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

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
23888 331 58.3 72%


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
1 4 ECONOMICS//EDUCATION & EDUCATIONAL RESEARCH//PSYCHOL 3876184
21 3       PSYCHOLOGY, EXPERIMENTAL//PSYCHOL//VISION RESEARCH 117804
86 2             VISION RESEARCH//JOURNAL OF VISION//PERCEPTION 27070
23888 1                   ACTIVE INFERENCE//PREDICTIVE CODING//WELLCOME TRUST NEUROIMAGING 331

Terms with highest relevance score


rank Term termType Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 ACTIVE INFERENCE authKW 975993 7% 46% 23
2 PREDICTIVE CODING authKW 907039 18% 17% 59
3 WELLCOME TRUST NEUROIMAGING address 321568 21% 5% 68
4 FREE ENERGY PRINCIPLE authKW 209656 2% 45% 5
5 FUNCTIONAL EQUIVALENCE CLASS authKW 184503 1% 100% 2
6 PREDICTIVE SURPRISE authKW 184503 1% 100% 2
7 PROBABILISTIC FIRING authKW 184503 1% 100% 2
8 COGNIT PHILOSOPHY address 163998 1% 44% 4
9 PREDICTION ERROR MINIMIZATION authKW 134179 1% 36% 4
10 DISTRIBUTED SYNCHRONY authKW 123000 1% 67% 2

Web of Science journal categories


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 Neurosciences 3214 57% 0% 188
2 Psychology, Experimental 924 12% 0% 39
3 Neuroimaging 679 6% 0% 19
4 Psychology, Multidisciplinary 444 9% 0% 29
5 Computer Science, Artificial Intelligence 381 9% 0% 31
6 Psychology 264 7% 0% 22
7 Mathematical & Computational Biology 262 5% 0% 18
8 Behavioral Sciences 254 7% 0% 22
9 Philosophy 216 4% 0% 14
10 Biology 82 5% 0% 17

Address terms


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 WELLCOME TRUST NEUROIMAGING 321568 21% 5% 68
2 COGNIT PHILOSOPHY 163998 1% 44% 4
3 JYVASKYLA INTERDISCIPLINARY BRAIN 123000 1% 67% 2
4 ALLEN DISCOVERY TUFTS 92251 0% 100% 1
5 BRAIN CONSCIOUSNESS GRP SCI COGNIT PSYCHO 92251 0% 100% 1
6 COGNIT SCI CIMEC 92251 0% 100% 1
7 CTNSC UNIFE TRANSLAT NEUROPHYSIOL SPEECH CO 92251 0% 100% 1
8 EHESS CNRS ENS 92251 0% 100% 1
9 EMPIR RELIGIOUS STUDIES EMPIR THEOL 92251 0% 100% 1
10 EXPT CLIN NEUROSCI STUDY PROGRAM 92251 0% 100% 1

Journals


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 COGNITIVE NEUROSCIENCE 8831 1% 2% 4
2 FRONTIERS IN HUMAN NEUROSCIENCE 6172 5% 0% 16
3 FRONTIERS IN PSYCHOLOGY 4761 6% 0% 19
4 CONSCIOUSNESS AND COGNITION 3764 3% 0% 9
5 NEURAL COMPUTATION 3655 3% 0% 10
6 COGNITIVE PROCESSING 3187 1% 1% 4
7 TRENDS IN COGNITIVE SCIENCES 2539 2% 0% 6
8 NEURAL NETWORKS 1863 2% 0% 8
9 FRONTIERS IN COMPUTATIONAL NEUROSCIENCE 1733 1% 0% 4
10 JOURNAL OF NEUROSCIENCE 1683 8% 0% 25

Author Key Words


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class		 LCSH search Wikipedia search
1 ACTIVE INFERENCE 975993 7% 46% 23 Search ACTIVE+INFERENCE Search ACTIVE+INFERENCE
2 PREDICTIVE CODING 907039 18% 17% 59 Search PREDICTIVE+CODING Search PREDICTIVE+CODING
3 FREE ENERGY PRINCIPLE 209656 2% 45% 5 Search FREE+ENERGY+PRINCIPLE Search FREE+ENERGY+PRINCIPLE
4 FUNCTIONAL EQUIVALENCE CLASS 184503 1% 100% 2 Search FUNCTIONAL+EQUIVALENCE+CLASS Search FUNCTIONAL+EQUIVALENCE+CLASS
5 PREDICTIVE SURPRISE 184503 1% 100% 2 Search PREDICTIVE+SURPRISE Search PREDICTIVE+SURPRISE
6 PROBABILISTIC FIRING 184503 1% 100% 2 Search PROBABILISTIC+FIRING Search PROBABILISTIC+FIRING
7 PREDICTION ERROR MINIMIZATION 134179 1% 36% 4 Search PREDICTION+ERROR+MINIMIZATION Search PREDICTION+ERROR+MINIMIZATION
8 DISTRIBUTED SYNCHRONY 123000 1% 67% 2 Search DISTRIBUTED+SYNCHRONY Search DISTRIBUTED+SYNCHRONY
9 BAYESIAN BRAIN 105424 1% 29% 4 Search BAYESIAN+BRAIN Search BAYESIAN+BRAIN
10 1ST ORDER MARKOV SEQUENCE 92251 0% 100% 1 Search 1ST+ORDER+MARKOV+SEQUENCE Search 1ST+ORDER+MARKOV+SEQUENCE

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.


