{"id":"https://openalex.org/W2752264096","doi":"https://doi.org/10.1109/tkde.2017.2747552","title":"Beautiful and Damned. Combined Effect of Content Quality and Social Ties on User Engagement","display_name":"Beautiful and Damned. Combined Effect of Content Quality and Social Ties on User Engagement","publication_year":2017,"publication_date":"2017-08-31","ids":{"openalex":"https://openalex.org/W2752264096","doi":"https://doi.org/10.1109/tkde.2017.2747552","mag":"2752264096"},"language":"en","primary_location":{"id":"doi:10.1109/tkde.2017.2747552","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2017.2747552","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Knowledge and Data Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1711.00536","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034406723","display_name":"Luca Maria Aiello","orcid":"https://orcid.org/0000-0002-0654-2527"},"institutions":[{"id":"https://openalex.org/I4210098141","display_name":"Nokia (United Kingdom)","ror":"https://ror.org/00zpf0626","country_code":"GB","type":"company","lineage":["https://openalex.org/I2738502077","https://openalex.org/I4210098141"]},{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["GB","IT"],"is_corresponding":true,"raw_author_name":"Luca Maria Aiello","raw_affiliation_strings":["Nokia Bell Labs, Cambridge, United Kingdom","Nokia Bell Labs","University of Turin"],"affiliations":[{"raw_affiliation_string":"Nokia Bell Labs, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I4210098141"]},{"raw_affiliation_string":"Nokia Bell Labs","institution_ids":[]},{"raw_affiliation_string":"University of Turin","institution_ids":["https://openalex.org/I55143463"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036258938","display_name":"Rossano Schifanella","orcid":"https://orcid.org/0000-0002-3745-5792"},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Rossano Schifanella","raw_affiliation_strings":["University of Turin, Torino, Italy","Nokia Bell Labs","University of Turin"],"affiliations":[{"raw_affiliation_string":"University of Turin, Torino, Italy","institution_ids":["https://openalex.org/I55143463"]},{"raw_affiliation_string":"Nokia Bell Labs","institution_ids":[]},{"raw_affiliation_string":"University of Turin","institution_ids":["https://openalex.org/I55143463"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007049707","display_name":"\u041c\u0438\u0440\u0438\u0430\u043c \u0420\u0435\u0434\u0438","orcid":"https://orcid.org/0000-0002-0581-0251"},"institutions":[{"id":"https://openalex.org/I4210098141","display_name":"Nokia (United Kingdom)","ror":"https://ror.org/00zpf0626","country_code":"GB","type":"company","lineage":["https://openalex.org/I2738502077","https://openalex.org/I4210098141"]},{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["GB","IT"],"is_corresponding":false,"raw_author_name":"Miriam Redi","raw_affiliation_strings":["Nokia Bell Labs, Cambridge, United Kingdom","University of Turin","Nokia Bell Labs"],"affiliations":[{"raw_affiliation_string":"Nokia Bell Labs, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I4210098141"]},{"raw_affiliation_string":"University of Turin","institution_ids":["https://openalex.org/I55143463"]},{"raw_affiliation_string":"Nokia Bell Labs","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037417379","display_name":"Stacey Svetlichnaya","orcid":null},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Stacey Svetlichnaya","raw_affiliation_strings":["Flickr, Sunnyvale, CA","Nokia Bell Labs","University of Turin"],"affiliations":[{"raw_affiliation_string":"Flickr, Sunnyvale, CA","institution_ids":[]},{"raw_affiliation_string":"Nokia Bell Labs","institution_ids":[]},{"raw_affiliation_string":"University of Turin","institution_ids":["https://openalex.org/I55143463"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006587869","display_name":"Frank Liu","orcid":"https://orcid.org/0000-0001-6615-0739"},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Frank Liu","raw_affiliation_strings":["Flickr, Sunnyvale, CA","University of Turin","Nokia Bell Labs"],"affiliations":[{"raw_affiliation_string":"Flickr, Sunnyvale, CA","institution_ids":[]},{"raw_affiliation_string":"University of Turin","institution_ids":["https://openalex.org/I55143463"]},{"raw_affiliation_string":"Nokia Bell Labs","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052435039","display_name":"Simon Osindero","orcid":null},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Simon Osindero","raw_affiliation_strings":["Flickr, Sunnyvale, CA","University of Turin","Nokia Bell Labs"],"affiliations":[{"raw_affiliation_string":"Flickr, Sunnyvale, CA","institution_ids":[]},{"raw_affiliation_string":"University of Turin","institution_ids":["https://openalex.org/I55143463"]},{"raw_affiliation_string":"Nokia Bell Labs","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5034406723"],"corresponding_institution_ids":["https://openalex.org/I4210098141","https://openalex.org/I55143463"],"apc_list":null,"apc_paid":null,"fwci":0.8763,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.73251309,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"29","issue":"12","first_page":"2682","last_page":"2695"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9944000244140625,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9876999855041504,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/upload","display_name":"Upload","score":0.7857276201248169},{"id":"https://openalex.org/keywords/crowdsourcing","display_name":"Crowdsourcing","score":0.7370707392692566},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6730269193649292},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.6018575429916382},{"id":"https://openalex.org/keywords/beauty","display_name":"Beauty","score":0.5923320055007935},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5592902898788452},{"id":"https://openalex.org/keywords/user-engagement","display_name":"User