{"id":"https://openalex.org/W6892944289","doi":"https://doi.org/10.5281/zenodo.12204304","title":"SyROCCo dataset","display_name":"SyROCCo dataset","publication_year":2024,"publication_date":"2024-06-21","ids":{"openalex":"https://openalex.org/W6892944289","doi":"https://doi.org/10.5281/zenodo.12204304"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.12204304","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.12204304","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"dataset"},"type":"dataset","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.12204304","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Fang, Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Fang, Zheng","raw_affiliation_strings":["University of Warwick"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Warwick","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Arana-Catania, Miguel","orcid":"https://orcid.org/0000-0003-4277-0292"},"institutions":[{"id":"https://openalex.org/I82284825","display_name":"Cranfield University","ror":"https://ror.org/05cncd958","country_code":"GB","type":"education","lineage":["https://openalex.org/I82284825"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Arana-Catania, Miguel","raw_affiliation_strings":["Cranfield University"],"raw_orcid":"https://orcid.org/0000-0003-4277-0292","affiliations":[{"raw_affiliation_string":"Cranfield University","institution_ids":["https://openalex.org/I82284825"]}]},{"author_position":"middle","author":{"id":null,"display_name":"van Lier, Felix-Anselm","orcid":null},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"van Lier, Felix-Anselm","raw_affiliation_strings":["University of Oxford"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Outes Velarde, Juliana","orcid":null},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Outes Velarde, Juliana","raw_affiliation_strings":["University of Oxford"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Bregazzi, Harry","orcid":"https://orcid.org/0000-0002-3631-0591"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Bregazzi, Harry","raw_affiliation_strings":["University of Oxford"],"raw_orcid":"https://orcid.org/0000-0002-3631-0591","affiliations":[{"raw_affiliation_string":"University of Oxford","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Airoldi, Mara","orcid":"https://orcid.org/0000-0002-2781-9628"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Airoldi, Mara","raw_affiliation_strings":["University of Oxford"],"raw_orcid":"https://orcid.org/0000-0002-2781-9628","affiliations":[{"raw_affiliation_string":"University of Oxford","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Carter, Eleanor","orcid":"https://orcid.org/0000-0001-5774-7728"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Carter, Eleanor","raw_affiliation_strings":["University of Oxford"],"raw_orcid":"https://orcid.org/0000-0001-5774-7728","affiliations":[{"raw_affiliation_string":"University of Oxford","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"last","author":{"id":null,"display_name":"Procter, Rob","orcid":"https://orcid.org/0000-0001-8059-5224"},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Procter, Rob","raw_affiliation_strings":["University of Warwick"],"raw_orcid":"https://orcid.org/0000-0001-8059-5224","affiliations":[{"raw_affiliation_string":"University of Warwick","institution_ids":["https://openalex.org/I39555362"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I39555362"],"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":true,"primary_topic":null,"topics":[],"keywords":[{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5254999995231628},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.5004000067710876},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.4659999907016754},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.43650001287460327},{"id":"https://openalex.org/keywords/service-provider","display_name":"Service