ArticleNeuroinformatics2019
The Decision Decoding ToolBOX (DDTBOX) - A Multivariate Pattern Analysis Toolbox for Event-Related Potentials.
Article in Neuroinformatics, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
23 citing papers in PubMed.
- The diverse relationship between self-prioritization effect and emotional valence: Self-positivity bias and self-negative repulsion.Cognitive, affective & behavioral neuroscience · 2026Article
- Exposure to Vape Products Elicits Neural Activity Patterns Indicative of Approach Motivation Among Young People.Addiction biology · 2026Article
- The late positive component in recognition memory is linked to mnemonic evidence accumulation.Imaging neuroscience (Cambridge, Mass.) · 2026Article
- Sleepiness but neither fluid nor crystallized intelligence can be predicted from resting-state electroencephalography - Evidence from the large scale CoScience EEG-Personality Project.Cognitive, affective & behavioral neuroscience · 2025Article
- Limited Evidence for Probabilistic Cueing Effects on Grating-Evoked Event-Related Potentials and Orientation Decoding Performance.Psychophysiology · 2025Article
- Decoding in the Fourth Dimension: Classification of Temporal Patterns and Their Generalization Across Locations.Human brain mapping · 2025Article
- The causal mechanisms underlying analogical reasoning performance improvement by executive attention intervention.Human brain mapping · 2023Article
- Position representations of moving objects align with real-time position in the early visual response.eLife · 2023Article
- Decision trees for early prediction of inadequate immune response to coronavirus infections: a pilot study on COVID-19.Frontiers in medicine · 2023Article
- The influence of error detection and error significance on neural and behavioral correlates of error processing in a complex choice task.Cognitive, affective & behavioral neuroscience · 2022Article
- Brainwave Phase Stability: Predictive Modeling of Irrational Decision.Frontiers in psychology · 2022Article
- Neurons in inferior temporal cortex are sensitive to motion trajectory during degraded object recognition.Cerebral cortex communications · 2022Article
- Decoding continuous variables from event-related potential (ERP) data with linear support vector regression using the Decision Decoding Toolbox (DDTBOX).Frontiers in neuroscience · 2022Article
- Early EEG responses to pre-electoral survey items reflect political attitudes and predict voting behavior.Scientific reports · 2021Article
- Neural patterns during anticipation predict emotion regulation success for reappraisal.Cognitive, affective & behavioral neuroscience · 2020Article
- Role of spontaneous and sensory orexin network dynamics in rapid locomotion initiation.Progress in neurobiology · 2020Article
- MVPA-Light: A Classification and Regression Toolbox for Multi-Dimensional Data.Frontiers in neuroscience · 2020Article
- MVPANI: A Toolkit With Friendly Graphical User Interface for Multivariate Pattern Analysis of Neuroimaging Data.Frontiers in neuroscience · 2020Article
- Preserved performance monitoring and error detection in left hemisphere stroke.NeuroImage. Clinical · 2020Article
- Does cognitive control ability mediate the relationship between reward-related mechanisms, impulsivity, and maladaptive outcomes in adolescence and young adulthood?Cognitive, affective & behavioral neuroscience · 2019Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
Abstract
In recent years, neuroimaging research in cognitive neuroscience has increasingly used multivariate pattern analysis (MVPA) to investigate higher cognitive functions. Here we present DDTBOX, an open-source MVPA toolbox for electroencephalography (EEG) data. DDTBOX runs under MATLAB and is well integrated with the EEGLAB/ERPLAB and Fieldtrip toolboxes (Delorme and Makeig 2004; Lopez-Calderon and Luck 2014; Oostenveld et al. 2011). It trains support vector machines (SVMs) on patterns of event-related potential (ERP) amplitude data, following or preceding an event of interest, for classification or regression of experimental variables. These amplitude patterns can be extracted across space/electrodes (spatial decoding), time (temporal decoding), or both (spatiotemporal decoding). DDTBOX can also extract SVM feature weights, generate empirical chance distributions based on shuffled-labels decoding for group-level statistical testing, provide estimates of the prevalence of decodable information in the population, and perform a variety of corrections for multiple comparisons. It also includes plotting functions for single subject and group results. DDTBOX complements conventional analyses of ERP components, as subtle multivariate patterns can be detected that would be overlooked in standard analyses. It further allows for a more explorative search for information when no ERP component is known to be specifically linked to a cognitive process of interest. In summary, DDTBOX is an easy-to-use and open-source toolbox that allows for characterising the time-course of information related to various perceptual and cognitive processes. It can be applied to data from a large number of experimental paradigms and could therefore be a valuable tool for the neuroimaging community.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.