engagement","score":0.5509185791015625},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5159264802932739},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.503133237361908},{"id":"https://openalex.org/keywords/user-generated-content","display_name":"User-generated content","score":0.5026876926422119},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.4927361309528351},{"id":"https://openalex.org/keywords/content","display_name":"Content (measure theory)","score":0.4916308522224426},{"id":"https://openalex.org/keywords/social-network","display_name":"Social network (sociolinguistics)","score":0.4903595447540283},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.35020673274993896},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.3424115478992462},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2899201512336731},{"id":"https://openalex.org/keywords/aesthetics","display_name":"Aesthetics","score":0.12823829054832458},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10054019093513489},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.08821439743041992}],"concepts":[{"id":"https://openalex.org/C71901391","wikidata":"https://www.wikidata.org/wiki/Q7126699","display_name":"Upload","level":2,"score":0.7857276201248169},{"id":"https://openalex.org/C62230096","wikidata":"https://www.wikidata.org/wiki/Q275969","display_name":"Crowdsourcing","level":2,"score":0.7370707392692566},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6730269193649292},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.6018575429916382},{"id":"https://openalex.org/C2780620123","wikidata":"https://www.wikidata.org/wiki/Q7242","display_name":"Beauty","level":2,"score":0.5923320055007935},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5592902898788452},{"id":"https://openalex.org/C2984870255","wikidata":"https://www.wikidata.org/wiki/Q5196451","display_name":"User engagement","level":2,"score":0.5509185791015625},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5159264802932739},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.503133237361908},{"id":"https://openalex.org/C101293273","wikidata":"https://www.wikidata.org/wiki/Q579716","display_name":"User-generated content","level":3,"score":0.5026876926422119},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.4927361309528351},{"id":"https://openalex.org/C2778152352","wikidata":"https://www.wikidata.org/wiki/Q5165061","display_name":"Content (measure theory)","level":2,"score":0.4916308522224426},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.4903595447540283},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.35020673274993896},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.3424115478992462},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2899201512336731},{"id":"https://openalex.org/C107038049","wikidata":"https://www.wikidata.org/wiki/Q35986","display_name":"Aesthetics","level":1,"score":0.12823829054832458},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10054019093513489},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.08821439743041992},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tkde.2017.2747552","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2017.2747552","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Knowledge and Data Engineering","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:1711.00536","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1711.00536","pdf_url":"https://arxiv.org/pdf/1711.00536","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:iris.unito.it:2318/1662640","is_oa":true,"landing_page_url":"http://hdl.handle.net/2318/1662640","pdf_url":null,"source":{"id":"https://openalex.org/S4306400637","display_name":"Institutional Research Information System University of Turin (University of Turin)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I55143463","host_organization_name":"University of Turin","host_organization_lineage":["https://openalex.org/I55143463"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1711.00536","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1711.00536","pdf_url":"https://arxiv.org/pdf/1711.00536","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":94,"referenced_works":["https://openalex.org/W9014458","https://openalex.org/W20749913","https://openalex.org/W69312713","https://openalex.org/W1460922575","https://openalex.org/W1511924373","https://openalex.org/W1532457925","https://openalex.org/W1544632947","https://openalex.org/W1552468722","https://openalex.org/W1565421340","https://openalex.org/W1606532349","https://openalex.org/W1814023381","https://openalex.org/W1922185247","https://openalex.org/W1959141096","https://openalex.org/W1971604583","https://openalex.org/W1975238145","https://openalex.org/W1996776980","https://openalex.org/W1997095443","https://openalex.org/W2003856922","https://openalex.org/W2007