A dual role for prediction error in associative learning
Confronted with a rich sensory environment, the brain must learn statistical regularities across sensory domains to construct causal models of the world. Here, we used functional magnetic resonance imaging and dynamic causal modeling (DCM) to furnish neurophysiological evidence that statistical asso...
Uloženo v:
| Vydáno v: | Cerebral cortex (New York, N.Y. 1991) Ročník 19; číslo 5; s. 1175 |
|---|---|
| Hlavní autoři: | , , , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
| Vydáno: |
United States
01.05.2009
|
| Témata: | |
| ISSN: | 1460-2199, 1460-2199 |
| On-line přístup: | Zjistit podrobnosti o přístupu |
| Tagy: |
Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
|
| Abstract | Confronted with a rich sensory environment, the brain must learn statistical regularities across sensory domains to construct causal models of the world. Here, we used functional magnetic resonance imaging and dynamic causal modeling (DCM) to furnish neurophysiological evidence that statistical associations are learnt, even when task-irrelevant. Subjects performed an audio-visual target-detection task while being exposed to distractor stimuli. Unknown to them, auditory distractors predicted the presence or absence of subsequent visual distractors. We modeled incidental learning of these associations using a Rescorla-Wagner (RW) model. Activity in primary visual cortex and putamen reflected learning-dependent surprise: these areas responded progressively more to unpredicted, and progressively less to predicted visual stimuli. Critically, this prediction-error response was observed even when the absence of a visual stimulus was surprising. We investigated the underlying mechanism by embedding the RW model into a DCM to show that auditory to visual connectivity changed significantly over time as a function of prediction error. Thus, consistent with predictive coding models of perception, associative learning is mediated by prediction-error dependent changes in connectivity. These results posit a dual role for prediction-error in encoding surprise and driving associative plasticity. |
|---|---|
| AbstractList | Confronted with a rich sensory environment, the brain must learn statistical regularities across sensory domains to construct causal models of the world. Here, we used functional magnetic resonance imaging and dynamic causal modeling (DCM) to furnish neurophysiological evidence that statistical associations are learnt, even when task-irrelevant. Subjects performed an audio-visual target-detection task while being exposed to distractor stimuli. Unknown to them, auditory distractors predicted the presence or absence of subsequent visual distractors. We modeled incidental learning of these associations using a Rescorla-Wagner (RW) model. Activity in primary visual cortex and putamen reflected learning-dependent surprise: these areas responded progressively more to unpredicted, and progressively less to predicted visual stimuli. Critically, this prediction-error response was observed even when the absence of a visual stimulus was surprising. We investigated the underlying mechanism by embedding the RW model into a DCM to show that auditory to visual connectivity changed significantly over time as a function of prediction error. Thus, consistent with predictive coding models of perception, associative learning is mediated by prediction-error dependent changes in connectivity. These results posit a dual role