10 research outputs found
Adding a Piece to the Puzzle? The Allocation of Figurative Language Comprehension into the CHC Model of Cognitive Abilities
The study aimed to investigate the allocation of figurative language comprehension (FLC) within the CattellâHornâCarroll (CHC) model of cognitive abilities, using three newly developed tests: the Reverse Paraphrase Test (RPT), the Literal Paraphrase Test (LPT), and the Proverb Test (PT). The analysis of a sample of 909 participants revealed that the RPT and LPT measured a unidimensional construct of FLC, while the PT was excluded due to insufficient fit. Combining RPT and LPT items, various models were evaluated, with a bifactor S-1 model showing the best fit, indicating the influence of a general factor (representing FLC) and test-specific method factors. The study explored FLC allocation within the CHC model, supporting its consideration as a distinct factor under the g factor. Examining the nomological network, significant correlations emerged between the Intellectual Curiosity and Aesthetic Sensitivity facets of Openness and FLC, which were comparable in size to the relation with general ability. In conclusion, the study enhances the understanding of FLC within the CHC model, advocating its recognition as a distinct factor. Correlations with Openness facets suggest valuable insights into the interplay between cognitive abilities and personality, necessitating further research for a deeper exploration of this relation.Land Berlin, SenatskanzleiâWissenschaft und ForschungPeer Reviewe
Validation of natural language processing methods capturing semantic incoherence in the speech of patients with non-affective psychosis
Background: Impairments in speech production are a core symptom of non-affective psychosis (NAP). While traditional clinical ratings of patientsâ speech involve a subjective human factor, modern methods of natural language processing (NLP) promise an automatic and objective way of analyzing patientsâ speech. This study aimed to validate NLP methods for analyzing speech production in NAP patients.
Methods: Speech samples from patients with a diagnosis of schizophrenia or schizoaffective disorder were obtained at two measurement points, 6âmonths apart. Out of Nâ=â71 patients at T1, speech samples were also available for Nâ=â54 patients at T2. Global and local models of semantic coherence as well as different word embeddings (word2vec vs. GloVe) were applied to the transcribed speech samples. They were tested and compared regarding their correlation with clinical ratings and external criteria from cross-sectional and longitudinal measurements.
Results: Results did not show differences for global vs. local coherence models and found more significant correlations between word2vec models and clinically relevant outcome variables than for GloVe models. Exploratory analysis of longitudinal data did not yield significant correlation with coherence scores.
Conclusion: These results indicate that natural language processing methods need to be critically validated in more studies and carefully selected before clinical application
Modeling Incoherent Discourse in Non-Affective Psychosis
Background: Computational linguistic methodology allows quantification of speech abnormalities in non-affective psychosis. For this patient group, incoherent speech has long been described as a symptom of formal thought disorder. Our study is an interdisciplinary attempt at developing a model of incoherence in non-affective psychosis, informed by computational linguistic methodology as well as psychiatric research, which both conceptualize incoherence as associative loosening. The primary aim of this pilot study was methodological: to validate the model against clinical data and reduce bias in automated coherence analysis.
Methods: Speech samples were obtained from patients with a diagnosis of schizophrenia or schizoaffective disorder, who were divided into two groups of n = 20 subjects each, based on different clinical ratings of positive formal thought disorder, and n = 20 healthy control subjects.
Results: Coherence metrics that were automatically derived from interview transcripts significantly predicted clinical ratings of thought disorder. Significant results from multinomial regression analysis revealed that group membership (controls vs. patients with vs. without formal thought disorder) could be predicted based on automated coherence analysis when bias was considered. Further improvement of the regression model was reached by including variables that psychiatric research has shown to inform clinical diagnostics of positive formal thought disorder.
Conclusions: Automated coherence analysis may capture different features of incoherent speech than clinical ratings of formal thought disorder. Models of incoherence in non-affective psychosis should include automatically derived coherence metrics as well as lexical and syntactic features that influence the comprehensibility of speech
Whodunnit? Electrophysiological correlates of agency judgements.
