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constants.py
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# Channels of interest
INCLUDED_CHANNELS = [
'EEG FP1',
'EEG FP2',
'EEG F3',
'EEG F4',
'EEG C3',
'EEG C4',
'EEG P3',
'EEG P4',
'EEG O1',
'EEG O2',
'EEG F7',
'EEG F8',
'EEG T3',
'EEG T4',
'EEG T5',
'EEG T6',
'EEG FZ',
'EEG CZ',
'EEG PZ']
# Resampling frequency
FREQUENCY = 200
# All seizure labels available in TUH
ALL_LABEL_DICT = {'fnsz': 0, 'gnsz': 1, 'spsz': 2, 'cpsz': 3,
'absz': 4, 'tnsz': 5, 'tcsz': 6, 'mysz': 7}
CORTEX_REGIONS = [
'Pre-Frontal Lobe',
'Frontal Lobe',
'Parietal Lobe',
'Temporal Lobe',
'Occipital Lobe',
'Central Gyrus'
]
ELECTRODES_BROADMANN_MAPPING = {
'EEG FP1': 'BA10 Left',
'EEG FP2': 'BA10 Right',
'EEG F3': 'BA9 Left',
'EEG F4': 'BA9 Right',
'EEG C3': 'BA1 Left',
'EEG C4': 'BA1 Right',
'EEG P3': 'BA39 Left',
'EEG P4': 'BA39 Right',
'EEG O1': 'BA18 Left',
'EEG O2': 'BA18 Right',
'EEG F7': 'BA45 Left',
'EEG F8': 'BA45 Right',
'EEG T3': 'BA42/22 Left',
'EEG T4': 'BA42/22 Right',
'EEG T5': 'BA19 Left',
'EEG T6': 'BA19 Right',
'EEG FZ': 'BA6 Left',
'EEG CZ': 'BA4 Right',
'EEG PZ': 'BA7 Left'
}
# Source: Wikipedia - For central gyrus, both precentral and postcentral are used. Source for postcentral gyrus: https://www.ncbi.nlm.nih.gov/books/NBK549825/
CORTEX_REGIONS_DESCRIPTIONS = {
'Pre-Frontal Lobe': """
The basic activity of pre-frontal lobe brain region is considered to be orchestration of thoughts and actions in accordance with internal goals. Many authors have indicated an integral link between a person's will to live, personality, and the functions of the prefrontal cortex.
This brain region has been implicated in executive functions, such as planning, decision making, working memory, personality expression, moderating social behavior and controlling certain aspects of speech and language. Executive function relates to abilities to differentiate among conflicting thoughts, determine good and bad, better and best, same and different, future consequences of current activities, working toward a defined goal, prediction of outcomes, expectation based on actions, and social "control" (the ability to suppress urges that, if not suppressed, could lead to socially unacceptable outcomes).
The frontal cortex supports concrete rule learning. More anterior regions along the rostro-caudal axis of frontal cortex support rule learning at higher levels of abstraction.
""",
'Frontal Lobe': """
The frontal lobe is covered by the frontal cortex. The frontal cortex includes the premotor cortex and the primary motor cortex, parts of the motor cortex. The front part of the frontal cortex is covered by the prefrontal cortex. The nonprimary motor cortex is a functionally defined portion of the frontal lobe.
There are four principal gyri in the frontal lobe. The precentral gyrus is directly anterior to the central sulcus, running parallel to it and contains the primary motor cortex, which controls voluntary movements of specific body parts. Three horizontally arranged subsections of the frontal gyrus are the superior frontal gyrus, the middle frontal gyrus, and the inferior frontal gyrus. The inferior frontal gyrus is divided into three parts the orbital part, the triangular part and the opercular part.
The frontal lobe contains most of the dopamine neurons in the cerebral cortex. The dopaminergic pathways are associated with reward, attention, short-term memory tasks, planning, and motivation. Dopamine tends to limit and select sensory information coming from the thalamus to the forebrain.
""",
'Parietal Lobe': """
The parietal lobe integrates sensory information among various modalities, including spatial sense and navigation (proprioception), the main sensory receptive area for the sense of touch in the somatosensory cortex which is just posterior to the central sulcus in the postcentral gyrus, and the dorsal stream of the visual system. The major sensory inputs from the skin (touch, temperature, and pain receptors), relay through the thalamus to the parietal lobe.