for prediction-error in encoding surprise and driving associative plasticity. Confronted with a rich sensory environment, the brain must learn statistical regularities across sensory domains to construct causal models of the world. Here, we used functional magnetic resonance imaging and dynamic causal modeling (DCM) to furnish neurophysiological evidence that statistical associations are learnt, even when task-irrelevant. Subjects performed an audio-visual target-detection task while being exposed to distractor stimuli. Unknown to them, auditory distractors predicted the presence or absence of subsequent visual distractors. We modeled incidental learning of these associations using a Rescorla-Wagner (RW) model. Activity in primary visual cortex and putamen reflected learning-dependent surprise: these areas responded progressively more to unpredicted, and progressively less to predicted visual stimuli. Critically, this prediction-error response was observed even when the absence of a visual stimulus was surprising. We investigated the underlying mechanism by embedding the RW model into a DCM to show that auditory to visual connectivity changed significantly over time as a function of prediction error. Thus, consistent with predictive coding models of perception, associative learning is mediated by prediction-error dependent changes in connectivity. These results posit a dual role for prediction-error in encoding surprise and driving associative plasticity.Confronted with a rich sensory environment, the brain must learn statistical regularities across sensory domains to construct causal models of the world. Here, we used functional magnetic resonance imaging and dynamic causal modeling (DCM) to furnish neurophysiological evidence that statistical associations are learnt, even when task-irrelevant. Subjects performed an audio-visual target-detection task while being exposed to distractor stimuli. Unknown to them, auditory distractors predicted the presence or absence of subsequent visual distractors. We modeled incidental learning of these associations using a Rescorla-Wagner (RW) model. Activity in primary visual cortex and putamen reflected learning-dependent surprise: these areas responded progressively more to unpredicted, and progressively less to predicted visual stimuli. Critically, this prediction-error response was observed even when the absence of a visual stimulus was surprising. We investigated the underlying mechanism by embedding the RW model into a DCM to show that auditory to visual connectivity changed significantly over time as a function of prediction error. Thus, consistent with predictive coding models of perception, associative learning is mediated by prediction-error dependent changes in connectivity. These results posit a dual role for prediction-error in encoding surprise and driving associative plasticity. |
| Author | McIntosh, Anthony R Stephan, Klaas E Friston, Karl J Daw, Nathaniel D den Ouden, Hanneke E M |
| Author_xml | – sequence: 1 givenname: Hanneke E M surname: den Ouden fullname: den Ouden, Hanneke E M email: h.denouden@fil.ion.ucl.ac.uk organization: Wellcome Trust Centre for Neuroimaging, Institute of Neurology, University College London, 12 Queen Square, London WC1N 3BG, UK. h.denouden@fil.ion.ucl.ac.uk – sequence: 2 givenname: Karl J surname: Friston fullname: Friston, Karl J – sequence: 3 givenname: Nathaniel D surname: Daw fullname: Daw, Nathaniel D – sequence: 4 givenname: Anthony R surname: McIntosh fullname: McIntosh, Anthony R – sequence: 5 givenname: Klaas E surname: Stephan fullname: Stephan, Klaas E |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/18820290$$D View this record in MEDLINE/PubMed |
