{"id":"https://openalex.org/W2002567189","doi":"https://doi.org/10.1145/2395131.2395134","title":"Beyond Recommendations","display_name":"Beyond Recommendations","publication_year":2012,"publication_date":"2012-12-01","ids":{"openalex":"https://openalex.org/W2002567189","doi":"https://doi.org/10.1145/2395131.2395134","mag":"2002567189"},"language":"en","primary_location":{"id":"doi:10.1145/2395131.2395134","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2395131.2395134","pdf_url":null,"source":{"id":"https://openalex.org/S89276529","display_name":"ACM Transactions on Computer-Human Interaction","issn_l":"1073-0516","issn":["1073-0516","1557-7325"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Computer-Human Interaction","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005523245","display_name":"Barry Brown","orcid":"https://orcid.org/0000-0002-9710-6607"},"institutions":[{"id":"https://openalex.org/I2800139495","display_name":"Science for Life Laboratory","ror":"https://ror.org/04ev03g22","country_code":"SE","type":"facility","lineage":["https://openalex.org/I2800139495"]},{"id":"https://openalex.org/I161593684","display_name":"Stockholm University","ror":"https://ror.org/05f0yaq80","country_code":"SE","type":"education","lineage":["https://openalex.org/I161593684"]}],"countries":["SE"],"is_corresponding":true,"raw_author_name":"Barry Brown","raw_affiliation_strings":["Mobile Life, Stockholm University"],"affiliations":[{"raw_affiliation_string":"Mobile Life, Stockholm University","institution_ids":["https://openalex.org/I2800139495","https://openalex.org/I161593684"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5005523245"],"corresponding_institution_ids":["https://openalex.org/I161593684","https://openalex.org/I2800139495"],"apc_list":null,"apc_paid":null,"fwci":6.458,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.95996078,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"19","issue":"4","first_page":"1","last_page":"24"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10609","display_name":"Digital Marketing and Social Media","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T10609","display_name":"Digital Marketing and Social Media","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T12392","display_name":"Sharing Economy and Platforms","score":0.9894999861717224,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11197","display_name":"Digital Games and Media","score":0.9840999841690063,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/competitor-analysis","display_name":"Competitor analysis","score":0.7395488023757935},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.6420588493347168},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.6350940465927124},{"id":"https://openalex.org/keywords/word-of-mouth","display_name":"Word of mouth","score":0.5033990740776062},{"id":"https://openalex.org/keywords/pleasure","display_name":"Pleasure","score":0.4728196859359741},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.471467524766922},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.3783271908760071},{"id":"https://openalex.org/keywords/advertising","display_name":"Advertising","score":0.32222723960876465},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.3168768882751465},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.22699743509292603},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.17845728993415833}],"concepts":[{"id":"https://openalex.org/C127576917","wikidata":"https://www.wikidata.org/wiki/Q624630","display_name":"Competitor analysis","level":2,"score":0.7395488023757935},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.6420588493347168},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.6350940465927124},{"id":"https://openalex.org/C137913393","wikidata":"https://www.wikidata.org/wiki/Q15737157","display_name":"Word of mouth","level":2,"score":0.5033990740776062},{"id":"https://openalex.org/C2777113389","wikidata":"https://www.wikidata.org/wiki/Q208195","display_name":"Pleasure","level":2,"score":0.4728196859359741},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.471467524766922},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3783271908760071},{"id":"https://openalex.org/C112698675","wikidata":"https://www.wikidata.org/wiki/Q37038","display_name":"Advertising","level":1,"score":0.32222723960876465},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3168768882751465},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.22699743509292603},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17845728993415833},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2395131.2395134","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2395131.2395134","pdf_url":null,"source":{"id":"https://openalex.org/S89276529","display_name":"ACM