Several areas of the parietal lobe are important in language processing. The somatosensory cortex can be illustrated as a distorted figure, the cortical homunculus (Latin: "little man") in which the body parts are rendered according to how much of the somatosensory cortex is devoted to them. The superior parietal lobule and inferior parietal lobule are the primary areas of body or spatial awareness. A lesion commonly in the right superior or inferior parietal lobule leads to hemineglect.
""",
'Temporal Lobe': """
The temporal lobe is involved in processing sensory input into derived meanings for the appropriate retention of visual memory, language comprehension, and emotion association. Temporal refers to the head's temples.
Visual memories
The temporal lobe communicates with the hippocampus and plays a key role in the formation of explicit long-term memory modulated by the amygdala.
Processing sensory input Auditory
Adjacent areas in the superior, posterior, and lateral parts of the temporal lobes are involved in high-level auditory processing. The temporal lobe is involved in primary auditory perception, such as hearing, and holds the primary auditory cortex. The primary auditory cortex receives sensory information from the ears and secondary areas process the information into meaningful units such as speech and words. The superior temporal gyrus includes an area (within the lateral fissure) where auditory signals from the cochlea first reach the cerebral cortex and are processed by the primary auditory cortex in the left temporal lobe.
Visual
The areas associated with vision in the temporal lobe interpret the meaning of visual stimuli and establish object recognition. The ventral part of the temporal cortices appear to be involved in high-level visual processing of complex stimuli such as faces (fusiform gyrus) and scenes (parahippocampal gyrus). Anterior parts of this ventral stream for visual processing are involved in object perception and recognition.
Language recognition
The temporal lobe holds the primary auditory cortex, which is important for the processing of semantics in both language and vision in humans. Wernicke's area, which spans the region between temporal and parietal lobes, plays a key role (in tandem with Broca's area in the frontal lobe) in language comprehension, whether spoken language or signed language. FMRI imaging shows these portions of the brain are activated by signed or spoken languages. These areas of the brain are active in children's language acquisition whether accessed via hearing a spoken language, watching a signed language, or via hand-over-hand tactile versions of a signed language.
The functions of the left temporal lobe are not limited to low-level perception but extend to comprehension, naming, and verbal memory.
New memories
The medial temporal lobes (near the sagittal plane) are thought to be involved in encoding declarative long term memory. The medial temporal lobes include the hippocampi, which are essential for memory storage, therefore damage to this area can result in impairment in new memory formation leading to permanent or temporary anterograde amnesia.
""",
'Occipital Lobe': """
The occipital lobe is the visual processing center of the mammalian brain containing most of the anatomical region of the visual cortex. The primary visual cortex is Brodmann area 17, commonly called V1 (visual one). Human V1 is located on the medial side of the occipital lobe within the calcarine sulcus; the full extent of V1 often continues onto the occipital pole. V1 is often also called striate cortex because it can be identified by a large stripe of myelin, the Stria of Gennari. Visually driven regions outside V1 are called extrastriate cortex. There are many extrastriate regions, and these are specialized for different visual tasks, such as visuospatial processing, color differentiation, and motion perception. Bilateral lesions of the occipital lobe can lead to cortical blindness.
""",
'Central Gyrus': """
Contains both the precentral gyrus and postcentral gyrus.
precentral gyrus:
The precentral gyrus is specialised for sending signals down to the spinal cord for movement. As they travel down through the cerebral white matter, the motor axons move closer together and form part of the posterior limb of the internal capsule. They continue down into the brainstem, where some of them, after crossing over to the contralateral side, distribute to the cranial nerve motor nuclei. (Note: a few motor fibers synapse with lower motor neurons on the same side of the brainstem). After crossing over to the contralateral side in the medulla oblongata (pyramidal decussation), the axons travel down the spinal cord as the lateral corticospinal tract. Fibers that do not cross over in the brainstem travel down the separate ventral corticospinal tract and most of them cross over to the contralateral side in the spinal cord, shortly before reaching the lower motor neurons.
postcentral gyrus:
The postcentral gyrus is found on the lateral surface of the anterior parietal lobe, caudal to the central sulcus, and corresponds to Brodmann areas 3b, 1, and 2. The primary somatosensory cortex perceives sensations on the contralateral side. The topographic organization of this region is known as the sensory homunculus, or “little man.” This organization of the somatosensory map is such that the medial aspect is responsible for lower extremity sensation, the dorsolateral aspect is responsible for the upper extremity, and the most lateral aspect is responsible for the face, lips, and tongue. However, regions of the homunculus that require high sensory acuity and resolution take up a larger area on the somatosensory map. For example, the hands, face, and lips necessitate fine somatosensory perception relative to other regions, such as the leg or torso. The postcentral gyrus also houses the secondary somatosensory cortex, which appears to play a role in the integration of somatosensory stimuli and memory formation.