provider","score":0.37040001153945923},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.3296000063419342}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6201000213623047},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5254999995231628},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.5004000067710876},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.4659999907016754},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.43650001287460327},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.42239999771118164},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.421999990940094},{"id":"https://openalex.org/C116537","wikidata":"https://www.wikidata.org/wiki/Q2169973","display_name":"Service provider","level":3,"score":0.37040001153945923},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36660000681877136},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3531999886035919},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.3296000063419342},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.3224000036716461},{"id":"https://openalex.org/C44083865","wikidata":"https://www.wikidata.org/wiki/Q3853443","display_name":"Mean reciprocal rank","level":2,"score":0.3059999942779541},{"id":"https://openalex.org/C3018945416","wikidata":"https://www.wikidata.org/wiki/Q1266946","display_name":"Doctoral dissertation","level":3,"score":0.3037000000476837},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.27090001106262207},{"id":"https://openalex.org/C61904560","wikidata":"https://www.wikidata.org/wiki/Q1148359","display_name":"Grey literature","level":3,"score":0.2540999948978424}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5281/zenodo.12204304","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.12204304","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"dataset"}],"best_oa_location":{"id":"doi:10.5281/zenodo.12204304","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.12204304","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"dataset"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0,46,66,142,200,224,401,530,580,612,668,679,691,703,715,727,739,751,787],"peer-reviewed":[1],"publication":[2],"for":[3,77,120,245],"this":[4,21,240],"dataset":[5,27,242,607],"has":[6,28],"been":[7,29],"published":[8,104,623],"in":[9,239,246,261,311,319,417,423,509,783,791,796,821,826,850,855,893,898,922,927,953,958,981,986],"Data":[10],"&":[11],"Policy,":[12],"and":[13,75,106,113,166,174,212,221,236,322,383,386,389,391,427,442,450,485,494,496,544,546,593,601,626,773,808,838,867,910,939,950,970,998],"can":[14],"be":[15],"accessed":[16],"here:":[17],"https://arxiv.org/abs/2406.16527":[18],"Please":[19],"cite":[20],"when":[22],"using":[23,41,272,393],"the":[24,35,49,69,78,83,92,96,103,121,137,147,190,204,230,247,262,298,306,312,327,331,339,349,367,397,418,446,451,461,476,504,510,517,525,541,547,572,586,594,597,606,609,632,637,661,665,686,698,710,722,734,746,758,801,810,814,831,840,844,860,869,873,882,886,903,912,916,932,941,945,963,972,976,991,1000,1004],"dataset.":[25],"This":[26,214,875],"produced":[30,176],"as":[31,399,516,767],"a":[32,58,118,127,273,287,404,467,642,649,655,671,682,694,706,718,730,742,754,784,792,822,851,894,923,954,982],"result":[33],"of":[34,38,48,62,68,82,95,123,139,150,154,178,196,203,256,269,275,334,369,396,420,512,589,596,605,615,631,636,641,648,654,660,670,681,693,705,717,729,741,753,764,776,803,813,833,843,862,872,885,905,915,934,944,965,975,993,1003],"\u201cSystematic":[36],"Review":[37],"Outcomes":[39],"Contracts":[40],"Machine":[42],"Learning\u201d":[43],"(SyROCCo)":[44],"project.":[45],"goal":[47],"project":[50],"was":[51,72,206,226,363,501,552,578],"to":[52,57,73,90,110,145,229,250,278,297,326,330,348,365,373,412,488,554,585,674,685,697,709,721,733,745,757,800,830,859,880,902,931,962,990],"apply":[53],"machine":[54,343,406],"learning":[55,344,407],"techniques":[56,345],"systematic":[59,70],"review":[60,71,148],"process":