{"id":"https://openalex.org/W3196889860","doi":"https://doi.org/10.3897/rio.7.e71553","title":"A modeler's manifesto: Synthesizing modeling best practices with social science frameworks to support critical approaches to data science","display_name":"A modeler's manifesto: Synthesizing modeling best practices with social science frameworks to support critical approaches to data science","publication_year":2021,"publication_date":"2021-09-08","ids":{"openalex":"https://openalex.org/W3196889860","doi":"https://doi.org/10.3897/rio.7.e71553","mag":"3196889860"},"language":"en","primary_location":{"id":"doi:10.3897/rio.7.e71553","doi":"https://doi.org/10.3897/rio.7.e71553","is_oa":true,"landing_page_url":"https://doi.org/10.3897/rio.7.e71553","pdf_url":null,"source":{"id":"https://openalex.org/S2738614666","display_name":"Research Ideas and Outcomes","issn_l":"2367-7163","issn":["2367-7163"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","erih-plus","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310321056","host_organization_name":"Pensoft Publishers","host_organization_lineage":["https://openalex.org/P4310321056"],"host_organization_lineage_names":["Pensoft Publishers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Research Ideas and Outcomes","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3897/rio.7.e71553","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052097643","display_name":"M. V. Eitzel","orcid":"https://orcid.org/0000-0002-3877-1551","observed_orcids":["https://orcid.org/0000-0002-3877-1551"]},"institutions":[{"id":"https://openalex.org/I185103710","display_name":"University of California, Santa Cruz","ror":"https://ror.org/03s65by71","country_code":"US","type":"education","lineage":["https://openalex.org/I185103710"]},{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"M.V. Eitzel","raw_affiliation_strings":["Center for Community and Citizen Science, University of California at Davis, Davis, United States of America","Science & Justice Research Center, University of California at Santa Cruz, Santa Cruz, United States of America"],"raw_orcid":"https://orcid.org/0000-0002-3877-1551","affiliations":[{"raw_affiliation_string":"Center for Community and Citizen Science, University of California at Davis, Davis, United States of America","institution_ids":["https://openalex.org/I84218800"]},{"raw_affiliation_string":"Science & Justice Research Center, University of California at Santa Cruz, Santa Cruz, United States of America","institution_ids":["https://openalex.org/I185103710"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5052097643"],"corresponding_institution_ids":["https://openalex.org/I185103710","https://openalex.org/I84218800"],"apc_list":{"value":299,"currency":"EUR","value_usd":322},"apc_paid":{"value":299,"currency":"EUR","value_usd":322},"fwci":1.2253,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.84233743,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":96},"biblio":{"volume":"7","issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.6547999978065491,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.6547999978065491,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.07590000331401825,"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/T12320","display_name":"Feminist Epistemology and Gender Studies","score":0.056299999356269836,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/replication-crisis","display_name":"replication crisis","score":0.843999981880188},{"id":"https://openalex.org/keywords/big-data","display_name":"big data","score":0.7480000257492065},{"id":"https://openalex.org/keywords/feminist-science-and-technology-studies","display_name":"feminist science and technology studies","score":0.8759999871253967},{"id":"https://openalex.org/keywords/critical-theory","display_name":"critical theory","score":0.7879999876022339},{"id":"https://openalex.org/keywords/triangulation","display_name":"triangulation","score":0.7450000047683716},{"id":"https://openalex.org/keywords/interdisciplinary-collaboration","display_name":"interdisciplinary collaboration","score":0.7620000243186951},{"id":"https://openalex.org/keywords/uncertainty","display_name":"uncertainty","score":0.6570000052452087},{"id":"https://openalex.org/keywords/power-relations","display_name":"power relations","score":0.7710000276565552},{"id":"https://openalex.org/keywords/community-engagement","display_name":"community participation","score":0.5519999861717224}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6059194803237915},{"id":"https://openalex.org/C2778896172","wikidata":"https://www.wikidata.org/wiki/Q46337","display_name":"Manifesto","level":2,"score":0.5993053913116455},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.5890509486198425},{"id":"https://openalex.org/C84976871","wikidata":"https://www.wikidata.org/wiki/Q2015673","display_name":"Openness to