{"id":"https://openalex.org/W7128314223","doi":"https://doi.org/10.5281/zenodo.18521759","title":"Don't Confuse Engagement With Leadership: Reconstructing Decision-Making Dynamics During Public Health Crises by Applying Data Science to Public Records (Supplementary Material)","display_name":"Don't Confuse Engagement With Leadership: Reconstructing Decision-Making Dynamics During Public Health Crises by Applying Data Science to Public Records (Supplementary Material)","publication_year":2024,"publication_date":"2024-12-18","ids":{"openalex":"https://openalex.org/W7128314223","doi":"https://doi.org/10.5281/zenodo.18521759"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.18521759","doi":"https://doi.org/10.5281/zenodo.18521759","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.18521759","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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"},"volume":null,"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.18521759","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092190054","display_name":"Peter Nadel","orcid":"https://orcid.org/0000-0002-9421-8494","observed_orcids":["https://orcid.org/0000-0002-9421-8494"]},"institutions":[{"id":"https://openalex.org/I121934306","display_name":"Tufts University","ror":"https://ror.org/05wvpxv85","country_code":"US","type":"education","lineage":["https://openalex.org/I121934306"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nadel, Peter","raw_affiliation_strings":["Tufts University"],"raw_orcid":"https://orcid.org/0000-0002-9421-8494","affiliations":[{"raw_affiliation_string":"Tufts University","institution_ids":["https://openalex.org/I121934306"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5125355967","display_name":"Kevin Smith","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I121934306","display_name":"Tufts University","ror":"https://ror.org/05wvpxv85","country_code":"US","type":"education","lineage":["https://openalex.org/I121934306"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Smith, Kevin","raw_affiliation_strings":["Tufts University"],"raw_orcid":"https://orcid.org/0000-0002-8026-8917","affiliations":[{"raw_affiliation_string":"Tufts University","institution_ids":["https://openalex.org/I121934306"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I121934306"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.61003861,"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.5526999831199646,"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":0.5526999831199646,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.21150000393390656,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10028","display_name":"Topic Modeling","score":0.06989999860525131,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/public-health-crisis","display_name":"public health crisis","score":0.824999988079071},{"id":"https://openalex.org/keywords/government-decision-making","display_name":"government decision-making","score":0.8029999732971191},{"id":"https://openalex.org/keywords/document-classification","display_name":"document classification","score":0.7870000004768372},{"id":"https://openalex.org/keywords/vision-transformer","display_name":"vision transformer","score":0.7250000238418579},{"id":"https://openalex.org/keywords/named-entity-recognition","display_name":"named entity recognition","score":0.9890000224113464},{"id":"https://openalex.org/keywords/semantic-search","display_name":"semantic search","score":0.5870000123977661},{"id":"https://openalex.org/keywords/vector-embeddings","display_name":"vector embeddings","score":0.6970000267028809},{"id":"https://openalex.org/keywords/correspondence-analysis","display_name":"correspondence analysis","score":0.4830000102519989},{"id":"https://openalex.org/keywords/citizen-participation","display_name":"citizen participation","score":0.33399999141693115},{"id":"https://openalex.org/keywords/leadership","display_name":"leadership","score":0.4560000002384186}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6983000040054321},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.5799000263214111},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5595999956130981},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.49559998512268066},{"id":"https://openalex.org/C132094186","wikidata":"https://www.wikidata.org/wiki/Q641585","display_name":"Clutter","level":3,"score":0.4885999858379364},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.4828000068664551},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4697999954223633},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4456000030040741},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.42669999599456787},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.40880000591278076},{"id":"https://openalex.org/C88548561","wikidata":"https://www.wikidata.org/wiki/Q347599","display_name":"sort","level":2,"score":0.36500000953674316},{"id":"https://openalex.org/C2780535194","wikidata":"https://www.wikidata.org/wiki/Q309901","display_name":"Open data","level":2,"score":0.3434999883174896},{"id":"https://openalex.org/C197352329","wikidata":"https://www.wikidata.org/wiki/Q1093434","display_name":"Citizen science","level":2,"score":0.33799999952316284},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.33489999175071716},{"id":"https://openalex.org/C2129575","wikidata":"https://www.wikidata.org/wiki/Q54837","display_name":"Semantic