| BookMark | eNpNj01LAzEURYNU7Icu3UpW7sbmvUxnJstSrAoFN7oeMsmLRqZJTWYE_70FK7i6h8vhwp2zSYiBGLsGcQdCyaWhZGJadu8BKjhjMygrUSAoNfnHUzbP-UMIqHGFF2wKTYMClZixZs3tqHueYk_cxcQPiaw3g4-BU0rHwgeuc47G68F_Ee9Jp-DD2yU7d7rPdHXKBXvd3r9sHovd88PTZr0rzArKoXAkletqIAWuthakaTTaTqMj29kKu1UnAdFJZcHWiMJpp2RDksrGQi1wwW5_dw8pfo6Uh3bvs6G-14HimNuqBlBQlkfx5iSO3Z5se0h-r9N3-_cVfwAGqFjz |
| CitedBy_id | crossref_primary_10_1038_s42003_022_03858_z crossref_primary_10_1371_journal_pone_0218311 crossref_primary_10_1523_JNEUROSCI_4458_09_2010 crossref_primary_10_1371_journal_pone_0053784 crossref_primary_10_1016_j_neuroimage_2011_09_007 crossref_primary_10_1016_j_neuroimage_2015_07_081 crossref_primary_10_1016_j_cognition_2017_10_016 crossref_primary_10_1016_j_ynirp_2021_100045 crossref_primary_10_1162_jocn_a_00874 crossref_primary_10_1002_hbm_22151 crossref_primary_10_1016_j_pneurobio_2020_101821 crossref_primary_10_1093_cercor_bhac187 crossref_primary_10_1016_j_nlm_2019_01_004 crossref_primary_10_1162_jocn_a_02145 crossref_primary_10_1016_j_concog_2020_103048 crossref_primary_10_1111_infa_12534 crossref_primary_10_1016_j_mehy_2012_03_014 crossref_primary_10_1073_pnas_1000233107 crossref_primary_10_1016_j_neuroimage_2012_01_034 crossref_primary_10_1016_j_neubiorev_2016_06_004 crossref_primary_10_1093_scan_nsad025 crossref_primary_10_3758_s13423_024_02559_4 crossref_primary_10_1002_wcs_1460 crossref_primary_10_1111_desc_12350 crossref_primary_10_1002_hbm_70211 crossref_primary_10_1016_j_neuropsychologia_2017_08_010 crossref_primary_10_1016_j_bpsc_2016_04_003 crossref_primary_10_1002_hbm_24352 crossref_primary_10_1016_j_cognition_2021_104650 crossref_primary_10_1038_nrn3838 crossref_primary_10_1016_j_cub_2015_12_038 crossref_primary_10_1093_cercor_bhs211 crossref_primary_10_1109_TAMD_2010_2080272 crossref_primary_10_1016_j_biopsycho_2018_09_002 crossref_primary_10_1038_s41598_018_24703_6 crossref_primary_10_1016_j_cortex_2015_11_027 crossref_primary_10_1016_j_cortex_2020_01_008 crossref_primary_10_1038_s41467_022_33141_y crossref_primary_10_1162_IMAG_a_152 crossref_primary_10_1016_j_concog_2014_11_005 crossref_primary_10_1016_j_neuron_2012_04_034 crossref_primary_10_1093_scan_nsz019 crossref_primary_10_1155_2013_864920 crossref_primary_10_1002_wcs_57 crossref_primary_10_3390_biology13080576 crossref_primary_10_1002_wcs_58 crossref_primary_10_1523_JNEUROSCI_2384_10_2010 crossref_primary_10_1016_j_neuroimage_2015_07_040 crossref_primary_10_1016_j_neuropsychologia_2016_07_026 crossref_primary_10_1016_j_dcn_2017_12_001 crossref_primary_10_1016_j_neubiorev_2011_04_015 crossref_primary_10_1016_j_neuroimage_2015_10_055 crossref_primary_10_1016_j_neuropsychologia_2013_07_019 crossref_primary_10_1016_j_neuron_2016_02_014 crossref_primary_10_1038_npp_2010_163 crossref_primary_10_7554_eLife_92860_3 crossref_primary_10_1523_JNEUROSCI_2227_12_2012 crossref_primary_10_1016_j_nlm_2014_05_002 crossref_primary_10_1371_journal_pbio_3000233 crossref_primary_10_1162_jocn_a_01135 crossref_primary_10_1162_jocn_a_01497 crossref_primary_10_1038_s41398_023_02619_8 crossref_primary_10_1523_JNEUROSCI_5821_12_2013 crossref_primary_10_1016_j_neuroimage_2016_12_078 crossref_primary_10_1016_j_neuroimage_2012_02_038 crossref_primary_10_1016_j_neuroimage_2017_11_001 crossref_primary_10_1073_pnas_1705652114 