[61],"outcomes-based":[63,270],"contracting":[64],"(OBC).":[65],"purpose":[67],"gather":[74],"curate,":[76],"first":[79,537],"time,":[80],"all":[81,394,540],"existing":[84],"evidence":[85],"on":[86,189,283,460,475,565],"OBC.":[87,155],"We":[88,523],"aimed":[89],"map":[91],"current":[93],"state":[94],"evidence,":[97],"synthesise":[98],"key":[99],"findings":[100],"from":[101,192,208,445,455,539],"across":[102],"studies,":[105],"provide":[107],"accessible":[108],"insights":[109],"our":[111],"policymaker":[112],"practitioner":[114],"audiences.":[115],"OBC":[116],"is":[117,403,458,466,618,877],"model":[119,357,454],"provision":[122],"public":[124],"services":[125],"wherein":[126],"service":[128],"provider":[129],"receives":[130],"payment,":[131],"in-part":[132],"or":[133,425],"in-full,":[134],"only":[135],"upon":[136],"achievement":[138],"pre-agreed":[140],"outcomes.":[141],"data":[143,479],"used":[144,364,879],"conduct":[146],"consists":[149],"1,952":[151],"individual":[152],"studies":[153,183,588],"They":[156],"include":[157,809,839,868,911,940,971,999],"peer":[158],"reviewed":[159],"journal":[160],"articles,":[161],"book":[162],"chapters,":[163],"doctoral":[164],"dissertations,":[165],"assorted":[167],"\u2018grey":[168],"literature\u2019":[169],"-":[170],"that":[171,258,409,506],"is,":[172],"reports":[173],"evaluations":[175],"outside":[177],"traditional":[179],"academic":[180],"publications.":[181],"Those":[182],"were":[184,243,259,264,346,439,473,536],"manually":[185],"filtered":[186],"by":[187,305,338],"experts":[188],"topic":[191,356],"an":[193,370,560],"initial":[194],"search":[195],"over":[197],"11,000":[198],"results.":[199],"full":[201],"text":[202,216,395,521,548],"articles":[205,577],"obtained":[207],"their":[209,414],"PDF":[210],"versions":[211],"preprocessed.":[213],"involved":[215],"format":[217],"normalisation,":[218],"removing":[219],"acknowledgements":[220],"bibliographic":[222],"references.":[223],"corpus":[225,249],"then":[227],"connected":[228],"INDIGO":[231],"Impact":[232],"Bond":[233],"Dataset.":[234],"Projects":[235],"organisations":[237],"mentioned":[238,318,534,591,782,790,820,849,887,892,921,952,980],"latter":[241],"searched":[244],"article\u2019s":[248,557],"relate":[251],"both":[252],"datasets.":[253],"Other":[254,762],"types":[255,763,775],"information":[257,614,765],"identified":[260],"texts":[263],"1)":[265],"financial":[266,280,768,788],"mechanisms":[267,281,781,789],"(type":[268],"instrument);":[271],"list":[274],"terms":[276],"related":[277,325],"those":[279],"based":[282,459,564],"prior":[284,415],"discussions":[285],"with":[286],"policy":[288,375,676,687,699,711,723,735,747,759],"advisory":[289],"group":[290],"(Picker":[291],"et":[292,360,482],"al.,":[293,361,483],"2021);":[294],"2)":[295],"references":[296,584],"17":[299],"Sustainable":[300,770,817],"Development":[301,771,818],"Goals":[302,819],"(SDGs)":[303],"defined":[304],"United":[307],"Nations":[308],"General":[309],"Assembly":[310],"2030":[313],"Agenda;":[314],"3)":[315],"country":[316],"names":[317,848],"each":[320,556,616,675],"article":[321,371,398],"income":[323,883],"levels":[324],"countries;":[328],"according":[329,799,829,858,901,930,961,989],"World":[332,340],"Classification":[333],"Income":[335],"Levels":[336],"2022":[337],"Bank.":[341],"Three":[342,434],"applied":[347,553],"corpus:":[350],"Policy":[351],"areas":[352,376],"identification.":[353],"A":[354],"query-driven":[355],"(QDTM)":[358],"(Fang":[359],"2021)":[362],"determine":[366,881],"probability":[368,669,680,692,704,716,728,740,752],"belonging":[372,673],"different":[374,576,774],"(health,":[377],"education,":[378],"homelessness,":[379],"criminal":[380],"justice,":[381],"employment":[382],"training,":[384],"child":[385],"family":[387],"welfare,":[388],"agriculture":[390],"environment),":[392],"input.":[400],"QDTM":[402],"semi-supervised":[405],"algorithm":[408],"allows":[410],"users":[411],"specify":[413],"knowledge":[416],"