{"id":"https://openalex.org/W4380320146","doi":"https://doi.org/10.1145/3593013.3594081","title":"The Devil is in the Details: Interrogating Values Embedded in the Allegheny Family Screening Tool","display_name":"The Devil is in the Details: Interrogating Values Embedded in the Allegheny Family Screening Tool","publication_year":2023,"publication_date":"2023-06-12","ids":{"openalex":"https://openalex.org/W4380320146","doi":"https://doi.org/10.1145/3593013.3594081"},"language":"en","primary_location":{"id":"doi:10.1145/3593013.3594081","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3593013.3594081","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3593013.3594081","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 ACM Conference on Fairness Accountability and Transparency","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3593013.3594081","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026456054","display_name":"Marissa Gerchick","orcid":"https://orcid.org/0009-0007-3831-8961"},"institutions":[{"id":"https://openalex.org/I1298002456","display_name":"American Civil Liberties Union","ror":"https://ror.org/01rjbvz57","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1298002456"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Marissa Gerchick","raw_affiliation_strings":["American Civil Liberties Union, USA"],"raw_orcid":"https://orcid.org/0009-0007-3831-8961","affiliations":[{"raw_affiliation_string":"American Civil Liberties Union, USA","institution_ids":["https://openalex.org/I1298002456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092143397","display_name":"Tobi Jegede","orcid":"https://orcid.org/0009-0000-3079-8795"},"institutions":[{"id":"https://openalex.org/I1298002456","display_name":"American Civil Liberties Union","ror":"https://ror.org/01rjbvz57","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1298002456"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tobi Jegede","raw_affiliation_strings":["American Civil Liberties Union, USA"],"raw_orcid":"https://orcid.org/0009-0000-3079-8795","affiliations":[{"raw_affiliation_string":"American Civil Liberties Union, USA","institution_ids":["https://openalex.org/I1298002456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105405681","display_name":"T.P. Shah","orcid":"https://orcid.org/0009-0002-0088-6721"},"institutions":[{"id":"https://openalex.org/I79463011","display_name":"Analysis Group (United States)","ror":"https://ror.org/044jp1563","country_code":"US","type":"company","lineage":["https://openalex.org/I79463011"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tarak Shah","raw_affiliation_strings":["Human Rights Data Analysis Group, USA"],"raw_orcid":"https://orcid.org/0009-0002-0088-6721","affiliations":[{"raw_affiliation_string":"Human Rights Data Analysis Group, USA","institution_ids":["https://openalex.org/I79463011"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101774721","display_name":"Ana Bedoya Guti\u00e9rrez","orcid":"https://orcid.org/0009-0009-0363-2541"},"institutions":[{"id":"https://openalex.org/I1298002456","display_name":"American Civil Liberties Union","ror":"https://ror.org/01rjbvz57","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1298002456"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ana Gutierrez","raw_affiliation_strings":["American Civil Liberties Union, USA"],"raw_orcid":"https://orcid.org/0009-0009-0363-2541","affiliations":[{"raw_affiliation_string":"American Civil Liberties Union, USA","institution_ids":["https://openalex.org/I1298002456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092143398","display_name":"Sophie Beiers","orcid":"https://orcid.org/0009-0001-5043-8903"},"institutions":[{"id":"https://openalex.org/I1298002456","display_name":"American Civil Liberties Union","ror":"https://ror.org/01rjbvz57","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1298002456"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sophie Beiers","raw_affiliation_strings":["American Civil Liberties Union, USA"],"raw_orcid":"https://orcid.org/0009-0001-5043-8903","affiliations":[{"raw_affiliation_string":"American Civil Liberties Union, USA","institution_ids":["https://openalex.org/I1298002456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045491442","display_name":"Noam Shemtov","orcid":"https://orcid.org/0009-0006-1648-139X"},"institutions":[{"id":"https://openalex.org/I1298002456","display_name":"American Civil Liberties Union","ror":"https://ror.org/01rjbvz57","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1298002456"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Noam Shemtov","raw_affiliation_strings":["American Civil Liberties Union, USA"],"raw_orcid":"https://orcid.org/0009-0006-1648-139X","affiliations":[{"raw_affiliation_string":"American Civil Liberties