{"id":"https://openalex.org/W2914622667","doi":"https://doi.org/10.1145/3308558.3313540","title":"How Intention Informed Recommendations Modulate Choices: A Field Study of Spoken Word Content","display_name":"How Intention Informed Recommendations Modulate Choices: A Field Study of Spoken Word Content","publication_year":2019,"publication_date":"2019-05-13","ids":{"openalex":"https://openalex.org/W2914622667","doi":"https://doi.org/10.1145/3308558.3313540","mag":"2914622667"},"language":"en","primary_location":{"id":"doi:10.1145/3308558.3313540","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3308558.3313540","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The World Wide Web Conference","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3308558.3313540","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057330200","display_name":"Longqi Yang","orcid":"https://orcid.org/0000-0002-6615-8615"},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Longqi Yang","raw_affiliation_strings":["Cornell University, USA"],"affiliations":[{"raw_affiliation_string":"Cornell University, USA","institution_ids":["https://openalex.org/I205783295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025758023","display_name":"Michael Sobolev","orcid":"https://orcid.org/0000-0002-8931-7682"},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Sobolev","raw_affiliation_strings":["Cornell University, USA"],"affiliations":[{"raw_affiliation_string":"Cornell University, USA","institution_ids":["https://openalex.org/I205783295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112861905","display_name":"Yu Wang","orcid":"https://orcid.org/0000-0002-2792-3353"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yu Wang","raw_affiliation_strings":["Himalaya Media, USA"],"affiliations":[{"raw_affiliation_string":"Himalaya Media, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040175704","display_name":"Jenny Chen","orcid":"https://orcid.org/0000-0002-2992-4771"},"institutions":[{"id":"https://openalex.org/I174216632","display_name":"City University of New York","ror":"https://ror.org/00453a208","country_code":"US","type":"education","lineage":["https://openalex.org/I174216632"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jenny Chen","raw_affiliation_strings":["City University of New York, USA"],"affiliations":[{"raw_affiliation_string":"City University of New York, USA","institution_ids":["https://openalex.org/I174216632"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009595144","display_name":"Drew Dunne","orcid":null},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Drew Dunne","raw_affiliation_strings":["Cornell University, USA"],"affiliations":[{"raw_affiliation_string":"Cornell University, USA","institution_ids":["https://openalex.org/I205783295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073851856","display_name":"Christina Tsangouri","orcid":null},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Christina Tsangouri","raw_affiliation_strings":["Cornell University, USA"],"affiliations":[{"raw_affiliation_string":"Cornell University, USA","institution_ids":["https://openalex.org/I205783295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057564242","display_name":"Nicola Dell","orcid":"https://orcid.org/0000-0002-6119-705X"},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nicola Dell","raw_affiliation_strings":["Cornell University, USA"],"affiliations":[{"raw_affiliation_string":"Cornell University, USA","institution_ids":["https://openalex.org/I205783295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054248372","display_name":"Mor Naaman","orcid":"https://orcid.org/0000-0002-6436-3877"},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mor Naaman","raw_affiliation_strings":["Cornell University, USA"],"affiliations":[{"raw_affiliation_string":"Cornell University, USA","institution_ids":["https://openalex.org/I205783295"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051587086","display_name":"Deborah Estrin","orcid":"https://orcid.org/0000-0001-6477-0096"},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Deborah Estrin","raw_affiliation_strings":["Cornell University, USA"],"affiliations":[{"raw_affiliation_string":"Cornell University, USA","institution_ids":["https://openalex.org/I205783295"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5057330200"],"corresponding_institution_ids":["https://openalex.org/I205783295"],"apc_list":null,"apc_paid":null,"fwci":3.3914,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.93272355,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"2169","last_page":"2180"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10609","display_name":"Digital Marketing and Social Media","score":0.9933000206947327,"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/T10068","display_name":"Technology Adoption and User Behaviour","score":0.9894000291824341,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/onboarding","display_name":"Onboarding","score":0.8598671555519104},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.8410905599594116},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7329352498054504},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6194289922714233},{"id":"https://openalex.org/keywords/active-listening","display_name":"Active listening","score":0.5024385452270508},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.48734745383262634},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.4266775846481323},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3963777720928192},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.3645186424255371},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.25578421354293823},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.14029332995414734}],"concepts":[{"id":"https://openalex.org/C2779185108","wikidata":"https://www.wikidata.org/wiki/Q7091744","display_name":"Onboarding","level":2,"score":0.8598671555519104},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.8410905599594116},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7329352498054504},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6194289922714233},{"id":"https://openalex.org/C177291462","wikidata":"https://www.wikidata.org/wiki/Q423038","display_name":"Active