{"id":"https://openalex.org/W3208446465","doi":null,"title":"Computational Social Science: A Thematic Review","display_name":"Computational Social Science: A Thematic Review","publication_year":2021,"publication_date":"2021-10-19","ids":{"openalex":"https://openalex.org/W3208446465","mag":"3208446465"},"language":"en","primary_location":{"id":"pmh:oai:eprints.ncrm.ac.uk:4476","doi":null,"is_oa":false,"landing_page_url":"https://eprints.ncrm.ac.uk/id/eprint/4476/1/Computational%20Social%20Science%20-%20A%20Thematic%20Review.pdf","pdf_url":"https://eprints.ncrm.ac.uk/id/eprint/4476/1/Computational%20Social%20Science%20-%20A%20Thematic%20Review.pdf","source":{"id":"https://openalex.org/S4377196849","display_name":"NCRM EPrints Repository (National Centre for Research Methods)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210118913","host_organization_name":"National Centre for Research Methods","host_organization_lineage":["https://openalex.org/I4210118913"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Working Paper"},"volume":null,"type":"report","is_traditional":false,"indexed_in":[],"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/A5081271652","display_name":"Robert Meckin","orcid":"https://orcid.org/0000-0003-1071-9679","observed_orcids":["https://orcid.org/0000-0003-1071-9679"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Robert Meckin","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0003-1071-9679","affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5018732292","display_name":"Mark James Elliot","orcid":"https://orcid.org/0000-0002-3142-4493","observed_orcids":["https://orcid.org/0000-0002-3142-4493","https://orcid.org/0009-0001-6283-2369"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mark Elliot","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-3142-4493","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13910","display_name":"Computational and Text Analysis Methods","score":0.9154999852180481,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.9154999852180481,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"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/T12377","display_name":"Digital Humanities and Scholarship","score":0.026599999517202377,"subfield":{"id":"https://openalex.org/subfields/1208","display_name":"Literature and Literary Theory"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14280","display_name":"Big Data Technologies and Applications","score":0.01889999955892563,"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/computational-social-science","display_name":"computational social science","score":1.0},{"id":"https://openalex.org/keywords/research-methodology","display_name":"research methodology","score":0.5199999809265137},{"id":"https://openalex.org/keywords/interdisciplinarity","display_name":"interdisciplinarity","score":0.8519999980926514},{"id":"https://openalex.org/keywords/academic-community","display_name":"academic community","score":0.6290000081062317},{"id":"https://openalex.org/keywords/social-research-practice","display_name":"social research practice","score":0.3479999899864197},{"id":"https://openalex.org/keywords/computing-power","display_name":"computational power","score":0.3149999976158142}],"concepts":[{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.714057445526123},{"id":"https://openalex.org/C74196892","wikidata":"https://www.wikidata.org/wiki/Q7781188","display_name":"Thematic analysis","level":3,"score":0.5519701838493347},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.547616720199585},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.535619854927063},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46557682752609253},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3401058316230774},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.33412396907806396},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.26867207884788513},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.24639785289764404},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.17152321338653564},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12542060017585754},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:eprints.ncrm.ac.uk:4476","doi":null,"is_oa":false,"landing_page_url":"https://eprints.ncrm.ac.uk/id/eprint/4476/1/Computational%20Social%20Science%20-%20A%20Thematic%20Review.pdf","pdf_url":"https://eprints.ncrm.ac.uk/id/eprint/4476/1/Computational%20Social%20Science%20-%20A%20Thematic%20Review.pdf","source":{"id":"https://openalex.org/S4377196849","display_name":"NCRM EPrints Repository (National Centre for Research Methods)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210118913","host_organization_name":"National Centre for Research Methods","host_organization_lineage":["https://openalex.org/I4210118913"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Working Paper"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/1cca515d-5649-4b7f-af9b-9bd750343434","doi":null,"is_oa":false,"landing_page_url":"https://research.manchester.ac.uk/en/publications/1cca515d-5649-4b7f-af9b-9bd750343434","pdf_url":null,"source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Meckin, R & Elliot, M 2021 'Computational Social