Sense of agency refers to the feeling that "I" am responsible for those external events that are directly produced by one's own voluntary actions. Recent theories distinguish between a non-conceptual "feeling" of agency linked to changes in the processing of self-generated sensory events, and a higher-order judgement of agency, which attributes sensory events to the self. In the current study we explore the neural correlates of the judgement of agency by means of electrophysiology. We measured event-related potentials to tones that were either perceived or not perceived as triggered by participants' voluntary actions and related these potentials to later judgements of agency over the tones. Replicating earlier findings on predictive sensory attenuation, we found that the N1 component was attenuated for congruent tones that corresponded to the learned action-effect mapping as opposed to incongruent tones that did not correspond to the previously acquired associations between actions and tones. The P3a component, but not the N1, directly reflected the judgement of agency: deflections in this component were greater for tones judged as self-generated than for tones judged as externally produced. The fact that the outcome of the later agency judgement was predictable based on the P3a component demonstrates that agency judgements incorporate early information processing components and are not purely reconstructive, post-hoc evaluations generated at time of judgement
The sense of agency for actions. Results from an electrophysiological experiment
âSense of agencyâ refers to the feeling that oneself is responsible for those external events that are directly produced by oneâs own voluntary actions. Recent theories distinguish between a non-conceptual ââfeelingââ of agency linked to changes in the processing of self-generated sensory events, and a higher-order âjudgmentâ of agency, which attributes sensory events to the self. In the current study (KĂŒhn et al. 2011), we explore the neural correlates of the judgment of agency by means of electrophysiology. We measured event-related potentials to tones that were either perceived or not perceived as triggered by participantsâ voluntary actions, and related these potentials to later judgments of agency over the tones. We investigated whether N1, P3a and the movement-related cortical potentials, as potential electrophysiological markers of first-step feeling of agency processing predict the outcome of the later agency judgment.
The experimental design was based on Sato and Yasuda. Participants learned that certain actions resulted in certain consequences in the environment (tones). They were then introduced to an ambiguous context in which tone congruency and delay were manipulated. The participants had to judge whether presented tones where self-generated or externally produced. Replicating earlier findings on predictive sensory attenuation, we found that the N1 component was attenuated for congruent tones that corresponded to the learned action-effect mapping as opposed to incongruent tones that did not correspond to the previously acquired associations between actions and tones. In addition, it was found that the N1 attenuation depends on learning. We then focused our analysis on the most ambiguous condition, namely, congruent tones presented with 300 ms delay. We divided these identical trials according to the judgments of whether each individual tone was self- or externally-produced. The P3a component, but not the N1, directly reflected the judgment of agency: deflections in this component were greater for tones judged as self-generated than for tones judged as externally produced. No significant correlation could be found between the agency judgments and the movement-related cortical potentials.
The fact that the outcome of the later agency judgment was predictable based on the P3a component demonstrates that agency judgments incorporate early information processing components and are not purely reconstructive, post-hoc evaluations generated at the time of judgment.Das GefĂŒhl der Urheberschaft von Handlungen (âsense of agencyâ) beschreibt
das GefĂŒhl, selbst verantwortlich fĂŒr Konsequenzen eigener Handlungen in der
Umwelt zu sein. In theoretischen Modellen wird zwischen einem impliziten
UrheberschaftsgefĂŒhl, das mit der Verarbeitung selbst-generierter sensorischer Reize
in Zusammenhang steht, und einem expliziten Urheberschaftsurteil, bei welchem ein
sensorischer Reiz dem Selbst zugeschrieben wird, unterschieden. In der
vorliegenden Studie (KĂŒhn et al. 2011) untersuchten wir die neuronalen Korrelate
expliziter Urheberschaftsurteile mittels Elektroenzephalographie (EEG). Mit einem
akustischen Reiz assoziierte ereigniskorrelierte Potentiale (ERP), die entweder als
durch einen eigenen Tastendruck ausgelöst oder als fremdproduziert erlebt wurden,
korrelierten wir mit den darauffolgenden expliziten Urheberschaftsurteilen. So konnten
wir untersuchen, ob N1-, P3a- und die bewegungsabhÀngigen kortikalen Potentiale
als potenzielle elektrophysiologische Marker fĂŒr das implizite UrheberschaftsgefĂŒhl
spÀtere explizite Urheberschaftsurteile prÀdizieren können.