listening","level":2,"score":0.5024385452270508},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.48734745383262634},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.4266775846481323},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3963777720928192},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3645186424255371},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.25578421354293823},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.14029332995414734},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3308558.3313540","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3308558.3313540","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The World Wide Web Conference","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3308558.3313540","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3308558.3313540","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The World Wide Web Conference","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.4399999976158142,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":58,"referenced_works":["https://openalex.org/W11946165","https://openalex.org/W615621364","https://openalex.org/W1488216954","https://openalex.org/W1528765315","https://openalex.org/W1560147776","https://openalex.org/W1686065478","https://openalex.org/W1967812664","https://openalex.org/W1970111434","https://openalex.org/W1981403449","https://openalex.org/W1989099535","https://openalex.org/W1992312233","https://openalex.org/W2008305539","https://openalex.org/W2017741820","https://openalex.org/W2026173079","https://openalex.org/W2049929313","https://openalex.org/W2049938617","https://openalex.org/W2050125880","https://openalex.org/W2050353276","https://openalex.org/W2055194446","https://openalex.org/W2091242491","https://openalex.org/W2098872142","https://openalex.org/W2101409192","https://openalex.org/W2104217798","https://openalex.org/W2110228583","https://openalex.org/W2124658502","https://openalex.org/W2128213565","https://openalex.org/W2139873966","https://openalex.org/W2152018106","https://openalex.org/W2154268750","https://openalex.org/W2158450083","https://openalex.org/W2168717408","https://openalex.org/W2279176662","https://openalex.org/W2303924600","https://openalex.org/W2338177254","https://openalex.org/W2339299925","https://openalex.org/W2399614360","https://openalex.org/W2509048457","https://openalex.org/W2516360468","https://openalex.org/W2518116149","https://openalex.org/W2545577367","https://openalex.org/W2546986214","https://openalex.org/W2612119519","https://openalex.org/W2746689340","https://openalex.org/W2765564115","https://openalex.org/W2783603395","https://openalex.org/W2786599105","https://openalex.org/W2789228244","https://openalex.org/W2796973824","https://openalex.org/W2892686272","https://openalex.org/W2892888989","https://openalex.org/W2894327356","https://openalex.org/W2914052719","https://openalex.org/W2963918631","https://openalex.org/W3100945072","https://openalex.org/W3123871301","https://openalex.org/W4226280022","https://openalex.org/W4242316473","https://openalex.org/W4299687421"],"related_works":["https://openalex.org/W1484355083","https://openalex.org/W2772628444","https://openalex.org/W4220714703","https://openalex.org/W2735929803","https://openalex.org/W2170391450","https://openalex.org/W2098758514","https://openalex.org/W3008845055","https://openalex.org/W2041004656","https://openalex.org/W4376854386","https://openalex.org/W1966742602"],"abstract_inverted_index":{"People's":[0],"content":[1,45,95],"choices":[2,15],"are":[3,23],"ideally":[4],"driven":[5],"by":[6,19,159],"their":[7],"intentions,":[8],"aspirations,":[9],"and":[10,30,41,51,126,149,153,172,185],"plans.":[11],"However,":[12],"in":[13,88],"reality,":[14],"may":[16],"be":[17,48],"modulated":[18],"recommendation":[20],"systems":[21],"which":[22,97],"typically":[24],"trained":[25],"to":[26,31,71,112,156],"promote":[27],"popular":[28],"items":[29],"reinforce":[32],"users'":[33,121,146,178],"historical":[34],"behavior.":[35],"As":[36],"a":[37,59,108,115,128,165],"result,":[38],"the":[39,73,89,174,192],"utility":[40],"user":[42],"experience":[43],"of":[44,75,91],"consumption":[46],"can":[47,143],"affected":[49],"implicitly":[50],"undesirably.":[52],"To":[53],"study":[54,85,137],"this":[55],"problem,":[56],"we":[57],"conducted":[58,87],"2":[60,62],"\u00d7":[61],"randomized":[63],"controlled":[64],"field":[65],"experiment":[66],"(105":[67],"urban":[68],"college":[69],"students)":[70],"compare":[72],"effects":[74],"intention":[76,81],"informed":[77],"recommendations":[78,142],"with":[79,151,191],"classical":[80],"agnostic":[82],"systems.":[83],"The":[84],"was":[86],"context":[90],"spoken":[92],"word":[93],"web":[94],"(podcasts)":[96],"is":[98,167],"often":[99],"consumed":[100],"through":[101],"subscription":[102],"sites":[103],"or":[104],"apps.":[105],"We":[106],"modified":[107],"commercial":[109],"podcast":[110],"app":[111],"include":[113],"(1)":[114,140],"recommender":[116,132,166,176],"that":[117],"takes":[118],"into":[119],"account":[120],"stated":[122],"intentions":[123],"at":[124],"onboarding,":[125,171],"(2)":[127,173],"Collaborative":[129],"Filtering":[130],"(CF)":[131],"during":[133,170],"daily":[134],"use.":[135],"Our":[136],"suggests":[138],"that:":[139],"intention-aware":[141,193],"significantly":[144],"raise":[145],"interactions":[147],"(subscriptions":[148],"listening)":[150],"channels":[152,184],"episodes":[154,181],"related":[155],"intended":[157],"topics":[158],"over":[160],"24%,":[161],"even":[162],"if":[163],"such":[164],"only":[168],"used":[169],"CF-based":[175],"doubles":[177],"explorations":[179],"on":[180],"from":[182],"not-subscribed":[183],"improves":[186],"satisfaction":[187],"for":[188],"users":[189],"onboarded":[190],"recommender.":[194]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}