Science: A Thematic Review' National Centre for Research Methods . < https://eprints.ncrm.ac.uk/id/eprint/4476 >","raw_type":"info:eu-repo/semantics/workingPaper"},{"id":"mag:3208446465","doi":null,"is_oa":false,"landing_page_url":"https://eprints.ncrm.ac.uk/id/eprint/4476/","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":60,"referenced_works":["https://openalex.org/W88513916","https://openalex.org/W343995096","https://openalex.org/W1500693574","https://openalex.org/W1990474689","https://openalex.org/W2003741412","https://openalex.org/W2008803468","https://openalex.org/W2012967345","https://openalex.org/W2033198212","https://openalex.org/W2047975424","https://openalex.org/W2068181924","https://openalex.org/W2070907364","https://openalex.org/W2072701859","https://openalex.org/W2076199148","https://openalex.org/W2099385862","https://openalex.org/W2100967449","https://openalex.org/W2109469951","https://openalex.org/W2117332520","https://openalex.org/W2119595472","https://openalex.org/W2130863673","https://openalex.org/W2132874039","https://openalex.org/W2137036358","https://openalex.org/W2144244247","https://openalex.org/W2149910108","https://openalex.org/W2151205813","https://openalex.org/W2152314940","https://openalex.org/W2156236309","https://openalex.org/W2156716308","https://openalex.org/W2159397589","https://openalex.org/W2163753340","https://openalex.org/W2166692930","https://openalex.org/W2468725466","https://openalex.org/W2513928994","https://openalex.org/W2515822818","https://openalex.org/W2626653630","https://openalex.org/W2781265533","https://openalex.org/W2889127731","https://openalex.org/W2918145430","https://openalex.org/W2941489330","https://openalex.org/W3032419533","https://openalex.org/W3044282854","https://openalex.org/W3047315229","https://openalex.org/W3086748812","https://openalex.org/W3090803312","https://openalex.org/W3091587317","https://openalex.org/W3094423068","https://openalex.org/W3094938719","https://openalex.org/W3095231503","https://openalex.org/W3097776780","https://openalex.org/W3101857546","https://openalex.org/W3107802075","https://openalex.org/W3113091126","https://openalex.org/W3119647428","https://openalex.org/W3119720324","https://openalex.org/W3120412201","https://openalex.org/W3135094997","https://openalex.org/W3136956900","https://openalex.org/W3142875107","https://openalex.org/W3149746057","https://openalex.org/W3165613826","https://openalex.org/W3207707709"],"related_works":["https://openalex.org/W4233950147","https://openalex.org/W4318476312","https://openalex.org/W7221074801","https://openalex.org/W4401030901","https://openalex.org/W7221171528","https://openalex.org/W2807964725","https://openalex.org/W2400455388","https://openalex.org/W3022499311","https://openalex.org/W4210933096","https://openalex.org/W7127455716"],"abstract_inverted_index":{"The":[0,45,88,104,132,161],"explosion":[1],"of":[2,47,57,82,97,120,195],"social":[3,31,42,72],"digital":[4],"data":[5,15],"and":[6,21,27,61,63,68,77,101,112,130,158,164,174,192],"the":[7,14,25,36,55,83,121,136,183,196],"concomitant":[8],"increases":[9],"in":[10],"computational":[11,41],"capabilities":[12],"along":[13],"analytics":[16],"pipeline":[17],"(data":[18],"acquisition,":[19],"storage":[20],"analysis)":[22],"impact":[23],"upon":[24],"possibilities":[26],"choices":[28],"for":[29,198],"conducting":[30],"research.":[32],"This":[33],"report":[34],"examines":[35],"emerging":[37],"research":[38,200],"field":[39],"called":[40],"science":[43,73],"(CSS).":[44],"aim":[46],"this":[48],"review":[49,133],"is":[50],"to":[51,67,190],"offer":[52],"insight":[53],"into":[54,93,171],"shape":[56],"CSS,":[58],"its":[59],"questions":[60],"methodologies,":[62],"how":[64],"these":[65,177],"relate":[66],"interact":[69],"with":[70],"different":[71],"disciplines.":[74],"Two":[75],"searches":[76],"hand":[78],"sorting":[79],"identified":[80,118,151],"41":[81,138],"most":[84,122],"highly":[85],"cited":[86],"publications.":[87],"papers":[89],"were":[90,106,127,150],"initially":[91],"categorised":[92,129],"two":[94],"main":[95],"groups":[96,105,179],"papers:":[98],"substantive-technical":[99,162],"contributions":[100],"critical-review":[102,165],"contributions.":[103],"thematically":[107],"analysed.":[108,131],"As":[109],"a":[110,115],"validation":[111],"refinement":[113],"exercise,":[114],"further":[116],"search":[117],"thirty":[119],"recent":[123],"CSS":[124],"papers,":[125],"which":[126],"also":[128],"focuses":[134],"on":[135],"first":[137],"articles":[139,146],"as":[140,142],"well":[141],"several":[143],"other":[144],"relevant":[145],"are":[147,180],"discussed":[148],"that":[149],"through":[152],"citations,":[153],"additional":[154],"ad":[155],"hoc":[156],"searches,":[157],"personal":[159],"conversations.":[160],"literature":[163,166],"can":[167],"each":[168],"be":[169],"sub-divided":[170],"three":[172],"groups,":[173],"findings":[175,197],"from":[176],"six":[178],"described.":[181],"In":[182],"discussion,":[184],"we":[185],"draw":[186],"out":[187],"points":[188],"related":[189],"interdisciplinarity":[191],"potential":[193],"implications":[194],"engagement":[199],"communities.":[201]},"counts_by_year":[],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2021-11-08T00:00:00"}