""",
}
ELECTRODES_REGIONS = {
'EEG FP1': 'Pre-Frontal Lobe',
'EEG FP2': 'Pre-Frontal Lobe',
'EEG F3': 'Frontal Lobe',
'EEG F4': 'Frontal Lobe',
'EEG C3': 'Central Gyrus',
'EEG C4': 'Central Gyrus',
'EEG P3': 'Parietal Lobe',
'EEG P4': 'Parietal Lobe',
'EEG O1': 'Occipital Lobe',
'EEG O2': 'Occipital Lobe',
'EEG F7': 'Frontal Lobe',
'EEG F8': 'Frontal Lobe',
'EEG T3': 'Temporal Lobe',
'EEG T4': 'Temporal Lobe',
'EEG T5': 'Temporal Lobe',
'EEG T6': 'Temporal Lobe',
'EEG FZ': 'Frontal Lobe',
'EEG CZ': 'Central Gyrus',
'EEG PZ': 'Parietal Lobe'
}
meta_node_indices = {}
for cortex_region in CORTEX_REGIONS:
meta_node_indices[cortex_region] = []
for i, node in enumerate(INCLUDED_CHANNELS):
cortex_region = ELECTRODES_REGIONS[node]
meta_node_indices[cortex_region].append(i)
META_NODE_INDICES = list(meta_node_indices.values())
# Source: http://www.stresstherapysolutions.com/uploads/Brodmann-Detail-Genardi.pdf
BROADMANN_AREA_DESCRIPTIONS = {
'BA10 Left': """
Part of the prefrontal cortex - Middle frontal gyrus
Memory:
Working memory
Spatial memory
Memory encoding and recognition
Memory retrieval
Event- and time-based prospective memory
Prospective memory
Intentional forgetting
Language:
Syntactic processing
Metaphor comprehension
Word-stem completion
Verb generation
Auditory:
Nonspeech processing (monaural stimulus)
Other:
Processing emotional stimuli
Processing emotions and self-reflections in decision making
Calculation / numerical processes
Intention/sensory feedback conflict detection
Pleasant and unpleasant emotions
Response to painful thermal stimuli
Joint attention
""",
'BA10 Right': """
Part of the prefrontal cortex - Middle frontal gyrus
Memory:
Working memory
Spatial memory
Memory encoding and recognition
Memory retrieval
Event- and time-based prospective memory
Prospective memory
Intentional forgetting
Auditory:
Nonspeech processing (monaural stimulus)
Other:
Processing emotional stimuli
Decision making (involving conflict and reward)
Calculation / numerical processes
Intention/sensory feedback conflict detection
Smelling familiar odors
Pleasant and unpleasant emotions
Response to painful thermal stimuli
Joint attention
""",
'BA9 Left': """
Part of the prefrontal cortex - Middle frontal gyrus
Memory:
Working memory
Spatial memory
Short-term memory
Memory encoding and recognition
Memory retrieval
Recency judgments
Motor:
Executive control of behavior
Language:
Syntactic processing
Metaphor comprehension
Verbal fluency
Semantic categorization
Word-stem completion
Generating sentences
Other:
Error processing/detection
Attention to human voices
Processing emotional stimuli
Processing emotions and self-reflections in decision making
Inferential reasoning
Calculation / numerical processes
Attribution of intention to others
Intention/sensory feedback conflict detection
Pleasant and unpleasant emotions
""",
'BA9 Right': """
Part of the prefrontal cortex - Middle frontal gyrus
Memory:
Working memory
Spatial memory
Short-term memory
Memory encoding and recognition
Memory retrieval
Recency judgments
Motor:
Executive control of behavior
Other:
Error processing/detection
Attention to human voices
Processing emotional stimuli
Inferential reasoning
Planning
Calculation / numerical processes
Attribution of intention to others
Intention/sensory feedback conflict detection
Smelling familiar odors
Pleasant and unpleasant emotions
""",
'BA1 Left': """
Primary somatosensory cortex - Postcentral gyrus
Somatosensory:
Localization of touch
Localization of temperature
Localization of vibration
Localization of pain
Finger proprioception
Voluntary hand movement
Volitional swallowing
Skillful coordinated orofacial movement (i.e. whistling)
Other
Somatosensory mirror neuron system
Touch anticipation (i.e. tickling)
Mirror neurons for speech perception
Motor learning
""",
'BA1 Right': """
Primary somatosensory cortex - Postcentral gyrus
Somatosensory:
Localization of touch
Localization of temperature
Localization of vibration
Localization of pain
Finger proprioception
Voluntary hand movement
Volitional swallowing
Skillful coordinated orofacial movement (i.e. whistling)
Other
Somatosensory mirror neuron system
Touch anticipation (i.e. tickling)
