{"id":"https://openalex.org/W2163147925","doi":"https://doi.org/10.1207/s15516709cog2701_2","title":"Semantic grounding in models of analogy: an environmental approach","display_name":"Semantic grounding in models of analogy: an environmental approach","publication_year":2003,"publication_date":"2003-01-01","ids":{"openalex":"https://openalex.org/W2163147925","doi":"https://doi.org/10.1207/s15516709cog2701_2","mag":"2163147925"},"language":"en","primary_location":{"id":"doi:10.1207/s15516709cog2701_2","doi":"https://doi.org/10.1207/s15516709cog2701_2","is_oa":false,"landing_page_url":"https://doi.org/10.1207/s15516709cog2701_2","pdf_url":null,"source":{"id":"https://openalex.org/S78735424","display_name":"Cognitive Science","issn_l":"0364-0213","issn":["0364-0213","1551-6709"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-c","erih-plus","jufo-2","ki-jl-2","medline","norway-2","poland-100","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cognitive Science","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1207/s15516709cog2701_2","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041383852","display_name":"Michael Ramscar","orcid":"https://orcid.org/0000-0003-1680-1112","observed_orcids":["https://orcid.org/0000-0003-1680-1112"]},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]},{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB","US"],"is_corresponding":true,"raw_author_name":"Michael Ramscar","raw_affiliation_strings":["Department of Psychology, Stanford University, 450 Serra Mall, Jordan Hall, Stanford, CA 94305-2130, USA","Edinburgh University, Edinburgh, Scotland, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology, Stanford University, 450 Serra Mall, Jordan Hall, Stanford, CA 94305-2130, USA","institution_ids":["https://openalex.org/I97018004"]},{"raw_affiliation_string":"Edinburgh University, Edinburgh, Scotland, UK","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011039567","display_name":"Daniel G. Yarlett","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]},{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Daniel Yarlett","raw_affiliation_strings":["Department of Psychology, Stanford University, 450 Serra Mall, Jordan Hall, Stanford, CA 94305-2130, USA","Edinburgh University, Edinburgh, Scotland, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology, Stanford University, 450 Serra Mall, Jordan Hall, Stanford, CA 94305-2130, USA","institution_ids":["https://openalex.org/I97018004"]},{"raw_affiliation_string":"Edinburgh University, Edinburgh, Scotland, UK","institution_ids":["https://openalex.org/I98677209"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5041383852"],"corresponding_institution_ids":["https://openalex.org/I97018004","https://openalex.org/I98677209"],"apc_list":{"value":4000,"currency":"USD","value_usd":4000},"apc_paid":null,"fwci":20.3111,"has_fulltext":true,"cited_by_count":33,"citation_normalized_percentile":{"value":0.99128565,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":87,"max":97},"biblio":{"volume":"27","issue":"1","first_page":"41","last_page":"71"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11148","display_name":"Language, Metaphor, and Cognition","score":0.9218999743461609,"subfield":{"id":"https://openalex.org/subfields/3310","display_name":"Linguistics and Language"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11148","display_name":"Language, Metaphor, and Cognition","score":0.9218999743461609,"subfield":{"id":"https://openalex.org/subfields/3310","display_name":"Linguistics and Language"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.02759999968111515,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12694","display_name":"Categorization, perception, and language","score":0.0215000007301569,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/analogy","display_name":"analogy","score":0.7419999837875366},{"id":"https://openalex.org/keywords/semantic-grounding","display_name":"semantic grounding","score":0.871999979019165},{"id":"https://openalex.org/keywords/analogical-retrieval","display_name":"analogical retrieval","score":0.7260000109672546},{"id":"https://openalex.org/keywords/analogical-mapping","display_name":"analogical mapping","score":0.9909999966621399},{"id":"https://openalex.org/keywords/emma","display_name":"Emma","score":0.6779999732971191},{"id":"https://openalex.org/keywords/latent-semantic-analysis","display_name":"latent