Rank Reference # ref.
in cl.		 Shr. of ref. in
cl.		 Citations
1 CLARK, A , (2013) WHATEVER NEXT? PREDICTIVE BRAINS, SITUATED AGENTS, AND THE FUTURE OF COGNITIVE SCIENCE.BEHAVIORAL AND BRAIN SCIENCES. VOL. 36. ISSUE 3. P. 181 -204 50 16% 459
2 RANSOM, M , FAZELPOUR, S , MOLE, C , (2017) ATTENTION IN THE PREDICTIVE MIND.CONSCIOUSNESS AND COGNITION. VOL. 47. ISSUE . P. 99 -112 17 59% 1
3 SUMMERFIELD, C , DE LANGE, FP , (2014) EXPECTATION IN PERCEPTUAL DECISION MAKING: NEURAL AND COMPUTATIONAL MECHANISMS.NATURE REVIEWS NEUROSCIENCE. VOL. 15. ISSUE 11. P. 745 -756 37 29% 60
4 BELL, AH , SUMMERFIELD, C , MORIN, EL , MALECEK, NJ , UNGERLEIDER, LG , (2016) ENCODING OF STIMULUS PROBABILITY IN MACAQUE INFERIOR TEMPORAL CORTEX.CURRENT BIOLOGY. VOL. 26. ISSUE 17. P. 2280 -2290 24 57% 1
5 HOHWY, J , (2016) THE SELF-EVIDENCING BRAIN.NOUS. VOL. 50. ISSUE 2. P. 259 -285 17 55% 6
6 GROTHEER, M , KOVACS, G , (2016) CAN PREDICTIVE CODING EXPLAIN REPETITION SUPPRESSION?.CORTEX. VOL. 80. ISSUE . P. 113 -124 35 30% 2
7 KOK, P , JEHEE, JFM , DE LANGE, FP , (2012) LESS IS MORE: EXPECTATION SHARPENS REPRESENTATIONS IN THE PRIMARY VISUAL CORTEX.NEURON. VOL. 75. ISSUE 2. P. 265-270 17 49% 112
8 SETH, AK , FRISTON, KJ , (2016) ACTIVE INTEROCEPTIVE INFERENCE AND THE EMOTIONAL BRAIN.PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES. VOL. 371. ISSUE 1708. P. - 26 31% 4
9 AMADO, C , HERMANN, P , KOVACS, P , GROTHEER, M , VIDNYANSZKY, Z , KOVACS, G , (2016) THE CONTRIBUTION OF SURPRISE TO THE PREDICTION BASED MODULATION OF FMRI RESPONSES.NEUROPSYCHOLOGIA. VOL. 84. ISSUE . P. 105 -112 18 56% 0
10 GROTHEER, M , GYULA, K , (2015) THE RELATIONSHIP BETWEEN STIMULUS REPETITIONS AND FULFILLED EXPECTATIONS.NEUROPSYCHOLOGIA. VOL. 67. ISSUE . P. 175 -182 17 55% 4

Classes with closest relation at Level 1


Rank Class id link
1 14553 NATURAL IMAGES//NETWORK-COMPUTATION IN NEURAL SYSTEMS//NATURAL SCENES
2 12196 NEURAL MASS MODEL//NEURAL FIELD//NEURAL FIELD THEORY
3 6758 INFERIOR TEMPORAL CORTEX//OBJECT RECOGNITION//PARAHIPPOCAMPAL PLACE AREA
4 972 NEUROECONOMICS//REWARD//REINFORCEMENT LEARNING
5 9765 PERCEPTUAL DECISION MAKING//FISIOL CELULAR NEUROCIENCIAS//SPEED ACCURACY TRADE OFF
6 7553 SURROUND SUPPRESSION//CONTOUR INTEGRATION//CONTEXTUAL MODULATION
7 23414 TEMPORAL ORIENTING//TEMPORAL PREPARATION//ATTENTION NETWORK TEST
8 1815 MISMATCH NEGATIVITY//MISMATCH NEGATIVITY MMN//COGNIT BRAIN UNIT
9 10599 SENSE OF AGENCY//INTENTIONAL BINDING//VOLUNTARY ACTION
10 13427 EXTENDED MIND//EXTENDED COGNITION//DISTRIBUTED LANGUAGE

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