Das experimentelle Design basierte auf einem von Sato und Yasuda
entwickelten Experiment. Zu Beginn des Experiments (Lernphase, mapping) lernten
die Probanden eine Handlung-Effekt-Sequenz (linker bzw. rechter Tastendruck â
hochfrequenter bzw. niederfrequenter Ton). Im eigentlichen Experiment wurde dann
eine AmbiguitĂ€t bezĂŒglich der Urheberschaft hergestellt. Die Töne wurden kongruent
oder inkongruent zu der Lernphase und mit drei zeitlichen Intervallen zum
Tastendruck (100, 300 und 600 ms) prÀsentiert. Die Probanden sollten beurteilen
(Urheberschaftsurteil), ob die gehörten Töne aus den eigenen Handlungen
resultierten oder unabhÀngig davon, durch den Computer generiert auftraten.
Wir replizierten einen bekannten Effekt prÀdiktiver sensorischer Attenuierung,
bei dem die Amplitude der N1-Komponente bei Tönen, die der gelernten Handlungs-
Effekt-Sequenz entsprachen (Kongruenz) im Gegensatz zu solchen, bei denen die
gelernte Sequenz nicht beibehalten wurde, vermindert war. ZusÀtzlich konnten wir
zeigen, dass dieser N1-Effekt von Lernprozessen abhĂ€ngig ist. Bei Analyse der experimentellen Bedingung mit der höchsten AmbiguitĂ€t â kongruenten Tönen mit
300 ms Intervall zwischen Tastendruck und Ton â wurden dann die identischen
EinzeldurchgĂ€nge ausschlieĂlich nach den subjektiven, expliziten Urteilen ĂŒber die
Urheberschaft (Selbst- oder Computer-generiert) unterteilt. Die P3a-, jedoch nicht die
N1-Komponente, schien hier im Zusammenhang mit den Urheberschaftsurteilen zu
stehen: Die P3a-Komponente war fĂŒr Töne attenuiert, die als selbstproduziert
empfunden wurden. Keine signifikante Korrelation konnte zwischen den
bewegungsabhÀngigen kortikalen Potentialen und den Urheberschaftsurteilen
gefunden werden.
Die Tatsache, dass die spÀteren expliziten Urheberschaftsurteile durch die
Amplitude der P3a Komponente des ERP prĂ€dizierbar war, spricht dafĂŒr, dass
Urheberschaftsurteile unter anderem auch durch neurale Ereignisse, die zeitlich sehr
nah am Stimulus liegen, beeinflusst werden und somit nicht ausschlieĂlich einen
rekonstruktiven, post-hoc Prozess darstellen
Emoji Norming
We introduce a novel dataset of affective, semantic, and descriptive norms for all facial emojis. We gathered and examined subjective ratings from 138 German speakers along five essential dimensions: valence, arousal, familiarity, clarity, and visual complexity. Additionally, we provide absolute frequency counts of emoji use, drawn from an extensive Twitter corpus. Our results replicate the well-established quadratic relationship between arousal and valence of lexical items, also known for words. We also report associations among the variables: for example, subjective familiarity is strongly correlated with usage frequency, and positively associated with valence and clarity.
To establish the meanings associated with face emojis, we asked for up to three descriptions for each emoji. Using this linguistic data, we computed vector embeddings for each emoji, enabling an exploration of their distribution within the semantic space. Our description based emoji vector embeddings not only capture typical meaning components of emojis, such as their valence, but also surpass simple definitions and direct emoji2vec models
Emoji Homophones
Code and experimental data for our self-paced reading study on the processing of emojis in sentences
Schematic Drawing of the experimental design.
<p>Schematic Drawing of the experimental design.</p
Plots displaying mean signal averaged over electrodes F3, Fz, F4, FC1, FCz, FC2.
<p>(A) Interaction plot of component (N1 vs. P3a) and condition (congruent vs. incongruent tones), (B) Interaction plot of component (N1 vs. P3a) and condition (âmeâ vs. âsomebody elseâ agency judgement, median split in trials with congruent tones and delay 300 ms). * indicates a significant post-hoc t-test.</p
Behavioral effects of agency judgement.
<p>Error bars depict standard error of the mean.</p