{"id":"https://openalex.org/W7224110221","doi":"https://doi.org/10.5281/zenodo.23729563","title":"Tackling PID Adoption Barriers: The German Roadmap Approach","display_name":"Tackling PID Adoption Barriers: The German Roadmap Approach","publication_year":2026,"publication_date":"2026-10-28","ids":{"openalex":"https://openalex.org/W7224110221","doi":"https://doi.org/10.5281/zenodo.23729563"},"language":"en","primary_location":{"id":"pmh:oai:pub.uni-bielefeld.de:3021326","doi":null,"is_oa":true,"landing_page_url":"https://nbn-resolving.org/urn:nbn:de:0070-pub-30213261","pdf_url":null,"source":{"id":"https://openalex.org/S4306401624","display_name":"Publikationen an der Universit\u00e4t Bielefeld (Universit\u00e4t Bielefeld)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I20121455","host_organization_name":"Bielefeld University","host_organization_lineage":["https://openalex.org/I20121455"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"http://purl.org/coar/resource_type/c_5794"},"volume":null,"type":"conference-paper","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://nbn-resolving.org/urn:nbn:de:0070-pub-30213261","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036748030","display_name":"Steffi Genderjahn","orcid":"https://orcid.org/0000-0002-8912-184X","observed_orcids":["https://orcid.org/0000-0002-8912-184X"]},"institutions":[{"id":"https://openalex.org/I1305996414","display_name":"Helmholtz Association of German Research Centres","ror":"https://ror.org/0281dp749","country_code":"DE","type":"government","lineage":["https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Genderjahn, Steffi","raw_affiliation_strings":["Helmholtz Association of German Research Centres"],"raw_orcid":"https://orcid.org/0000-0002-8912-184X","affiliations":[{"raw_affiliation_string":"Helmholtz Association of German Research Centres","institution_ids":["https://openalex.org/I1305996414"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082237547","display_name":"Schr\u00e4der","orcid":"https://orcid.org/0000-0001-7080-634X","observed_orcids":["https://orcid.org/0000-0001-7080-634X"]},"institutions":[{"id":"https://openalex.org/I1305996414","display_name":"Helmholtz Association of German Research Centres","ror":"https://ror.org/0281dp749","country_code":"DE","type":"government","lineage":["https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Schrader, Antonia","raw_affiliation_strings":["Helmholtz Association of German Research Centres"],"raw_orcid":"https://orcid.org/0000-0001-7080-634X","affiliations":[{"raw_affiliation_string":"Helmholtz Association of German Research Centres","institution_ids":["https://openalex.org/I1305996414"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070364117","display_name":"Andreas Czerniak","orcid":"https://orcid.org/0000-0003-3883-4169","observed_orcids":["https://orcid.org/0000-0003-3883-4169"]},"institutions":[{"id":"https://openalex.org/I4405268276","display_name":"Bielefeld University Library","ror":"https://ror.org/00e8qq940","country_code":"DE","type":"archive","lineage":["https://openalex.org/I20121455","https://openalex.org/I4405268276"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Czerniak, Andreas","raw_affiliation_strings":["Bielefeld University Library"],"raw_orcid":"https://orcid.org/0000-0003-3883-4169","affiliations":[{"raw_affiliation_string":"Bielefeld University Library","institution_ids":["https://openalex.org/I4405268276"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026877517","display_name":"Barbara Fischer","orcid":"https://orcid.org/0000-0002-4492-8906","observed_orcids":["https://orcid.org/0000-0002-4492-8906"]},"institutions":[{"id":"https://openalex.org/I4210110517","display_name":"Deutsche Nationalbibliothek","ror":"https://ror.org/01n7gem85","country_code":"DE","type":"archive","lineage":["https://openalex.org/I4210110517"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Fischer, Barbara","raw_affiliation_strings":["German National Library, Library's Office for Library Standards (AfS)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"German National Library, Library's Office for Library Standards (AfS)","institution_ids":["https://openalex.org/I4210110517"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089946972","display_name":"Stephanie Hagemann\u2010Wilholt","orcid":"https://orcid.org/0000-0002-0474-2410","observed_orcids":["https://orcid.org/0000-0002-0474-2410"]},"institutions":[{"id":"https://openalex.org/I2802635041","display_name":"Technische Informationsbibliothek (TIB)","ror":"https://ror.org/04aj4c181","country_code":"DE","type":"archive","lineage":["https://openalex.org/I2802635041","https://openalex.org/I315704651"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Hagemann-Wilholt, Stephanie","raw_affiliation_strings":["Technische Informationsbibliothek (TIB)"],"raw_orcid":"https://orcid.org/0000-0002-0474-2410","affiliations":[{"raw_affiliation_string":"Technische Informationsbibliothek (TIB)","institution_ids":["https://openalex.org/I2802635041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044646097","display_name":"Nina Sch\u00f6nfelder","orcid":"https://orcid.org/0000-0001-5294-5354","observed_orcids":["https://orcid.org/0000-0001-5294-5354"]},"institutions":[{"id":"https://openalex.org/I4405268276","display_name":"Bielefeld University Library","ror":"https://ror.org/00e8qq940","country_code":"DE","type":"archive","lineage":["https://openalex.org/I20121455","https://openalex.org/I4405268276"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sch\u00f6nfelder, Nina","raw_affiliation_strings":["Bielefeld University Library"],"raw_orcid":"https://orcid.org/0000-0001-5294-5354","affiliations":[{"raw_affiliation_string":"Bielefeld University Library","institution_ids":["https://openalex.org/I4405268276"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058532719","display_name":"Paul Vierkant","orcid":"https://orcid.org/0000-0003-4448-3844","observed_orcids":["https://orcid.org/0000-0003-4448-3844"]},"institutions":[{"id":"https://openalex.org/I4210145204","display_name":"DataCite","ror":"https://ror.org/04wxnsj81","country_code":"DE","type":"nonprofit","lineage":["https://openalex.org/I4210145204"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Vierkant, Paul","raw_affiliation_strings":["DataCite"],"raw_orcid":"https://orcid.org/0000-0003-4448-3844","affiliations":[{"raw_affiliation_string":"DataCite","institution_ids":["https://openalex.org/I4210145204"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022758830","display_name":"Frauke Ziedorn","orcid":"https://orcid.org/0000-0002-1143-781X","observed_orcids":["https://orcid.org/0000-0002-1143-781X"]},"institutions":[{"id":"https://openalex.org/I2802635041","display_name":"Technische Informationsbibliothek (TIB)","ror":"https://ror.org/04aj4c181","country_code":"DE","type":"archive","lineage":["https://openalex.org/I2802635041","https://openalex.org/I315704651"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ziedorn, Frauke","raw_affiliation_strings":["Technische Informationsbibliothek (TIB)"],"raw_orcid":"https://orcid.org/0000-0002-1143-781X","affiliations":[{"raw_affiliation_string":"Technische Informationsbibliothek (TIB)","institution_ids":["https://openalex.org/I2802635041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.87282615,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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/T11937","display_name":"Research Data Management Practices","score":0.9437999725341797,"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/T11937","display_name":"Research Data Management Practices","score":0.9437999725341797,"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/T14320","display_name":"Optics and Image Analysis","score":0.035599999129772186,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"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/T14330","display_name":"Library Science and Information Systems","score":0.014399999752640724,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/persistent-identifiers","display_name":"persistent identifiers","score":1.0},{"id":"https://openalex.org/keywords/metadata-workflows","display_name":"metadata workflows","score":0.5090000033378601},{"id":"https://openalex.org/keywords/interoperability","display_name":"interoperability","score":0.7490000128746033},{"id":"https://openalex.org/keywords/research-data","display_name":"research data","score":0.421999990940094},{"id":"https://openalex.org/keywords/research-software","display_name":"research software","score":0.7950000166893005},{"id":"https://openalex.org/keywords/cultural-heritage","display_name":"cultural heritage","score":0.8640000224113464},{"id":"https://openalex.org/keywords/research-information-systems","display_name":"research information