Mirror neurons for speech perception
Motor learning
""",
'BA39 Left': """
Part of inferior parietal lobule - Caudal bank of intraparietal sulcus -
Angular gyrus
Part of Wernicke's area
Language:
Sentence generation
Reading
Calculation:
Calculation
Arithmetic learning
Abstract coding of numerical magnitude
Visual:
Spatial focusing of attention
Other:
Performingverbal creative tasks
Theory of mind
Executive control of behavior
Processing a sequence of actions
""",
'BA39 Right': """
Part of inferior parietal lobule - Caudal bank of intraparietal sulcus -
Angular gyrus
Part of Wernicke's area
Language:
Sentence generation
Reading
Visual:
Spatial focusing of attention
Visuospatial processing
Other:
Theory of mind
Executive control of behavior
Sight reading (music)
""",
'BA18 Left': """
Secondary visual cortex - Middle occipital gyrus
Visual:
Detection of light intensity
Detection of patterns
Tracking visual motion patterns (optokinetic stimulation)
Discrimination of finger gestures
Sustained attention to color and shape
Feature-based attention
Orientation-selective attention
Memory:
Visual priming
Word and face encoding
Language:
Response to visual word form
Confrontation naming
Other:
Face-name association
Horizontal saccadic eye movements
Visual mental imagery
""",
'BA18 Right': """
Secondary visual cortex - Middle occipital gyrus
Visual:
Detection of light intensity
Detection of patterns
Tracking visual motion patterns (optokinetic stimulation)
Discrimination of finger gestures
Sustained attention to color and shape
Visuo-spatial information processing
Feature-based attention
Orientation-selective attention
Memory:
Visual priming
Word and face encoding
Language:
Confrontation naming
Other:
Horizontal saccadic eye movements
Response to emotion/attention in visual processing
""",
'BA45 Left': """
Broca's Area
Inferior frontal gyrus - Pars triangularis
Language:
Semantic and phonological processing
Internally specified word generation
Verbal fluency
Lexical search
Phonological processing
Grammatical processing
Semantic memory retrieval
Selective attention to speech
Sign language
Lexical inflection
Reasoning processes
Processing of metaphors
Memory:
Working memory
Non-verbal working memory (bilaterally)
Episodic long-term memory
Declarative memory encoding
Recall of digit series
Motor:
Mirror neurons for expressive movements
Mirror neurons for grasping movements
Response inhibition
Other:
Mental rotation (mostly in females)
Word and face encoding
Aesthetic appreciation
Music enjoyment
Generation of melodic phrases
Modulating emotional response
Smelling familiar odors
""",
'BA45 Right': """
Broca's Area
Inferior frontal gyrus - Pars triangularis
Language:
Semantic and phonological processing
Internally specified word generation
Verbal fluency
Lexical search
Phonological processing
Grammatical processing
Semantic memory retrieval
Sign language
Affective prosody comprehension
Reasoning processes
Processing of metaphors
Memory:
Working memory
Non-verbal working memory (bilaterally)
Episodic long-term memory
Declarative memory encoding
Recall of digit series
Motor:
Mirror neurons for expressive movements
Mirror neurons for grasping movements
Response inhibition
Other:
Mental rotation (mostly in females)
Word and face encoding
Aesthetic appreciation
Music enjoyment
Modulating emotional response
""",
'BA42/22 Left': """
Primary auditory cortex - Heschl's gyrus
Superior Temporal Gyrus - Part of Wernicke's area
Auditory:
Basic processing of auditory stimuli (speech and non-speech)
Processing discontinued acoustic patterns
Frequency deviant detection
Perception of harmonic tones
Processing sound intensity
Sensitivity to pitch
Rapid sound detection (Bilateral)
Sound (vowel) segregation
Auditory priming
Processing complex sounds
Lexico-semantic access to melodic representations (Anterior)
Receptive language:
Auditory language processing
Semantic processing
Sentence generation
Frequency deviant detection
Internally-specified word generation
Language-related:
Selective attention to speech
Learning a tone-based second language
Repeating words
Memory:
Repetition priming effect
Auditory working memory
Other:
Visual speech perception (mirror neurons?)
Attribution of intentions to others
Deductive reasoning
""",
'BA42/22 Right': """
Primary auditory cortex - Heschl's gyrus
Superior Temporal Gyrus - Part of Wernicke's area
Auditory:
Basic processing of auditory stimuli (speech and non-speech)
Processing discontinued acoustic patterns
Frequency deviant detection
Perception of harmonic tones
Processing sound intensity
Sensitivity to pitch
Rapid sound detection (Bilateral)
Sound (vowel) segregation
Auditory priming
Nonverbal sounds processing
Processing complex sounds
Lexico-semantic access to melodic representations (Anterior)
Receptive language:
Sentence generation
Frequency deviant detection
Language-related:
Selective attention to speech
Affective prosody comprehension
Repeating words
Visual:
Remembered saccades
Memory:
Repetition priming effect
Auditory working memory
Other:
Visual speech perception (mirror neurons?)
Attribution of intentions to others
Deductive reasoning
""",
'BA19 Left': """
Secondary visual cortex - Inferior occipital gyrus
Visual:
Detection of light intensity
Detection of patterns
Tracking visual motion patterns
Discrimination of finger gestures
Sustained attention to color and shape
Feature-based attention
Orientation-selective attention
Memory:
Visual priming
Visual memory recognition
Word and face encoding
Spatial working memory
Language:
Processing phonological properties of words (word form?)
Confrontation naming
Sign language
Other:
Horizontal saccadic eye movements
Visual mental imagery
Inferential reasoning
Visual mental imagery
""",
'BA19 Right': """
Secondary visual cortex - Inferior occipital gyrus
Visual:
Detection of light intensity
Visuo-spatial information processing
Detection of patterns
Tracking visual motion patterns
Discrimination of finger gestures
Sustained attention to color and shape
Feature-based attention
Orientation-selective attention
Memory:
Visual priming
Visual memory recognition
Word and face encoding
Spatial working memory
Language:
Processing phonological properties of words (word form?)
Confrontation naming
Sign language
Other:
Face-name association
Horizontal saccadic eye movements
Visual mental imagery
""",
'BA6 Left': """
Premotor cortex or Lateral Premotor Area (PMA)
Also includes Supplementary Motor Area (SMA)
Motor:
Motor sequencing/planning
Motor learning (SMA)
Movement preparation/imagined movement (Rostral SMA)
Movement initiation (Caudal SMA)
Motor imagery (SMA)
Volitional control of breathing
Horizontal saccadic eye movements
Laughter/smiling (SMA)
Interlimb coordination
Language:
Speech motor programming
Language processing (SMA)
Language switching
Reading novel words (aloud and silently)
Speech perception
Updating verbal information (Medial)
Phonological processing
Object naming
Lipreading (SMA)
Word retrieval
Lexical decision on words and pseudowords
Syntactical processing
Memory:
Working memory
Mnemonic rehearsal
Episodic long-term memory
Topographic memory
Attention:
Visuospatial attention
Visuomotor attention
Response to visual presentation of letters and pseudoletters
Updating spatial information (Lateral)
Visual guided eye movements (frontal eye fields)
Selective attention to rhythm/processing sequential sounds
Attention to human voices
Other:
Observation of actions (Mirror neurons)
Planning/solving novel problems
Executive control of behavior
Reponse to baroreceptor stimulation
Generating melodic phrases
Deductive reasoning
Formation of qualatative representations
Processing emotions and self-reflections in decision making
Calculation
Temporal context recognition
Frequency deviant detection
""",
'BA6 Right': """
Premotor cortex or Lateral Premotor Area (PMA)
Also includes Supplementary Motor Area (SMA)
Motor:
Motor sequencing/planning
Motor learning (SMA)
Movement preparation/imagined movement (Rostral SMA)
Movement initiation (Caudal SMA)
Motor imagery (SMA)
Volitional control of breathing
Horizontal saccadic eye movements
Laughter/smiling (SMA)