Union, USA","institution_ids":["https://openalex.org/I1298002456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103192911","display_name":"Kath Xu","orcid":"https://orcid.org/0009-0007-5765-5234"},"institutions":[{"id":"https://openalex.org/I1298002456","display_name":"American Civil Liberties Union","ror":"https://ror.org/01rjbvz57","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1298002456"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kath Xu","raw_affiliation_strings":["American Civil Liberties Union, USA"],"raw_orcid":"https://orcid.org/0009-0007-5765-5234","affiliations":[{"raw_affiliation_string":"American Civil Liberties Union, USA","institution_ids":["https://openalex.org/I1298002456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092143399","display_name":"Anjana Samant","orcid":"https://orcid.org/0009-0000-3872-3499"},"institutions":[{"id":"https://openalex.org/I1298002456","display_name":"American Civil Liberties Union","ror":"https://ror.org/01rjbvz57","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1298002456"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anjana Samant","raw_affiliation_strings":["American Civil Liberties Union, USA"],"raw_orcid":"https://orcid.org/0009-0000-3872-3499","affiliations":[{"raw_affiliation_string":"American Civil Liberties Union, USA","institution_ids":["https://openalex.org/I1298002456"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050257943","display_name":"Aaron Horowitz","orcid":"https://orcid.org/0000-0001-7931-8756"},"institutions":[{"id":"https://openalex.org/I1298002456","display_name":"American Civil Liberties Union","ror":"https://ror.org/01rjbvz57","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1298002456"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aaron Horowitz","raw_affiliation_strings":["American Civil Liberties Union, USA"],"raw_orcid":"https://orcid.org/0000-0001-7931-8756","affiliations":[{"raw_affiliation_string":"American Civil Liberties Union, USA","institution_ids":["https://openalex.org/I1298002456"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5026456054"],"corresponding_institution_ids":["https://openalex.org/I1298002456"],"apc_list":null,"apc_paid":null,"fwci":16.3329,"has_fulltext":true,"cited_by_count":29,"citation_normalized_percentile":{"value":0.99080774,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1292","last_page":"1310"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10318","display_name":"Criminal Justice and Corrections Analysis","score":0.9894999861717224,"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"}},"topics":[{"id":"https://openalex.org/T10318","display_name":"Criminal Justice and Corrections Analysis","score":0.9894999861717224,"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"}},{"id":"https://openalex.org/T10762","display_name":"Migration, Health and Trauma","score":0.9620000123977661,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10574","display_name":"Crime Patterns and Interventions","score":0.9345999956130981,"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/neglect","display_name":"Neglect","score":0.645780086517334},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.5836745500564575},{"id":"https://openalex.org/keywords/perpetuity","display_name":"Perpetuity","score":0.4999687671661377},{"id":"https://openalex.org/keywords/audit","display_name":"Audit","score":0.4928421974182129},{"id":"https://openalex.org/keywords/agency","display_name":"Agency (philosophy)","score":0.489199161529541},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.44154059886932373},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.36627644300460815},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3416575789451599},{"id":"https://openalex.org/keywords/actuarial-science","display_name":"Actuarial science","score":0.3342209458351135},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.24395418167114258},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.19417643547058105}],"concepts":[{"id":"https://openalex.org/C2776289891","wikidata":"https://www.wikidata.org/wiki/Q1931511","display_name":"Neglect","level":2,"score":0.645780086517334},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.5836745500564575},{"id":"https://openalex.org/C203700910","wikidata":"https://www.wikidata.org/wiki/Q741846","display_name":"Perpetuity","level":2,"score":0.4999687671661377},{"id":"https://openalex.org/C199521495","wikidata":"https://www.wikidata.org/wiki/Q181487","display_name":"Audit","level":2,"score":0.4928421974182129},{"id":"https://openalex.org/C108170787","wikidata":"https://www.wikidata.org/wiki/Q3951828","display_name":"Agency (philosophy)","level":2,"score":0.489199161529541},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44154059886932373},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.36627644300460815},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3416575789451599},{"id":"https://openalex.org/C162118730","wikidata":"https://www.wikidata.org/wiki/Q1128453","display_name":"Actuarial