Web","level":2,"score":0.30149999260902405},{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.29840001463890076},{"id":"https://openalex.org/C2781252014","wikidata":"https://www.wikidata.org/wiki/Q1141900","display_name":"Unstructured data","level":3,"score":0.2921999990940094},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2888000011444092},{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.2815999984741211},{"id":"https://openalex.org/C205112559","wikidata":"https://www.wikidata.org/wiki/Q7257735","display_name":"Public engagement","level":2,"score":0.28029999136924744},{"id":"https://openalex.org/C2779135771","wikidata":"https://www.wikidata.org/wiki/Q403574","display_name":"Named-entity recognition","level":3,"score":0.27570000290870667},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.26840001344680786},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.26759999990463257},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.25429999828338623},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.2500999867916107}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.5281/zenodo.18521759","doi":"https://doi.org/10.5281/zenodo.18521759","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.18521759","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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"},{"id":"doi:10.5281/zenodo.18521760","doi":"https://doi.org/10.5281/zenodo.18521760","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.18521760","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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"},{"id":"doi:10.5281/zenodo.18522026","doi":"https://doi.org/10.5281/zenodo.18522026","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.18522026","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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.5281/zenodo.18521759","doi":"https://doi.org/10.5281/zenodo.18521759","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.18521759","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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[{"id":"https://metadata.un.org/sdg/16","score":0.8018096685409546,"display_name":"Peace, justice, and strong institutions"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G5903313004","display_name":"NRT-HDR Data Driven Decision Making to Address Complex Resource Problems","funder_award_id":"2021874","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"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":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Overview":[0],"Supplementary":[1],"material":[2],"describing":[3],"the":[4,33,130,157],"data":[5,30,188],"science":[6],"pipeline":[7],"used":[8],"in":[9,47],"\"Don't":[10],"Confuse":[11],"Engagement":[12],"With":[13],"Leadership:":[14],"Reconstructing":[15],"Decision-Making":[16],"Dynamics":[17],"During":[18],"Public":[19,57],"Health":[20],"Crises.\"":[21],"It":[22],"offers":[23],"a":[24,105,178],"practical":[25],"framework":[26],"for":[27,128],"researchers":[28,59],"and":[29,51,87,95,115,135,184],"scientists":[31],"facing":[32],"challenge":[34],"of":[35,67,132,159],"analyzing":[36],"massive,":[37],"unstructured":[38],"public":[39],"records":[40],"datasets.":[41,56,139],"Intended":[42],"Audiences":[43],"Data":[44],"Scientists":[45],"interested":[46],"applying":[48],"Computer":[49],"Vision":[50,78],"NLP":[52],"to":[53,63,76,82,103,111,146,155,190],"real-world":[54],"government":[55],"Policy":[58],"seeking":[60],"efficient":[61],"ways":[62],"explore":[64],"large":[65,138],"repositories":[66],"digital":[68],"correspondence.":[69],"Topics":[70],"Automate":[71],"Document":[72],"Classification:":[73],"Learn":[74,125],"how":[75,102,145],"train":[77],"Transformer":[79],"(ViT)":[80],"models":[81,176],"automatically":[83],"filter":[84],"out":[85],"clutter":[86],"sort":[88],"documents":[89,160],"into":[90,177],"classes":[91],"like":[92],"emails,":[93],"spreadsheets,":[94],"handwritten":[96],"notes.":[97],"Reconstruct":[98],"\"Lost\"":[99],"Metadata:":[100],"See":[101],"build":[104],"Named":[106],"Entity":[107],"Recognition":[108],"(NER)":[109],"workflow":[110],"extract":[112],"senders,":[113],"recipients,":[114],"dates":[116],"from":[117],"raw":[118],"image":[119],"scans,":[120],"reconstructing":[121],"decision-making":[122],"timelines.":[123],"Validation:":[124],"about":[126],"techniques":[127],"validating":[129],"performance":[131],"document":[133],"classification":[134],"NER":[136],"on":[137,173],"Move":[140],"Beyond":[141],"Keyword":[142],"Search:":[143],"Discover":[144],"implement":[147],"semantic":[148],"search":[149],"using":[150,182],"vector":[151],"embeddings,":[152],"allowing":[153],"you":[154],"query":[156],"context":[158],"(e.g.,":[161],"\"local":[162],"engagement\")":[163],"rather":[164],"than":[165],"just":[166],"exact":[167],"text":[168],"matches.":[169],"Deployment:":[170],"Includes":[171],"details":[172],"deploying":[174],"these":[175],"user-friendly":[179],"web":[180],"interface":[181],"Streamlit":[183],"PostgreSQL,":[185],"making":[186],"complex":[187],"accessible":[189],"non-technical":[191],"experts.":[192]},"counts_by_year":[],"updated_date":"2026-10-08T09:06:37.294493","created_date":"2026-02-09T00:00:00"}