semantic analysis","score":0.8790000081062317},{"id":"https://openalex.org/keywords/word-co-occurrence","display_name":"word co-occurrence","score":0.8569999933242798},{"id":"https://openalex.org/keywords/contextual-similarity","display_name":"contextual similarity","score":0.8199999928474426},{"id":"https://openalex.org/keywords/semantic-similarity","display_name":"semantic similarity","score":0.4269999861717224},{"id":"https://openalex.org/keywords/cognitive-semantics","display_name":"cognitive semantics","score":0.5180000066757202},{"id":"https://openalex.org/keywords/word-representation","display_name":"word representation","score":0.3059999942779541}],"concepts":[{"id":"https://openalex.org/C521332185","wikidata":"https://www.wikidata.org/wiki/Q185816","display_name":"Analogy","level":2,"score":0.9524659514427185},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6649893522262573},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5995314121246338},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.57471764087677},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5130490064620972},{"id":"https://openalex.org/C2778828372","wikidata":"https://www.wikidata.org/wiki/Q5283209","display_name":"Distributional semantics","level":3,"score":0.5104383826255798},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.45389482378959656},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.4512554407119751},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42790094017982483},{"id":"https://openalex.org/C130318100","wikidata":"https://www.wikidata.org/wiki/Q2268914","display_name":"Semantic similarity","level":2,"score":0.2980700135231018},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.23206529021263123},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1207/s15516709cog2701_2","doi":"https://doi.org/10.1207/s15516709cog2701_2","is_oa":false,"landing_page_url":"https://doi.org/10.1207/s15516709cog2701_2","pdf_url":null,"source":{"id":"https://openalex.org/S78735424","display_name":"Cognitive Science","issn_l":"0364-0213","issn":["0364-0213","1551-6709"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-c","erih-plus","jufo-2","ki-jl-2","medline","norway-2","poland-100","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cognitive Science","raw_type":"journal-article"},{"id":"doi:10.1016/s0364-0213(02)00113-1","doi":"https://doi.org/10.1016/s0364-0213(02)00113-1","is_oa":true,"landing_page_url":"https://doi.org/10.1016/s0364-0213(02)00113-1","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1207/s15516709cog2701_2","source":{"id":"https://openalex.org/S78735424","display_name":"Cognitive Science","issn_l":"0364-0213","issn":["0364-0213","1551-6709"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-c","erih-plus","jufo-2","ki-jl-2","medline","norway-2","poland-100","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cognitive Science","raw_type":"journal-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.542.1314","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.542.1314","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://waldron.stanford.edu/~michael/papers/emma.pdf","raw_type":"text"}],"best_oa_location":{"id":"doi:10.1016/s0364-0213(02)00113-1","doi":"https://doi.org/10.1016/s0364-0213(02)00113-1","is_oa":true,"landing_page_url":"https://doi.org/10.1016/s0364-0213(02)00113-1","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1207/s15516709cog2701_2","source":{"id":"https://openalex.org/S78735424","display_name":"Cognitive Science","issn_l":"0364-0213","issn":["0364-0213","1551-6709"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-c","erih-plus","jufo-2","ki-jl-2","medline","norway-2","poland-100","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cognitive