773296","https://openalex.org/W2009627211","https://openalex.org/W2009678853","https://openalex.org/W2013628864","https://openalex.org/W2019607802","https://openalex.org/W2025510654","https://openalex.org/W2027135291","https://openalex.org/W2037710531","https://openalex.org/W2048835603","https://openalex.org/W2055179043","https://openalex.org/W2071949631","https://openalex.org/W2073538329","https://openalex.org/W2078807908","https://openalex.org/W2080754665","https://openalex.org/W2084862036","https://openalex.org/W2088275954","https://openalex.org/W2092207592","https://openalex.org/W2098611858","https://openalex.org/W2102605133","https://openalex.org/W2102720960","https://openalex.org/W2104915826","https://openalex.org/W2108970380","https://openalex.org/W2109742433","https://openalex.org/W2115022330","https://openalex.org/W2116005892","https://openalex.org/W2117539524","https://openalex.org/W2118027753","https://openalex.org/W2120131867","https://openalex.org/W2122429065","https://openalex.org/W2128891547","https://openalex.org/W2134206156","https://openalex.org/W2140739497","https://openalex.org/W2149084727","https://openalex.org/W2149910108","https://openalex.org/W2150578721","https://openalex.org/W2153307976","https://openalex.org/W2155163959","https://openalex.org/W2157922518","https://openalex.org/W2163605009","https://openalex.org/W2170375455","https://openalex.org/W2170658603","https://openalex.org/W2250384498","https://openalex.org/W2336090659","https://openalex.org/W2339299925","https://openalex.org/W2417288846","https://openalex.org/W2467531333","https://openalex.org/W2512435841","https://openalex.org/W2530739118","https://openalex.org/W2547490807","https://openalex.org/W2567566020","https://openalex.org/W2568924912","https://openalex.org/W2597503617","https://openalex.org/W2951262072","https://openalex.org/W2951818954","https://openalex.org/W2963165596","https://openalex.org/W2963711526","https://openalex.org/W3027506207","https://openalex.org/W3099786402","https://openalex.org/W3103455452","https://openalex.org/W3123895079","https://openalex.org/W4234209132","https://openalex.org/W4242484299","https://openalex.org/W4298334180","https://openalex.org/W6630520941","https://openalex.org/W6631766147","https://openalex.org/W6638399519","https://openalex.org/W6641323796","https://openalex.org/W6649465185","https://openalex.org/W6649928981","https://openalex.org/W6682333720","https://openalex.org/W6683388899","https://openalex.org/W6684191040","https://openalex.org/W6685083886","https://openalex.org/W6717040974","https://openalex.org/W6764632779","https://openalex.org/W7008863791"],"related_works":["https://openalex.org/W103991513","https://openalex.org/W2217241238","https://openalex.org/W4391046580","https://openalex.org/W2591340154","https://openalex.org/W2890805343","https://openalex.org/W3172701938","https://openalex.org/W2589603142","https://openalex.org/W4311401186","https://openalex.org/W4286495470","https://openalex.org/W2970798629"],"abstract_inverted_index":{"User":[0],"participation":[1],"in":[2,114,189],"online":[3,58],"communities":[4],"is":[5,102,155],"driven":[6],"by":[7,178],"the":[8,11,16,50,55,96,115,131,175,182],"intertwinement":[9],"of":[10,42,52,57,122,133,166],"social":[12,59,107,125],"network":[13],"structure":[14],"with":[15],"crowd-generated":[17],"content":[18,162],"that":[19],"flows":[20],"along":[21],"its":[22,80],"links.":[23],"These":[24],"aspects":[25],"are":[26,111],"rarely":[27],"explored":[28],"jointly":[29],"and":[30,39,77,181],"at":[31,35,146],"scale.":[32],"By":[33,84],"looking":[34],"how":[36,49,99],"users":[37],"generate":[38],"access":[40],"pictures":[41],"varying":[43],"beauty":[44,101,154],"on":[45,137],"Flickr,":[46],"we":[47,78,93,140],"investigate":[48],"production":[51],"quality":[53,136,176],"impacts":[54],"dynamics":[56],"systems.":[60,200],"We":[61],"develop":[62],"a":[63,105,119,179,187],"deep":[64],"learning":[65],"computer":[66],"vision":[67],"model":[68],"to":[69,73,87,135,153,186],"score":[70],"images":[71,110],"according":[72],"their":[74],"aesthetic":[75],"value":[76],"validate":[79],"output":[81],"through":[82],"crowdsourcing.":[83],"applying":[85],"it":[86],"over":[88,104],"15":[89],"B":[90],"Flickr":[91],"photos,":[92],"study":[94,130],"for":[95,127,196],"first":[97],"time":[98],"image":[100],"distributed":[103,113],"large-scale":[106],"system.":[108],"Beautiful":[109],"evenly":[112],"network,":[116],"although":[117],"only":[118],"small":[120],"core":[121],"people":[123,158],"get":[124],"recognition":[126],"them.":[128],"To":[129],"impact":[132],"exposure":[134],"user":[138,180],"engagement,":[139],"set":[141],"up":[142],"matching":[143],"experiments":[144],"aimed":[145],"detecting":[147],"causality":[148],"from":[149],"observational":[150],"data.":[151],"Exposure":[152],"double-edged:":[156],"following":[157],"who":[159],"produce":[160],"high-quality":[161],"increases":[163],"one's":[164],"probability":[165],"uploading":[167],"better":[168],"photos;":[169],"however,":[170],"an":[171],"excessive":[172],"imbalance":[173],"between":[174],"generated":[177],"user's":[183],"neighbors":[184],"leads":[185],"decline":[188],"engagement.":[190],"Our":[191],"analysis":[192],"has":[193],"practical":[194],"implications":[195],"improving":[197],"link":[198],"recommender":[199]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":1}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}