs can be used for communication with up to fifty symbols. This enables the use of the technology of auditory P300 BCIs with a variety of applications.
Endogenous Testosterone and Exogenous Oxytocin Modulate Attentional Processing of Infant Faces
(2016)
Evidence indicates that hormones modulate the intensity of maternal care. Oxytocin is known for its positive influence on maternal behavior and its important role for childbirth. In contrast, testosterone promotes egocentric choices and reduces empathy. Further, testosterone decreases during parenthood which could be an adaptation to increased parental investment. The present study investigated the interaction between testosterone and oxytocin in attentional control and their influence on attention to baby schema in women. Higher endogenous testosterone was expected to decrease selective attention to child portraits in a face-in-the-crowd-paradigm, while oxytocin was expected to counteract this effect. As predicted, women with higher salivary testosterone were slower in orienting attention to infant targets in the context of adult distractors. Interestingly, reaction times to infant and adult stimuli decreased after oxytocin administration, but only in women with high endogenous testosterone. These results suggest that oxytocin may counteract the adverse effects of testosterone on a central aspect of social behavior and maternal caretaking.