Science","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2163147925.pdf","grobid_xml":"https://content.openalex.org/works/W2163147925.grobid-xml"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W95201837","https://openalex.org/W99575039","https://openalex.org/W1596133833","https://openalex.org/W1791627060","https://openalex.org/W1975346989","https://openalex.org/W1979104110","https://openalex.org/W1980169328","https://openalex.org/W1983578042","https://openalex.org/W1994335990","https://openalex.org/W1995921430","https://openalex.org/W1998802536","https://openalex.org/W1998943854","https://openalex.org/W2003534453","https://openalex.org/W2005081946","https://openalex.org/W2009367222","https://openalex.org/W2026161499","https://openalex.org/W2026274840","https://openalex.org/W2032946087","https://openalex.org/W2036360923","https://openalex.org/W2049188915","https://openalex.org/W2051123508","https://openalex.org/W2052417512","https://openalex.org/W2064625566","https://openalex.org/W2068304508","https://openalex.org/W2071849272","https://openalex.org/W2077537995","https://openalex.org/W2078294512","https://openalex.org/W2081981374","https://openalex.org/W2083085305","https://openalex.org/W2083110346","https://openalex.org/W2092308848","https://openalex.org/W2114044559","https://openalex.org/W2139121205","https://openalex.org/W2145454741","https://openalex.org/W2153499823","https://openalex.org/W2154129938","https://openalex.org/W2156159857","https://openalex.org/W2158997610","https://openalex.org/W2168700136","https://openalex.org/W2192560705","https://openalex.org/W2491746708","https://openalex.org/W2565504157","https://openalex.org/W2595326376","https://openalex.org/W2618844394","https://openalex.org/W2618996857","https://openalex.org/W2760669695","https://openalex.org/W2942666711","https://openalex.org/W4205597898"],"related_works":["https://openalex.org/W227665419","https://openalex.org/W1506437398","https://openalex.org/W2592460301","https://openalex.org/W1654905138","https://openalex.org/W2998625749","https://openalex.org/W2950824039","https://openalex.org/W2080378089","https://openalex.org/W2951193962","https://openalex.org/W52017594","https://openalex.org/W7097362958"],"abstract_inverted_index":{"Abstract":[0],"Empirical":[1],"studies":[2],"indicate":[3],"that":[4,29,36,136,163,180],"analogy":[5,20,202],"consists":[6],"of":[7,19,77,159,176,193,199,208],"two":[8],"main":[9],"processes:":[10],"retrieval":[11,46],"and":[12,17,44,204],"mapping.":[13,190],"While":[14],"current":[15],"theories":[16,198,207],"models":[18,54],"have":[21],"revealed":[22],"much":[23],"about":[24],"the":[25,31,34,38,74,96,99,119,164],"mainly":[26],"structural":[27],"constraints":[28],"govern":[30],"mapping":[32],"process,":[33],"similarities":[35,56,154],"underpin":[37],"correspondences":[39],"between":[40,98,147,155],"individual":[41],"representational":[42],"elements":[43,101,148],"drive":[45],"are":[47,57,212],"understood":[48],"in":[49,103,114,141,149,170,201,210],"less":[50],"detail.":[51],"In":[52],"existing":[53],"symbol":[55],"externally":[58],"defined":[59],"but":[60,179],"neither":[61],"empirically":[62],"grounded":[63],"nor":[64],"theoretically":[65],"justified.":[66],"This":[67,128],"paper":[68],"introduces":[69],"a":[70,107,115,134,142],"new":[71],"model":[72,76,135,188],"(EMMA:":[73],"environmental":[75,165],"analogy)":[78],"which":[79,122],"relies":[80],"on":[81],"co\u2010occurrence":[82],"information":[83,129],"provided":[84],"by":[85,117],"LSA":[86,105,171],"(Latent":[87],"Semantic":[88],"Analysis;":[89],"Landauer":[90],"&":[91],"Dumais,":[92],"1997)":[93],"to":[94,132,167,187],"ground":[95],"relations":[97,146],"symbolic":[100],"aligned":[102],"analogy.":[104],"calculates":[106],"contextual":[108,153],"distribution":[109],"for":[110,197],"each":[111,138],"word":[112,139],"encountered":[113,140],"corpus":[116],"counting":[118],"frequency":[120],"with":[121,125,145],"it":[123],"co\u2010occurs":[124],"other":[126],"words.":[127,156],"is":[130,184],"used":[131],"define":[133],"locates":[137],"high\u2010dimensional":[143],"space,":[144],"this":[150,181],"space":[151],"representing":[152],"A":[157],"series":[158],"simulation":[160],"experiments":[161],"demonstrate":[162],"approach":[166],"semantics":[168,209],"embodied":[169],"can":[172],"produce":[173],"appropriate":[174],"patterns":[175],"analogical":[177,189],"retrieval,":[178],"semantic":[182],"measure":[183],"not":[185],"sufficient":[186],"The":[191],"implications":[192],"these":[194],"findings,":[195],"both":[196],"representation":[200],"research":[203],"more":[205],"general":[206],"cognition,":[211],"explored.":[213]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":3},{"year":2012,"cited_by_count":2}],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2016-06-24T00:00:00"}