Interlimb coordination
Language:
Language processing (SMA)
Language switching
Speech perception
Updating verbal information (Medial)
Lipreading (SMA)
Word retrieval
Lexical decision on words and pseudowords
Syntactical processing
Memory:
Working memory
Mnemonic rehearsal
Episodic long-term memory
Topographic memory
Attention:
Visuospatial attention
Visuomotor attention
Updating spatial information (Lateral)
Visual guided eye movements (frontal eye fields)
Attention to human voices
Other:
Observation of actions (Mirror neurons)
Planning/solving novel problems
Executive control of behavior
Reponse to baroreceptor stimulation
Generating melodic phrases
Response to strong odorant
Formation of qualatative representations
Same-different discrimination
Calculation
Temporal context recognition
Frequency deviant detection
""",
'BA4 Left': """
Primary motor cortex - Precentral gyrus
Motor:
Contralateral finger, hand, and wrist movements (Dorsal)
Contralateral lip, tongue, face, and mouth movement (Lateral)
Swallowing / laryngial movement
Contralateral lower limb (knee, ankle, foot, toe) movement (Mesial)
Motor imagery
Learning motor sequences
Volitional breathing control
Control of rhythmic motor tasks (i.e. bicycling)
Inhibition of blinking / voluntary blinking
Horizontal saccadic eye movements
Somatosensory:
Kinesthetic perception of limb movements
Vibrotactile frequency discrimination
Finger proprioception
Thermal hyperalgesia (contralateral)
Response to touch/observed touch
Other:
Attention to action (posterior)
Topographic memory (motor memory) for visual landmarks
""",
'BA4 Right': """
Primary motor cortex - Precentral gyrus
Motor:
Contralateral finger, hand, and wrist movements (Dorsal)
Contralateral lip, tongue, face, and mouth movement (Lateral)
Swallowing / laryngial movement
Contralateral lower limb (knee, ankle, foot, toe) movement (Mesial)
Motor imagery
Learning motor sequences
Volitional breathing control
Control of rhythmic motor tasks (i.e. bicycling)
Inhibition of blinking / voluntary blinking
Horizontal saccadic eye movements
Somatosensory:
Kinesthetic perception of limb movements
Vibrotactile frequency discrimination
Finger proprioception
Thermal hyperalgesia (contralateral)
Other:
Verbal encoding during a non-semantic process
Attention to action (posterior)
Topographic memory (motor memory) for visual landmarks
""",
'BA7 Left': """
Secondary sensorimotor cortex - Secondary association sensorimotor cortex
Superior parietal lobule
Motor:
Motor imagery
Processing tool-use gestures
Motor execution
Mirror neurons
Bimanual manipulation
Saccadic eye movement
Memory:
Working memory (motor, visual, auditory, emotional, verbal)
Conscious recollection of previously experienced events
Sensory:
Tactile localization ("where stream")
Pain perception
Attention:
Visuomotor attention
Language:
Language processing
Literal sentence comprehension
Word comprehension (imageability)
Attention to phonological relations
Other:
Processing emotions and self-reflections during decision making
Goal-intensive processing
Temporal context recognition
""",
'BA7 Right': """
Secondary sensorimotor cortex - Secondary association sensorimotor cortex
Superior parietal lobule
Visuospatial processing:
Mental rotation
Stereopsis
Perception of personal space
Line bisection judgments
Processing chaotic patterns
Using spatial imagery in deductive reasoning
Motor:
Motor imagery
Motor execution
Mirror neurons
Bimanual manipulation
Saccadic eye movement
Memory:
Working memory (motor, visual, auditory, emotional, verbal)
Visuospatial memory
Conscious recollection of previously experienced events
Sensory:
Tactile localization ("where stream")
Pain perception
Attention:
Visuomotor attention
Language:
Language processing
Literal sentence comprehension
Word comprehension (imageability)
Attention to phonological relations
Other:
Processing emotions and self-reflections during decision making
Goal-intensive processing
""",
}