Class information for:
Level 1: ACTIVE INFERENCE//PREDICTIVE CODING//WELLCOME TRUST NEUROIMAGING

Basic class information
Bar chart of Publication_year

Last years might be incomplete

Hierarchy of classes
The table includes all classes above and classes immediately below the current class.


Cluster id Level Cluster label #P
5 4 NEUROSCIENCES//CLINICAL NEUROLOGY//PSYCHOLOGY, EXPERIMENTAL 1830502
20 3       PSYCHOLOGY, EXPERIMENTAL//VISION RESEARCH//PSYCHOL 124083
30 2             PSYCHOLOGY, EXPERIMENTAL//SACCADES//VISUAL SEARCH 33617
21909 1                   ACTIVE INFERENCE//PREDICTIVE CODING//WELLCOME TRUST NEUROIMAGING 424

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 ACTIVE INFERENCE authKW 1817107 9% 66% 37
2 PREDICTIVE CODING authKW 1374249 20% 22% 86
3 WELLCOME TRUST NEUROIMAGING address 396322 21% 6% 87
4 BAYESIAN BRAIN authKW 334481 2% 50% 9
5 FREE ENERGY PRINCIPLE authKW 280165 2% 54% 7
6 PREDICTIVE PROCESSING authKW 264517 3% 32% 11
7 PREDICTION ERROR MINIMIZATION authKW 260152 2% 50% 7
8 COGNIT PHILOSOPHY address 154851 1% 42% 5
9 FUNCTIONAL EQUIVALENCE CLASS authKW 148662 0% 100% 2
10 PREDICTIVE SURPRISE authKW 148662 0% 100% 2

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Neurosciences 4398 58% 0% 248
2 Psychology, Experimental 2038 15% 0% 65
3 Neuroimaging 1328 7% 0% 30
4 Psychology 416 7% 0% 31
5 Psychology, Multidisciplinary 411 8% 0% 32
6 Behavioral Sciences 374 7% 0% 30
7 Philosophy 244 4% 0% 17
8 Computer Science, Artificial Intelligence 206 6% 0% 27
9 Mathematical & Computational Biology 150 4% 0% 16
10 Biology 120 5% 0% 23

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 WELLCOME TRUST NEUROIMAGING 396322 21% 6% 87
2 COGNIT PHILOSOPHY 154851 1% 42% 5
3 MARTINOS BIOMED IMAGING MGH 99107 0% 67% 2
4 TRANSLAT NEUROMODELING UNIT 84450 2% 11% 10
5 MOTOR COGNIT GRP 83613 1% 19% 6
6 ALLEN DISCOVERY TUFTS 74331 0% 100% 1
7 BRAIN CONSCIOUSNESS GRP SCI COGNIT PSYCHO 74331 0% 100% 1
8 BRAIN CONSCIOUSNESS GRPEHESSCNRS 74331 0% 100% 1
9 CISA F SE 74331 0% 100% 1
10 CLIN NEUROSCI UNIT MED 74331 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 COGNITIVE NEUROSCIENCE 10372 1% 3% 5
2 FRONTIERS IN HUMAN NEUROSCIENCE 7170 5% 0% 20
3 FRONTIERS IN PSYCHOLOGY 4039 5% 0% 21
4 CONSCIOUSNESS AND COGNITION 3550 2% 0% 10
5 TRENDS IN COGNITIVE SCIENCES 3524 2% 1% 8
6 NEUROIMAGE 2732 5% 0% 22
7 CEREBRAL CORTEX 2590 3% 0% 13
8 COGNITIVE PROCESSING 2395 1% 1% 4
9 BRAIN AND COGNITION 2253 2% 0% 10
10 JOURNAL OF NEUROSCIENCE 2051 7% 0% 31

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 ACTIVE INFERENCE 1817107 9% 66% 37 Search ACTIVE+INFERENCE Search ACTIVE+INFERENCE
2 PREDICTIVE CODING 1374249 20% 22% 86 Search PREDICTIVE+CODING Search PREDICTIVE+CODING
3 BAYESIAN BRAIN 334481 2% 50% 9 Search BAYESIAN+BRAIN Search BAYESIAN+BRAIN
4 FREE ENERGY PRINCIPLE 280165 2% 54% 7 Search FREE+ENERGY+PRINCIPLE Search FREE+ENERGY+PRINCIPLE
5 PREDICTIVE PROCESSING 264517 3% 32% 11 Search PREDICTIVE+PROCESSING Search PREDICTIVE+PROCESSING
6 PREDICTION ERROR MINIMIZATION 260152 2% 50% 7 Search PREDICTION+ERROR+MINIMIZATION Search PREDICTION+ERROR+MINIMIZATION
7 FUNCTIONAL EQUIVALENCE CLASS 148662 0% 100% 2 Search FUNCTIONAL+EQUIVALENCE+CLASS Search FUNCTIONAL+EQUIVALENCE+CLASS
8 PREDICTIVE SURPRISE 148662 0% 100% 2 Search PREDICTIVE+SURPRISE Search PREDICTIVE+SURPRISE
9 PROBABILISTIC FIRING 148662 0% 100% 2 Search PROBABILISTIC+FIRING Search PROBABILISTIC+FIRING
10 BAYESIAN SURPRISE 132140 1% 44% 4 Search BAYESIAN+SURPRISE Search BAYESIAN+SURPRISE

Core articles
The table includes core articles in the class. The following variables is taken into account for the relevance score of an article in a cluster c:
(1) Number of references referring to publications in the class.
(2) Share of total number of active references referring to publications in the class.
(3) Age of the article. New articles get higher score than old articles.
(4) Citation rate, normalized to year.

Classes with closest relation at Level 1


rank cluster_id2 link
1 5227 MULTIVOXEL PATTERN ANALYSIS//MVPA//INFERIOR TEMPORAL CORTEX
2 12303 NEURAL FIELD//NEURAL MASS MODEL//NEURAL FIELD THEORY
3 1129 NEUROECONOMICS//REWARD//REINFORCEMENT LEARNING
4 14208 NATURAL IMAGES//NETWORK-COMPUTATION IN NEURAL SYSTEMS//ISODIPOLE
5 8934 PERCEPTUAL DECISION MAKING//SPEED ACCURACY TRADE OFF//LINEAR BALLISTIC ACCUMULATOR MODEL
6 13025 EXTENDED COGNITION//EXTENDED MIND//ENACTIVISM
7 8053 BINOCULAR RIVALRY//CONTINUOUS FLASH SUPPRESSION//BISTABLE PERCEPTION
8 1511 MISMATCH NEGATIVITY//MISMATCH NEGATIVITY MMN//COGNIT BRAIN UNIT
9 17795 INTEROCEPTION//HEARTBEAT PERCEPTION//INTEROCEPTIVE AWARENESS
10 7669 OBJECT SUBSTITUTION MASKING//CONSCIOUSNESS//NEGATIVE COMPATIBILITY EFFECT

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