form":[419],"simple":[421],"queries":[422],"words":[424,535],"phrases":[426],"return":[428],"query-related":[429],"topics.":[430],"Named":[431],"Entity":[432],"Recognition.":[433],"named":[435,777],"entity":[436],"recognition":[437],"models":[438,444,472,515],"applied:":[440],"\u201cen_core_web_lg\u201d":[441],"\u201cen_core_web_trf\u201d":[443,457],"python":[447],"package":[448],"\u2018spaCy\u2019":[449],"\u201cner-ontonotes-large\u201d":[452],"English":[453],"\u2018Flair\u2019.":[456],"RoBERTa-base":[462],"transformer":[463],"model.":[464,470],"\u2018Flair\u2019":[465],"bi-LSTM":[468],"character-based":[469],"All":[471],"trained":[474],"\u201cOntoNotes":[477],"5\u201d":[478],"source":[480],"(Marcus":[481],"2011)":[484],"are":[486,794,806,824,836,853,865,896,908,925,937,956,968,984,996],"able":[487],"identify":[489],"geographical":[490],"locations,":[491],"organisation":[492],"names,":[493],"laws":[495,949],"regulations.":[497],"An":[498],"ensemble":[499],"method":[500],"adopted,":[502],"considering":[503],"entities":[505],"appear":[507],"simultaneously":[508],"results":[511,595],"any":[513],"two":[514],"correct":[518],"entities.":[519],"Semantic":[520],"similarity.":[522],"calculated":[524],"similarity":[526,574],"score":[527,562],"between":[528,575],"articles.":[529],"10,000":[531],"most":[532],"frequently":[533],"extracted":[538],"articles\u2019":[542],"titles":[543],"abstracts":[545],"vectorization":[549],"technique":[550],"TF*IDF":[551],"convert":[555],"abstract":[558],"into":[559],"importance":[561],"vector":[563],"these":[566,569],"words.":[567],"Using":[568],"numerical":[570],"vectors,":[571],"cosine":[573],"calculated.":[579],"SyROCCo":[581],"Dataset":[582],"includes":[583],"1952":[587],"OBCs":[590],"above":[592],"previous":[598],"processing":[599],"steps":[600],"techniques.":[602],"Each":[603],"entry":[604,876],"contains":[608],"following":[610],"information.":[611],"basic":[613],"document":[617,662],"its":[619],"title,":[620],"abstract,":[621],"authors,":[622],"years,":[624],"DOI":[625,652],"Article":[627,657],"ID:":[628,658],"Title:":[629],"Title":[630],"document.":[633],"Abstract:":[634],"Text":[635],"abstract.":[638],"Authors:":[639],"Authors":[640],"study.":[643,650,656,785],"Published":[644,646],"Years:":[645],"Years":[647],"DOI:":[651],"link":[653],"ID":[659],"selected":[663],"during":[664],"screening":[666],"process.":[667],"study":[672,683,695,707,719,731,743,755,793,823,852,895,924,955,983],"area:":[677],"policy_sector_health:":[678],"belongs":[684,696,708,720,732,744,756],"sector":[688,700,712,724,736,748,760],"\u201chealth\u201d.":[689],"policy_sector_education:":[690],"\u201ceducation\u201d.":[701],"policy_sector_homelessness:":[702],"\u201chomelessness\u201d.":[713],"policy_sector_criminal:":[714],"\u201ccriminal\u201d":[725],"policy_sector_employment:":[726],"\u201cemployment\u201d":[737],"policy_sector_child:":[738],"\u201cchild\u201d.":[749],"policy_sector_environment:":[750],"\u201cenvironment\u201d.":[761],"such":[766],"mechanisms,":[769],"Goals,":[772],"entities:":[778],"financial_mechanisms:":[779],"Financial":[780],"top_financial_mechanisms:":[786],"listed":[795,825,854,897,926,957,985],"descending":[797,827,856,899,928,959,987],"order":[798,828,857,900,929,960,988],"number":[802,832,861,904,933,964,992],"times":[804,834,863,906,935,966,994],"they":[805,835,864,907,936,967,995],"mentioned,":[807,837,866,909,938,969,997],"corresponding":[811,841,870,913,942,973,1001],"context":[812,842,871,914,943,974,1002],"mentions.":[815,845,874,917,946,977,1005],"top_sgds:":[816],"top_countries:":[846],"Country":[847],"also":[878],"level":[884],"counties.":[888],"top_Project:":[889],"Indigo":[890],"projects":[891],"top_GPE:":[918],"Geographical":[919],"locations":[920],"top_LAW:":[947],"Relevant":[948],"regulations":[951],"top_ORG:":[978],"Organisations":[979]},"counts_by_year":[],"updated_date":"2025-11-06T06:51:31.235846","created_date":"2025-10-10T00:00:00"}