experience","level":2,"score":0.5523909330368042},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.519520103931427},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4939151406288147},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.4729559123516083},{"id":"https://openalex.org/C138379479","wikidata":"https://www.wikidata.org/wiki/Q1116876","display_name":"Scientific modelling","level":2,"score":0.46393659710884094},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4504745900630951},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.44259461760520935},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.42319542169570923},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.4028854966163635},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.3878341019153595},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.1976948082447052},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.1809205710887909},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1720702052116394},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.14492663741111755},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3897/rio.7.e71553","doi":"https://doi.org/10.3897/rio.7.e71553","is_oa":true,"landing_page_url":"https://doi.org/10.3897/rio.7.e71553","pdf_url":null,"source":{"id":"https://openalex.org/S2738614666","display_name":"Research Ideas and Outcomes","issn_l":"2367-7163","issn":["2367-7163"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","erih-plus","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310321056","host_organization_name":"Pensoft Publishers","host_organization_lineage":["https://openalex.org/P4310321056"],"host_organization_lineage_names":["Pensoft Publishers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Research Ideas and Outcomes","raw_type":"journal-article"},{"id":"pmh:10.3897/rio.7.e71553","doi":null,"is_oa":true,"landing_page_url":"https://doi.org/10.3897/rio.7.e71553","pdf_url":null,"source":{"id":"https://openalex.org/S199213172","display_name":"ZooKeys","issn_l":"1313-2970","issn":["1313-2970","1313-2989"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","jufo-1","norway-1","poland-70","russia-white-list-1"],"host_organization":"https://openalex.org/P4310321056","host_organization_name":"Pensoft Publishers","host_organization_lineage":["https://openalex.org/P4310321056"],"host_organization_lineage_names":["Pensoft Publishers"],"type":"journal"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research Ideas and Outcomes 7: e71553","raw_type":"Review Article"},{"id":"pmh:oai:doaj.org/article:792119e138ce4d599aa9062b15fb16d6","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/792119e138ce4d599aa9062b15fb16d6","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research Ideas and Outcomes, Vol 7, Iss , Pp 1-29 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3897/rio.7.e71553","doi":"https://doi.org/10.3897/rio.7.e71553","is_oa":true,"landing_page_url":"https://doi.org/10.3897/rio.7.e71553","pdf_url":null,"source":{"id":"https://openalex.org/S2738614666","display_name":"Research Ideas and Outcomes","issn_l":"2367-7163","issn":["2367-7163"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","erih-plus","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310321056","host_organization_name":"Pensoft Publishers","host_organization_lineage":["https://openalex.org/P4310321056"],"host_organization_lineage_names":["Pensoft Publishers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Research Ideas and Outcomes","raw_type":"journal-article"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[{"id":"https://metadata.un.org/sdg/5","display_name":"Gender equality","score":0.6499999761581421}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":104,"referenced_works":["https://openalex.org/W45229629","https://openalex.org/W56404955","https://openalex.org/W74797178","https://openalex.org/W409344806","https://openalex.org/W582204392","https://openalex.org/W906769828","https://openalex.org/W1197531309","https://openalex.org/W1488007927","https://openalex.org/W1491787524","https://openalex.org/W1500693574","https://openalex.org/W1516534262","https://openalex.org/W1526025733","https://openalex.org/W1544701606","https://openalex.org/W1549228047","https://openalex.org/W1549911417","https://openalex.org/W1596515083","https://openalex.org/W1603408052","https://openalex.org/W1603454869","https://openalex.org/W1783432542","https://openalex.org/W1964201278","https://openalex.org/W1974564128","https://openalex.org/W1980909082","https://openalex.org/W1998025025","https://openalex.org/W2000836282","https://openalex.org/W2001306005","https://openalex.org/W2009435671","https://openalex.org/W2030758501","https://openalex.org/W2048623744","https://openalex.org/W2072169344","https://openalex.org/W2077198653","https://openalex.org/W2090794402","https://openalex.org/W2101849001","https://openalex.org/W2102087259","https://openalex.org/W2134607480","https://openalex.org/W2147097143","https://openalex.org/W2149160185","https://openalex.org/W2162121633","https://openalex.org/W2168908284","https://openalex.org/W2171111655","https://openalex.org/W2190941