crossref_primary_10_1016_j_cognition_2018_03_006 crossref_primary_10_1016_j_neubiorev_2019_08_012 crossref_primary_10_1016_j_cortex_2009_11_007 crossref_primary_10_1371_journal_pone_0086488 crossref_primary_10_1126_science_aan3458 crossref_primary_10_3389_fnhum_2016_00276 crossref_primary_10_1523_JNEUROSCI_3308_13_2013 crossref_primary_10_1016_j_cortex_2014_08_006 crossref_primary_10_3389_fpsyt_2014_00030 crossref_primary_10_1027_0269_8803_a000181 crossref_primary_10_1016_j_pneurobio_2010_06_007 crossref_primary_10_3389_fncom_2015_00111 crossref_primary_10_1371_journal_pbio_1002577 crossref_primary_10_1523_JNEUROSCI_2770_10_2010 crossref_primary_10_1016_j_neuroimage_2011_04_018 crossref_primary_10_1016_j_cortex_2017_09_017 crossref_primary_10_3758_s13414_020_02063_6 crossref_primary_10_1162_jocn_a_01473 crossref_primary_10_1111_psyp_13981 crossref_primary_10_1016_j_paid_2013_09_016 crossref_primary_10_1093_cercor_bhq188 crossref_primary_10_1038_s41598_022_19203_7 crossref_primary_10_1371_journal_pbio_2004752 crossref_primary_10_1002_hbm_21278 crossref_primary_10_1002_hbm_22124 crossref_primary_10_1016_j_cub_2016_07_061 crossref_primary_10_1016_j_nicl_2022_103293 crossref_primary_10_1523_JNEUROSCI_0369_18_2018 crossref_primary_10_1016_j_cub_2016_12_028 crossref_primary_10_1016_j_neuroimage_2016_06_038 crossref_primary_10_1523_JNEUROSCI_5331_09_2010 crossref_primary_10_1038_s41539_017_0009_2 crossref_primary_10_1523_JNEUROSCI_1350_14_2014 crossref_primary_10_1111_nyas_14321 crossref_primary_10_1523_JNEUROSCI_0923_17_2017 crossref_primary_10_1016_j_actpsy_2018_11_011 crossref_primary_10_1016_j_neuropsychologia_2016_01_031 crossref_primary_10_1523_JNEUROSCI_2275_20_2021 crossref_primary_10_1017_S0140525X12002440 crossref_primary_10_1016_j_neuroimage_2021_118314 crossref_primary_10_1068_p7766 crossref_primary_10_1162_jocn_a_00356 crossref_primary_10_1016_j_neuropsychologia_2014_12_017 crossref_primary_10_1016_j_neuroimage_2017_12_029 crossref_primary_10_1016_j_cub_2013_09_016 crossref_primary_10_1073_pnas_1117807108 crossref_primary_10_7554_eLife_81256 crossref_primary_10_1093_cercor_bhs396 crossref_primary_10_1111_j_1756_8765_2009_01056_x crossref_primary_10_1016_j_cub_2016_07_007 crossref_primary_10_1523_JNEUROSCI_1119_24_2025 crossref_primary_10_1016_j_neuroimage_2009_12_080 crossref_primary_10_3389_fncir_2022_799581 crossref_primary_10_1002_hbm_22665 crossref_primary_10_1038_srep25225 crossref_primary_10_1080_02699931_2014_966064 crossref_primary_10_1016_j_tics_2009_06_003 crossref_primary_10_1073_pnas_2103040118 crossref_primary_10_1007_s00221_010_2228_0 crossref_primary_10_1073_pnas_1510343112 crossref_primary_10_1038_s42003_023_04508_8 crossref_primary_10_1093_cercor_bhaf078 crossref_primary_10_1016_j_neuroimage_2009_11_015 crossref_primary_10_1162_jocn_a_01792 crossref_primary_10_3758_s13415_015_0373_4 crossref_primary_10_1093_cercor_bhr083 crossref_primary_10_1371_journal_pbio_3001023 crossref_primary_10_1080_17470211003668272 crossref_primary_10_1162_jocn_a_00468 crossref_primary_10_1073_pnas_1003111107 crossref_primary_10_1038_s41598_017_18802_z crossref_primary_10_1016_j_neuroimage_2015_08_038 crossref_primary_10_1038_s41467_022_31040_w crossref_primary_10_1038_s41467_018_03992_5 crossref_primary_10_1523_JNEUROSCI_0742_13_2013 crossref_primary_10_1111_tops_12389 crossref_primary_10_7554_eLife_24770 crossref_primary_10_1093_cercor_bht297 crossref_primary_10_1016_j_neubiorev_2014_02_009 crossref_primary_10_1016_j_jphysparis_2015_02_001 crossref_primary_10_1093_cercor_bhy065 