Transactions on Computer-Human Interaction","issn_l":"1073-0516","issn":["1073-0516","1557-7325"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Computer-Human Interaction","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.46000000834465027}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W72318198","https://openalex.org/W278069043","https://openalex.org/W323338930","https://openalex.org/W1491178111","https://openalex.org/W1535657037","https://openalex.org/W1536103245","https://openalex.org/W1556168886","https://openalex.org/W1558166281","https://openalex.org/W1981856681","https://openalex.org/W1982594630","https://openalex.org/W1989649617","https://openalex.org/W1989895788","https://openalex.org/W1993233958","https://openalex.org/W1993865695","https://openalex.org/W1997556834","https://openalex.org/W1997879853","https://openalex.org/W2007615973","https://openalex.org/W2023847272","https://openalex.org/W2029119963","https://openalex.org/W2056808145","https://openalex.org/W2066761753","https://openalex.org/W2075827992","https://openalex.org/W2089029652","https://openalex.org/W2094544240","https://openalex.org/W2102705551","https://openalex.org/W2115613989","https://openalex.org/W2116354394","https://openalex.org/W2118195329","https://openalex.org/W2119037484","https://openalex.org/W2132663861","https://openalex.org/W2134178647","https://openalex.org/W2134584261","https://openalex.org/W2143949053","https://openalex.org/W2155106456","https://openalex.org/W2161676175","https://openalex.org/W2165112010","https://openalex.org/W2166956738","https://openalex.org/W2167213856","https://openalex.org/W2170518204","https://openalex.org/W2953600841","https://openalex.org/W3122123918","https://openalex.org/W3123091093","https://openalex.org/W3125672425","https://openalex.org/W3126012494","https://openalex.org/W3141714916","https://openalex.org/W4210631513","https://openalex.org/W4243904742","https://openalex.org/W4246954663","https://openalex.org/W4249142243","https://openalex.org/W4285719527","https://openalex.org/W7018056969","https://openalex.org/W7019963946","https://openalex.org/W7023974642"],"related_works":["https://openalex.org/W2358804928","https://openalex.org/W1603590763","https://openalex.org/W2171170310","https://openalex.org/W4225710828","https://openalex.org/W2190922845","https://openalex.org/W1998528887","https://openalex.org/W114017169","https://openalex.org/W2366083675","https://openalex.org/W3129172297","https://openalex.org/W2231036510"],"abstract_inverted_index":{"Online":[0],"review":[1,29,108],"Web":[2,30,39,109],"sites":[3,31,40,110],"have":[4],"enabled":[5],"new":[6,73,96],"interactions":[7,34,121],"between":[8,100],"companies":[9],"and":[10,23,44,51,88,103],"their":[11],"customers.":[12],"In":[13],"this":[14],"article":[15],"we":[16],"draw":[17],"on":[18,84,127],"interviews":[19],"with":[20,77],"users,":[21],"reviewers,":[22],"establishments":[24,50],"to":[25,48,114],"explore":[26],"how":[27,107],"local":[28,36],"can":[32,111],"change":[33],"around":[35,122],"places.":[37],"Review":[38],"such":[41],"as":[42],"Yelp":[43],"Tripadvisor":[45],"allow":[46],"customers":[47],"\u201cprevisit\u201d":[49],"areas":[52],"of":[53,62,66,75,86,98,120],"a":[54,63,72,95,117,125],"city":[55],"before":[56],"an":[57],"actual":[58],"visit.":[59],"The":[60],"collection":[61],"large":[64],"numbers":[65],"user-generated":[67],"reviews":[68,123],"has":[69],"also":[70,93],"created":[71],"genre":[74],"writing,":[76],"reviewers":[78],"gaining":[79],"considerable":[80],"pleasure":[81],"from":[82],"passing":[83],"word":[85],"mouth":[87],"influencing":[89],"others\u2019":[90],"choices.":[91],"Reviews":[92],"offer":[94],"channel":[97],"communication":[99],"establishments,":[101],"customers,":[102],"competitors.":[104],"We":[105],"discuss":[106],"be":[112],"designed":[113],"cater":[115],"for":[116],"broader":[118],"range":[119],"beyond":[124],"focus":[126],"recommendations.":[128]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":4},{"year":2013,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}