009","https://openalex.org/W2219940921","https://openalex.org/W2264201606","https://openalex.org/W2322006099","https://openalex.org/W2334930053","https://openalex.org/W2411308438","https://openalex.org/W2503783525","https://openalex.org/W2512093612","https://openalex.org/W2541120129","https://openalex.org/W2555442587","https://openalex.org/W2564951580","https://openalex.org/W2567362164","https://openalex.org/W2570760970","https://openalex.org/W2580591509","https://openalex.org/W2592426321","https://openalex.org/W2594690992","https://openalex.org/W2597779870","https://openalex.org/W2599816314","https://openalex.org/W2602708634","https://openalex.org/W2605084723","https://openalex.org/W2623133424","https://openalex.org/W2735784294","https://openalex.org/W2743927047","https://openalex.org/W2746201376","https://openalex.org/W2754878914","https://openalex.org/W2759938867","https://openalex.org/W2765220332","https://openalex.org/W2786371198","https://openalex.org/W2800114483","https://openalex.org/W2801314571","https://openalex.org/W2803619185","https://openalex.org/W2808127538","https://openalex.org/W2902041603","https://openalex.org/W2914002162","https://openalex.org/W2937820641","https://openalex.org/W3001807593","https://openalex.org/W3003716902","https://openalex.org/W3004652923","https://openalex.org/W3008695158","https://openalex.org/W3081457493","https://openalex.org/W3099375739","https://openalex.org/W3115525433","https://openalex.org/W3128989726","https://openalex.org/W3133759846","https://openalex.org/W3146083582","https://openalex.org/W4210281538","https://openalex.org/W4231000141","https://openalex.org/W4232515367","https://openalex.org/W4233741147","https://openalex.org/W4234649995","https://openalex.org/W4237465576","https://openalex.org/W4238991115","https://openalex.org/W4239287321","https://openalex.org/W4239571720","https://openalex.org/W4240027413","https://openalex.org/W4243621827","https://openalex.org/W4243761327","https://openalex.org/W4248184281","https://openalex.org/W4252418113","https://openalex.org/W4252633962","https://openalex.org/W4255242656","https://openalex.org/W4297837231","https://openalex.org/W4413288418","https://openalex.org/W6632922266","https://openalex.org/W6751191921"],"related_works":["https://openalex.org/W2124276731","https://openalex.org/W1036048407","https://openalex.org/W1185307393","https://openalex.org/W2225837912","https://openalex.org/W3184967493","https://openalex.org/W1595152277","https://openalex.org/W1566995095","https://openalex.org/W2610523071","https://openalex.org/W4361225185","https://openalex.org/W2045006843"],"abstract_inverted_index":{"In":[0],"the":[1,4,9,40,50,57,172,177,180,196],"face":[2],"of":[3,6,11,45,53,59,92,176],"\"crisis":[5],"reproducibility\"":[7],"and":[8,25,43,56,82,95,117,122,125,144,149,153,159,164,174,186],"rise":[10],"\"big":[12],"data\"":[13],"with":[14,75,135,157,192],"its":[15],"associated":[16],"issues,":[17],"modeling":[18,33,74,99,111,132],"needs":[19],"to":[20,36,85,109,189],"be":[21],"practiced":[22],"more":[23],"critically":[24],"less":[26],"automatically.":[27],"Many":[28],"modelers":[29,69],"are":[30],"discussing":[31],"better":[32,71],"practices,":[34],"but":[35],"address":[37],"questions":[38],"about":[39],"transparency,":[41],"equity,":[42],"relevance":[44],"modeling,":[46],"we":[47],"also":[48],"need":[49],"theoretical":[51],"grounding":[52],"social":[54,76],"science":[55,77,81],"tools":[58],"critical":[60,98],"theory.":[61],"I":[62],"have":[63],"therefore":[64],"synthesized":[65],"recent":[66],"work":[67,178],"by":[68,161,195],"on":[70],"practices":[72,94,103],"for":[73,97,151,163],"literature":[78],"(especially":[79],"feminist":[80],"technology":[83],"studies)":[84],"offer":[86],"a":[87,90],"\"modeler\u2019s":[88],"manifesto\":":[89],"set":[91],"applied":[93],"framings":[96],"approaches.":[100],"Broadly,":[101],"these":[102],"involve":[104],"1)":[105],"giving":[106],"greater":[107,128],"context":[108],"scientific":[110,131],"through":[112],"extended":[113],"methods":[114],"sections,":[115],"appendices,":[116],"companion":[118],"articles,":[119],"clarifying":[120],"quantitative":[121],"qualitative":[123],"reasoning":[124],"process;":[126],"2)":[127],"collaboration":[129],"in":[130,169],"via":[133],"triangulation":[134],"different":[136],"data":[137],"sources,":[138],"gaining":[139],"feedback":[140],"from":[141],"interdisciplinary":[142],"teams,":[143],"viewing":[145],"uncertainty":[146],"as":[147],"openness":[148],"invitation":[150],"dialogue;":[152],"3)":[154],"directly":[155,191],"engaging":[156],"justice":[158],"ethics":[160],"watching":[162],"mitigating":[165],"unequal":[166],"power":[167],"dynamics":[168],"projects,":[170],"facing":[171],"impacts":[173],"implications":[175],"throughout":[179],"process":[181],"rather":[182],"than":[183],"only":[184],"afterwards,":[185],"seeking":[187],"opportunities":[188],"collaborate":[190],"people":[193],"impacted":[194],"modeling.":[197]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2025-10-10T00:00:00"}