crossref_primary_10_1177_1088868316657250 crossref_primary_10_3389_fnins_2023_1228506 crossref_primary_10_1016_j_neuron_2013_08_020 crossref_primary_10_7554_eLife_92860 crossref_primary_10_1002_hbm_22513 crossref_primary_10_1016_j_cognition_2014_03_010 crossref_primary_10_3389_fnhum_2019_00281 crossref_primary_10_1016_j_neuroimage_2012_12_078 crossref_primary_10_1016_j_nlm_2013_09_012 crossref_primary_10_1016_j_neuron_2013_09_009 crossref_primary_10_1038_s41593_021_00821_9 crossref_primary_10_1016_j_neuroimage_2015_05_025 crossref_primary_10_1162_jocn_a_00562 crossref_primary_10_1371_journal_pone_0206780 crossref_primary_10_1016_j_neuroimage_2016_07_039 crossref_primary_10_1162_jocn_a_01654 crossref_primary_10_1016_j_neuroimage_2016_06_001 crossref_primary_10_1016_j_neuron_2015_07_008 crossref_primary_10_1111_infa_12188 crossref_primary_10_1177_17470218221108251 crossref_primary_10_1073_pnas_1705643114 crossref_primary_10_1016_j_cub_2014_05_042 crossref_primary_10_1177_1747021817752102 crossref_primary_10_1038_ncomms15276 crossref_primary_10_1371_journal_pbio_1001662 crossref_primary_10_1371_journal_pone_0131172 crossref_primary_10_1016_j_biopsycho_2010_06_007 crossref_primary_10_1162_imag_a_00439 crossref_primary_10_1523_JNEUROSCI_0858_10_2010 crossref_primary_10_3389_fnhum_2014_00687 crossref_primary_10_1016_j_nicl_2019_102124 crossref_primary_10_1002_dev_21624 crossref_primary_10_1523_JNEUROSCI_1546_16_2016 crossref_primary_10_7554_eLife_47869 crossref_primary_10_1017_S0140525X1200218X crossref_primary_10_1177_0956797620958650 crossref_primary_10_1093_cercor_bhr310 crossref_primary_10_1371_journal_pbio_2003143 crossref_primary_10_1371_journal_pone_0231021 crossref_primary_10_1371_journal_pone_0120288 crossref_primary_10_1038_s41467_023_38671_7 crossref_primary_10_1162_jocn_a_01873 crossref_primary_10_1371_journal_pbio_1001093 crossref_primary_10_1111_desc_12780 crossref_primary_10_1016_j_neubiorev_2024_105544 |
| ContentType | Journal Article |
| DBID | CGR CUY CVF ECM EIF NPM 7X8 |
| DOI | 10.1093/cercor/bhn161 |
| DatabaseName | Medline MEDLINE MEDLINE (Ovid) MEDLINE MEDLINE PubMed MEDLINE - Academic |
| DatabaseTitle | MEDLINE Medline Complete MEDLINE with Full Text PubMed MEDLINE (Ovid) MEDLINE - Academic |
| DatabaseTitleList | MEDLINE MEDLINE - Academic |
| Database_xml | – sequence: 1 dbid: NPM name: PubMed url: http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed sourceTypes: Index Database – sequence: 2 dbid: 7X8 name: MEDLINE - Academic url: https://search.proquest.com/medline sourceTypes: Aggregation Database |
| DeliveryMethod | no_fulltext_linktorsrc |
| Discipline | Medicine Anatomy & Physiology |
| EISSN | 1460-2199 |
| ExternalDocumentID | 18820290 |
| Genre | Research Support, Non-U.S. Gov't Journal Article |
| GrantInformation_xml | – fundername: Wellcome Trust grantid: 0856780/Z/99/B – fundername: Wellcome Trust grantid: 088130 – fundername: Wellcome Trust grantid: 078047/ZS/04/Z |
| GroupedDBID | --- -E4 .2P .GJ .I3 .ZR 0R~ 1TH 29B 2WC 4.4 482 48X 53G 5GY 5RE 5VS 5WA 5WD 70D AABZA AACZT AAIMJ AAJKP AAJQQ AAMDB AAMVS AAOGV AAPGJ AAPNW AAPQZ AAPXW AARHZ AAUAY AAUQX AAVAP AAVLN AAWDT ABDFA ABEJV ABEUO ABGNP ABIME ABIVO ABIXL ABJNI ABKDP ABLJU ABMNT ABNGD ABNHQ ABNKS ABPIB ABPQP ABPTD ABQLI ABQTQ ABSMQ ABVGC ABWST ABXVV ABXZS ABZBJ ABZEO ACFRR ACGFS ACIWK ACPQN ACPRK ACUFI ACUKT ACUTJ ACUTO ACVCV ACZBC ADBBV ADEYI ADEZT ADFTL ADGKP ADGZP ADHKW ADHZD ADIPN ADMTO ADNBA ADOCK ADQBN ADRTK ADVEK ADYVW ADZTZ ADZXQ AEGPL AEHUL AEJOX AEKPW AEKSI AELWJ AEMDU AENEX AENZO AEPUE AETBJ AEWNT AFFNX AFFQV AFFZL AFGWE AFIYH AFOFC AFRAH AFSHK AFYAG AGINJ AGKEF AGKRT AGMDO AGQXC AGSYK AHMBA AHMMS AHXPO AIJHB AJDVS AJEEA AJNCP AKHUL AKWXX ALMA_UNASSIGNED_HOLDINGS ALUQC ALXQX ANFBD APIBT APJGH APWMN AQDSO AQKUS ARIXL ASAOO ASPBG ATDFG ATGXG ATTQO AVNTJ AVWKF AXUDD AYOIW AZFZN BAWUL BAYMD BCRHZ BEYMZ BHONS BQDIO BSWAC BTRTY BVRKM BZKNY C1A CAG CDBKE CGR COF CS3 CUY CVF CXTWN CZ4 DAKXR DFGAJ DIK DILTD DU5 D~K E3Z EBS ECM EE~ EIF EIHJH EJD ELUNK EMOBN F5P F9B FEDTE FHSFR FLUFQ FOEOM FOTVD FQBLK GAUVT GJXCC H13 H5~ HAR HVGLF HW0 HZ~ IOX J21 JXSIZ KAQDR KBUDW KOP KQ8 KSI KSN M-Z M49 MBLQV MBTAY ML0 N9A NGC NLBLG NOMLY NOYVH NPM NTWIH NU- NVLIB O0~ O9- OAWHX OBFPC OBOKY OCZFY ODMLO OJQWA OJZSN OK1 OPAEJ OVD OWPYF O~Y P2P P6G PAFKI PB- PEELM PQQKQ Q1. Q5Y QBD R44 RD5 RIG RNI ROL ROX ROZ RUSNO RW1 RXO RZF RZO TCN TEORI TJX TLC TMA TR2 UQL W8F WOQ X7H YAYTL YKOAZ YXANX ZKX ~91 7X8 AGQPQ AJBYB |
| ID | FETCH-LOGICAL-c514t-fe39fb71e91f7dd13c8a2dba2fedbd62b5b3122f39d1d7220faf938e3e48d1702 |
| IEDL.DBID | 7X8 |
| ISICitedReferencesCount | 236 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000265095500017&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 1460-2199 |
| IngestDate | Thu Oct 02 18:05:16 EDT 2025 Thu Apr 03 07:01:52 EDT 2025 |
| IsDoiOpenAccess | false |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 5 |
| Language | English |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c514t-fe39fb71e91f7dd13c8a2dba2fedbd62b5b3122f39d1d7220faf938e3e48d1702 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 |
| OpenAccessLink | https://pubmed.ncbi.nlm.nih.gov/PMC2665159 |
| PMID | 18820290 |
| PQID | 67119144 |
| PQPubID | 23479 |
| ParticipantIDs | proquest_miscellaneous_67119144 pubmed_primary_18820290 |
| PublicationCentury | 2000 |
| PublicationDate | 2009-05-01 |
| PublicationDateYYYYMMDD | 2009-05-01 |
| PublicationDate_xml | – month: 05 year: 2009 text: 2009-05-01 day: 01 |
| PublicationDecade | 2000 |
| PublicationPlace | United States |
| PublicationPlace_xml | – name: United States |
| PublicationTitle | Cerebral cortex (New York, N.Y. 1991) |
| PublicationTitleAlternate | Cereb Cortex |
| PublicationYear | 2009 |
| References | 15572117 - Neuron. 2004 Dec 2;44(5):877-88 15937014 - Philos Trans R Soc Lond B Biol Sci. 2005 Apr 29;360(1456):815-36 17764976 - Neuroimage. 2007 Oct 15;38(1):194-202 10196573 - Nat Neurosci. 1998 Nov;1(7):635-40 12030833 - Neuroimage. 2002 Jun;16(2):484-512 17426386 - J Biosci. 2007 Jan;32(1):129-44 17097864 - J Physiol Paris. 2006 Jul-Sep;100(1-3):70-87 15014103 - J Neurophysiol. 2004 Aug;92(2):1144-52 11311381 - Trends Neurosci. 2001 May;24(5):283-8 11040256 - Learn Mem. 2000 Sep-Oct;7(5):257-66 16929307 - Nature. 2006 Aug 31;442(7106):1042-5 11958968 - Brain Res Cogn Brain Res. 2002 Apr;13(2):249-53 17002519 - PLoS Biol. 2006 Oct;4(10):e326 11559855 - Nat Neurosci. 2001 Oct;4(10):1043-8 14622888 - Neural Netw. 2003 Nov;16(9):1325-52 17478106 - Neuroimage. 2007 Jul 1;36(3):571-80 17122051 - J Neurosci. 2006 Nov 22;26(47):12260-5 12417754 - Proc Natl Acad Sci U S A. 2002 Nov 12;99(23):15164-9 15190354 - Nature. 2004 Jun 10;429(6992):664-7 12880848 - Neuroimage. 2003 Jul;19(3):1233-9 11304086 - Neuroimage. 2001 May;13(5):903-19 17392467 - J Neurosci. 2007 Mar 28;27(13):3512-22 7443916 - Psychol Rev. 1980 Nov;87(6):532-52 10195184 - Nat Neurosci. 1999 Jan;2(1):79-87 15087550 - Science. 2004 Apr 16;304(5669):452-4 12383781 - Neuron. 