systems","score":0.8190000057220459}],"concepts":[{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.5979999899864197},{"id":"https://openalex.org/C154775046","wikidata":"https://www.wikidata.org/wiki/Q188","display_name":"German","level":2,"score":0.578499972820282},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.5728999972343445},{"id":"https://openalex.org/C154504017","wikidata":"https://www.wikidata.org/wiki/Q853614","display_name":"Identifier","level":2,"score":0.46560001373291016},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.42500001192092896},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.3970000147819519},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.38510000705718994},{"id":"https://openalex.org/C20136886","wikidata":"https://www.wikidata.org/wiki/Q749647","display_name":"Interoperability","level":2,"score":0.36910000443458557},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.3625999987125397},{"id":"https://openalex.org/C39389867","wikidata":"https://www.wikidata.org/wiki/Q380767","display_name":"Corporate governance","level":2,"score":0.3619000017642975},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.32910001277923584},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3285999894142151},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.30709999799728394},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2953999936580658},{"id":"https://openalex.org/C74196892","wikidata":"https://www.wikidata.org/wiki/Q7781188","display_name":"Thematic analysis","level":3,"score":0.29120001196861267},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2768999934196472},{"id":"https://openalex.org/C60641444","wikidata":"https://www.wikidata.org/wiki/Q841602","display_name":"Delphi method","level":2,"score":0.2721000015735626},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.2705000042915344},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.26829999685287476},{"id":"https://openalex.org/C180198813","wikidata":"https://www.wikidata.org/wiki/Q121182","display_name":"Information system","level":2,"score":0.26330000162124634},{"id":"https://openalex.org/C60671577","wikidata":"https://www.wikidata.org/wiki/Q210272","display_name":"Cultural heritage","level":2,"score":0.2630999982357025},{"id":"https://openalex.org/C2778035492","wikidata":"https://www.wikidata.org/wiki/Q7315176","display_name":"Research program","level":2,"score":0.26010000705718994},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.25450000166893005},{"id":"https://openalex.org/C2780156850","wikidata":"https://www.wikidata.org/wiki/Q2144097","display_name":"Technology roadmap","level":2,"score":0.2538999915122986}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:pub.uni-bielefeld.de:3021326","doi":null,"is_oa":true,"landing_page_url":"https://nbn-resolving.org/urn:nbn:de:0070-pub-30213261","pdf_url":null,"source":{"id":"https://openalex.org/S4306401624","display_name":"Publikationen an der Universit\u00e4t Bielefeld (Universit\u00e4t Bielefeld)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I20121455","host_organization_name":"Bielefeld University","host_organization_lineage":["https://openalex.org/I20121455"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"http://purl.org/coar/resource_type/c_5794"},{"id":"doi:10.5281/zenodo.23729563","doi":"https://doi.org/10.5281/zenodo.23729563","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23729563","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,"listed_in":[],"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":"article-journal"},{"id":"doi:10.5281/zenodo.23729564","doi":"https://doi.org/10.5281/zenodo.23729564","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23729564","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,"listed_in":[],"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":"article-journal"}],"best_oa_location":{"id":"pmh:oai:pub.uni-bielefeld.de:3021326","doi":null,"is_oa":true,"landing_page_url":"https://nbn-resolving.org/urn:nbn:de:0070-pub-30213261","pdf_url":null,"source":{"id":"https://openalex.org/S4306401624","display_name":"Publikationen an der Universit\u00e4t Bielefeld (Universit\u00e4t Bielefeld)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I20121455","host_organization_name":"Bielefeld University","host_organization_lineage":["https://openalex.org/I20121455"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"http://purl.org/coar/resource_type/c_5794"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":1.0,"id":"https://metadata.un.org/sdg/9"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W6912361682","https://openalex.org/W7204113408","https://openalex.org/W6930396588","https://openalex.org/W6893292126","https://openalex.org/W6949846065","https://openalex.org/W7162662483","https://openalex.org/W7165126841","https://openalex.org/W6894217721","https://openalex.org/W7204138612","https://openalex.org/W7223673909"],"abstract_inverted_index":{"Are":[0],"fragmented":[1],"infrastructures,":[2],"manual":[3],"metadata":[4,203],"workflows,":[5],"and":[6,31,59,93,106,121,136,143,157,162,170,190,205,220,230,248,253,259,273,283,294,326,348,384],"unclear":[7],"responsibilities":[8],"for":[9,331,355],"persistent":[10],"identifiers":[11],"(PIDs)":[12],"hindering":[13],"the":[14,19,27,35,49,69,174,178,197,225,314,319],"adoption":[15],"of":[16,48,134,150,228,242,313],"PIDs":[17,67,80,229,372],"across":[18,196],"research":[20,29,71,115,155,163,198],"community?":[21],"These":[22,212],"challenges":[23],"are":[24],"widespread":[25],"in":[26,127,208,296,386],"German":[28,36,50,315],"landscape":[30],"that":[32,322,380],"is":[33,75,125],"what":[34],"PID":[37,140,151,168,180,188,301,316,336],"Roadmap":[38],"aims":[39],"to":[40,65,78,81,90,159,186,217,223,278,335,370],"address.":[41],"The":[42,73,123,233,263],"roadmap":[43,124,234,265,366],"was":[44,266],"developed":[45],"as":[46,99],"part":[47],"Research":[51],"Foundation":[52],"DFG-funded":[53],"project":[54],"\u201cPID":[55],"Network":[56],"Germany\u201d":[57],"(2023\u20132026)":[58],"offers":[60,182],"a":[61,86,183,269,298,310,352,364],"coordinated":[62,260,332],"national":[63,179,333,365],"approach":[64],"embedding":[66],"throughout":[68],"entire":[70],"cycle.":[72],"goal":[74],"not":[76],"limited":[77],"assigning":[79],"publications":[82],"or":[83],"researchers.":[84],"Instead,":[85],"comprehensive":[87],"PID-landscape":[88],"serves":[89],"uniquely":[91],"identify":[92,214],"systematically":[94],"link":[95],"various":[96],"entities":[97],"such":[98],"datasets,":[100],"software,":[101],"instruments,":[102],"samples,":[103],"projects,":[104],"organizations,":[105,290],"cultural":[107,137,160],"assets.":[108],"Only":[109],"through":[110],"these":[111,236],"structured":[112,311],"connections":[113],"can":[114,367],"outputs":[116],"become":[117],"fully":[118],"visible,":[119],"reusable,":[120],"machine-actionable.":[122],"grounded":[126],"extensive":[128],"empirical":[129],"work.":[130],"A":[131],"nationwide":[132],"survey":[133],"scientific":[135],"institutions":[138],"assessed":[139],"adoption,":[141,325],"needs,":[142],"barriers.":[144],"Thematic":[145],"workshops":[146],"explored":[147],"use":[148],"cases":[149],"implementation,":[152],"ranging":[153],"from":[154,373],"data":[156],"software":[158],"heritage":[161],"information":[164],"systems.":[165],"Interviews":[166],"with":[167,275,346],"providers":[169],"infrastructure":[171,247,292,379],"initiatives":[172],"complemented":[173],"analysis.":[175],"In":[176],"addition,":[177],"Monitor":[181],"systematic":[184],"way":[185],"track":[187],"usage":[189],"entity":[191],"coverage,":[192],"ensuring":[193],"full":[194,226],"transparency":[195],"landscape.":[199],"Pilot":[200],"implementations":[201],"tested":[202],"guidelines":[204],"workflow":[206],"integration":[207],"real":[209],"institutional":[210],"settings.":[211],"findings":[213],"exactly":[215],"where":[216],"refine":[218],"structural":[219],"technical":[221,246,375],"frameworks":[222],"unlock":[224],"power":[227],"high-quality":[231],"metadata.":[232],"translates":[235],"insights":[237],"into":[238,377],"three":[239],"strategic":[240,378],"fields":[241],"action:":[243],"(1)":[244],"Strengthening":[245],"interoperability.":[249],"(2)":[250],"Establishing":[251],"governance":[252],"policy":[254,356],"alignment.":[255],"(3)":[256],"Building":[257],"competencies":[258],"support":[261],"structures.":[262],"draft":[264],"followed":[267],"by":[268],"public":[270],"comment":[271],"period":[272],"shared":[274],"different":[276],"stakeholders":[277],"gather":[279],"feedback,":[280],"strengthen":[281,381],"relevance,":[282],"ensure":[284],"broad":[285],"community":[286,344],"acceptance.":[287],"It":[288],"guides":[289],"libraries,":[291],"providers,":[293],"funders":[295],"creating":[297],"coordinated,":[299],"sustainable":[300,324],"ecosystem.":[302],"By":[303],"attending":[304],"this":[305],"presentation,":[306],"you":[307,360],"will":[308,339,361],"gain":[309],"overview":[312],"landscape,":[317],"understand":[318],"systemic":[320],"barriers":[321],"hinder":[323],"discover":[327],"concrete":[328],"starting":[329],"points":[330],"development":[334],"implementation.":[337],"You":[338],"also":[340],"see":[341],"how":[342,363],"combining":[343],"engagement":[345],"qualitative":[347],"quantitative":[349],"evidence":[350],"creates":[351],"robust":[353],"foundation":[354],"decisions.":[357],"Most":[358],"importantly,":[359],"learn":[362],"be":[368],"used":[369],"transform":[371],"isolated":[374],"tools":[376],"transparency,":[382],"interoperability,":[383],"trust":[385],"research.":[387]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-10-29T00:00:00"}