2002 Oct 10;36(2):265-84 15219588 - Neuroimage. 2004 Jul;22(3):1157-72 11148301 - Annu Rev Psychol. 2001;52:111-39 17224134 - Biol Psychiatry. 2007 Oct 1;62(7):765-72 12718866 - Neuron. 2003 Apr 24;38(2):339-46 9054347 - Science. 1997 Mar 14;275(5306):1593-9 16556505 - Neuroimage. 2006 Jul 1;31(3):1247-56 16039570 - Neuron. 2005 Jul 21;47(2):295-306 10845072 - Annu Rev Neurosci. 2000;23:473-500 16286932 - Nat Neurosci. 2005 Dec;8(12):1704-11 16330607 - Am J Psychiatry. 2005 Dec;162(12):2384-6 9819283 - J Neurophysiol. 1998 Nov;80(5):2790-6 2438122 - Electroencephalogr Clin Neurophysiol. 1987 Jun;66(6):571-8 16153860 - Neuroimage. 2006 Feb 1;29(3):977-83 12948688 - Neuroimage. 2003 Aug;19(4):1273-302 15610393 - J Anat. 2004 Dec;205(6):443-70 16460994 - Trends Cogn Sci. 2006 Mar;10(3):93-4 7569931 - Science. 1995 Sep 29;269(5232):1880-2 685709 - Acta Psychol (Amst). 1978 Jul;42(4):313-29 16779798 - Hum Brain Mapp. 2007 Apr;28(4):294-302 16473023 - Neuroimage. 2006 May 1;30(4):1255-72 14511833 - Int J Psychophysiol. 2003 Oct;50(1-2):19-26 15054060 - Cereb Cortex. 2004 Aug;14(8):872-80 12097528 - J Neurosci. 2002 Jul 1;22(13):5749-59 17124325 - Science. 2006 Nov 24;314(5803):1311-4 10066177 - Science. 1999 Mar 5;283(5407):1538-41 12718865 - Neuron. 2003 Apr 24;38(2):329-37 17122317 - J Neurophysiol. 2007 Feb;97(2):1621-32 9658025 - J Neurophysiol. 1998 Jul;80(1):1-27 15850749 - Neuroimage. 2005 May 1;25(4):1325-35 |
| References_xml | – reference: 12383781 - Neuron. 2002 Oct 10;36(2):265-84 – reference: 17002519 - PLoS Biol. 2006 Oct;4(10):e326 – reference: 14622888 - Neural Netw. 2003 Nov;16(9):1325-52 – reference: 11040256 - Learn Mem. 2000 Sep-Oct;7(5):257-66 – reference: 12718866 - Neuron. 2003 Apr 24;38(2):339-46 – reference: 15087550 - Science. 2004 Apr 16;304(5669):452-4 – reference: 10066177 - Science. 1999 Mar 5;283(5407):1538-41 – reference: 17122051 - J Neurosci. 2006 Nov 22;26(47):12260-5 – reference: 9054347 - Science. 1997 Mar 14;275(5306):1593-9 – reference: 16286932 - Nat Neurosci. 2005 Dec;8(12):1704-11 – reference: 16779798 - Hum Brain Mapp. 2007 Apr;28(4):294-302 – reference: 685709 - Acta Psychol (Amst). 1978 Jul;42(4):313-29 – reference: 11304086 - Neuroimage. 2001 May;13(5):903-19 – reference: 16473023 - Neuroimage. 2006 May 1;30(4):1255-72 – reference: 17392467 - J Neurosci. 2007 Mar 28;27(13):3512-22 – reference: 17764976 - Neuroimage. 2007 Oct 15;38(1):194-202 – reference: 17097864 - J Physiol Paris. 2006 Jul-Sep;100(1-3):70-87 – reference: 12880848 - Neuroimage. 2003 Jul;19(3):1233-9 – reference: 11559855 - Nat Neurosci. 2001 Oct;4(10):1043-8 – reference: 16039570 - Neuron. 2005 Jul 21;47(2):295-306 – reference: 9819283 - J Neurophysiol. 1998 Nov;80(5):2790-6 – reference: 2438122 - Electroencephalogr Clin Neurophysiol. 1987 Jun;66(6):571-8 – reference: 15572117 - Neuron. 2004 Dec 2;44(5):877-88 – reference: 9658025 - J Neurophysiol. 1998 Jul;80(1):1-27 – reference: 12718865 - Neuron. 2003 Apr 24;38(2):329-37 – reference: 12030833 - Neuroimage. 2002 Jun;16(2):484-512 – reference: 10196573 - Nat Neurosci. 1998 Nov;1(7):635-40 – reference: 17426386 - J Biosci. 2007 Jan;32(1):129-44 – reference: 7569931 - Science. 1995 Sep 29;269(5232):1880-2 – reference: 12417754 - Proc Natl Acad Sci U S A. 2002 Nov 12;99(23):15164-9 – reference: 11311381 - Trends Neurosci. 2001 May;24(5):283-8 – reference: 16153860 - Neuroimage. 2006 Feb 1;29(3):977-83 – reference: 15850749 - Neuroimage. 2005 May 1;25(4):1325-35 – reference: 14511833 - Int J Psychophysiol. 2003 Oct;50(1-2):19-26 – reference: 10195184 - Nat Neurosci. 1999 Jan;2(1):79-87 – reference: 15054060 - Cereb Cortex. 2004 Aug;14(8):872-80 – reference: 17478106 - Neuroimage. 2007 Jul 1;36(3):571-80 – reference: 16460994 - Trends Cogn Sci. 2006 Mar;10(3):93-4 – reference: 12948688 - Neuroimage. 2003 Aug;19(4):1273-302 – reference: 15190354 - Nature. 2004 Jun 10;429(6992):664-7 – reference: 16330607 - Am J Psychiatry. 2005 Dec;162(12):2384-6 – reference: 16929307 - Nature. 2006 Aug 31;442(7106):1042-5 – reference: 7443916 - Psychol Rev. 1980 Nov;87(6):532-52 – reference: 17124325 - Science. 2006 Nov 24;314(5803):1311-4 – reference: 15014103 - J Neurophysiol. 2004 Aug;92(2):1144-52 – reference: 15219588 - Neuroimage. 2004 Jul;22(3):1157-72 – reference: 11148301 - Annu Rev Psychol. 2001;52:111-39 – reference: 17122317 - J Neurophysiol. 2007 Feb;97(2):1621-32 – reference: 10845072 - Annu Rev Neurosci. 2000;23:473-500 – reference: 12097528 - J Neurosci. 2002 Jul 1;22(13):5749-59 – reference: 11958968 - Brain Res Cogn Brain Res. 2002 Apr;13(2):249-53 – reference: 16556505 - Neuroimage. 2006 Jul 1;31(3):1247-56 – reference: 15937014 - Philos Trans R Soc Lond B Biol Sci. 2005 Apr 29;360(1456):815-36 – reference: 17224134 - Biol Psychiatry. 2007 Oct 1;62(7):765-72 – reference: 15610393 - J Anat. 2004 Dec;205(6):443-70 |
| SSID | ssj0017252 |
| Score | 2.43188 |
| Snippet | Confronted with a rich sensory environment, the brain must learn statistical regularities across sensory domains to construct causal models of the world. Here,... |
| SourceID | proquest pubmed |
| SourceType | Aggregation Database Index Database |
| StartPage | 1175 |
| SubjectTerms | Acoustic Stimulation Adult Association Learning - physiology Cognition - physiology Conditioning (Psychology) - physiology Female Humans Magnetic Resonance Imaging Male Models, Neurological Neuronal Plasticity - physiology Photic Stimulation Young Adult |
| Title | A dual role for prediction error in associative learning |
| URI | https://www.ncbi.nlm.nih.gov/pubmed/18820290 https://www.proquest.com/docview/67119144 |
| Volume | 19 |
| WOSCitedRecordID | wos000265095500017&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| hasFullText | |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV07T8MwED4VihALj5ZHeXpAbFb9SOJYQkIVomJp1QGkbpUd28BAWtJSiX-PnYeYEANLhkSRorvz5Tt_5_sArokixngkjiOepTjShmOVyRir2KbC8iRjiS7FJsR4nE6nctKC2-YsTGirbHJimajNPAt75P1ElKPIorvFBw6aUYFbrQU0NqDNPZAJDV1i-sMhCFbq7fhUQLBfl7KesOlL-H5mC1_b9fVrThP6O7Ys_zHDvf993T7s1tgSDapgOICWzTvQHeS-rn7_Qjeo7PYst9E7sD2qSfUupAMUDmSh0GiIPIZFiyI8Cx5Dtij8jbccqcaNa4tqpYmXQ3gePjzdP-JaUAFnHhetsLNcOi2oldQJY6h3j2JGK-as0SZhOtacMua4NNQIxohTTvLUchulhgrCjmAzn-f2BBBPiHOxc4lQLgpkZyyIsVHwvGOaZz24agw18wEbWAiV2_nnctaYqgfHla1ni2quxox6tE-YJKd_vnsGOxWrExoPz6Ht_FK1F7CVrVdvy-KyjAN_HU9G3_EZvwE |
| linkProvider | ProQuest |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=A+dual+role+for+prediction+error+in+associative+learning&rft.jtitle=Cerebral+cortex+%28New+York%2C+N.Y.+1991%29&rft.au=den+Ouden%2C+Hanneke+E+M&rft.au=Friston%2C+Karl+J&rft.au=Daw%2C+Nathaniel+D&rft.au=McIntosh%2C+Anthony+R&rft.date=2009-05-01&rft.issn=1460-2199&rft.eissn=1460-2199&rft.volume=19&rft.issue=5&rft.spage=1175&rft_id=info:doi/10.1093%2Fcercor%2Fbhn161&rft.externalDBID=NO_FULL_TEXT |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1460-2199&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1460-2199&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1460-2199&client=summon |