science","level":1,"score":0.3342209458351135},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.24395418167114258},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.19417643547058105},{"id":"https://openalex.org/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","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/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3593013.3594081","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3593013.3594081","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3593013.3594081","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 ACM Conference on Fairness Accountability and Transparency","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3593013.3594081","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3593013.3594081","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3593013.3594081","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 ACM Conference on Fairness Accountability and Transparency","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.6200000047683716}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4380320146.pdf","grobid_xml":"https://content.openalex.org/works/W4380320146.grobid-xml"},"referenced_works_count":76,"referenced_works":["https://openalex.org/W13664322","https://openalex.org/W52824097","https://openalex.org/W865669645","https://openalex.org/W1583700199","https://openalex.org/W1976129032","https://openalex.org/W1995207641","https://openalex.org/W2141014056","https://openalex.org/W2157076315","https://openalex.org/W2167101736","https://openalex.org/W2168736985","https://openalex.org/W2338563048","https://openalex.org/W2342103067","https://openalex.org/W2582369421","https://openalex.org/W2705765409","https://openalex.org/W2796387035","https://openalex.org/W2897042519","https://openalex.org/W2897154134","https://openalex.org/W2897702578","https://openalex.org/W2900379068","https://openalex.org/W2911227954","https://openalex.org/W2913700606","https://openalex.org/W2923911798","https://openalex.org/W2937817264","https://openalex.org/W2941766203","https://openalex.org/W2942227409","https://openalex.org/W2948268267","https://openalex.org/W2970837303","https://openalex.org/W2971709279","https://openalex.org/W2979822793","https://openalex.org/W2995006168","https://openalex.org/W3003166972","https://openalex.org/W3007910004","https://openalex.org/W3008948670","https://openalex.org/W3013149459","https://openalex.org/W3016154458","https://openalex.org/W3030096167","https://openalex.org/W3031135337","https://openalex.org/W3041968715","https://openalex.org/W3100279624","https://openalex.org/W3101206394","https://openalex.org/W3104831984","https://openalex.org/W3105226597","https://openalex.org/W3121375298","https://openalex.org/W3122002830","https://openalex.org/W3122939459","https://openalex.org/W3123193753","https://openalex.org/W3133793827","https://openalex.org/W3133802387","https://openalex.org/W3162273152","https://openalex.org/W3162490344","https://openalex.org/W3172101419","https://openalex.org/W3186947646","https://openalex.org/W3192887452","https://openalex.org/W3200421165","https://openalex.org/W3202342121","https://openalex.org/W3211129581","https://openalex.org/W3212464620","https://openalex.org/W3213556453","https://openalex.org/W4214770205","https://openalex.org/W4225001143","https://openalex.org/W4225087473","https://openalex.org/W4225109361","https://openalex.org/W4225705534","https://openalex.org/W4226290207","https://openalex.org/W4253763531","https://openalex.org/W4280569846","https://openalex.org/W4280654428","https://openalex.org/W4281939280","https://openalex.org/W4283162036","https://openalex.org/W4283169532","https://openalex.org/W4288359828","https://openalex.org/W4300003134","https://openalex.org/W4303646451","https://openalex.org/W4308791796","https://openalex.org/W4366371917","https://openalex.org/W4388161807"],"related_works":["https://openalex.org/W3125242775","https://openalex.org/W1499907483","https://openalex.org/W3122035835","https://openalex.org/W3125522642","https://openalex.org/W3125133062","https://openalex.org/W2062970266","https://openalex.org/W3122015239","https://openalex.org/W3156953576","https://openalex.org/W3125808215","https://openalex.org/W3082928785"],"abstract_inverted_index":{"The":[0],"design":[1,52,92],"decisions":[2,33,58,93,154],"of":[3,62,214,232,255],"developers":[4],"and":[5,18,38,105,146,172,217,236,250],"researchers":[6],"in":[7,86,94,112,181,209],"creating":[8],"algorithmic":[9,51,65],"tools":[10],"\u2014":[11,22],"like":[12],"constructing":[13],"variables,":[14],"performing":[15],"feature":[16,101],"selection,":[17,102],"binning":[19],"model":[20,183],"outputs":[21],"are":[23,34,40],"sometimes":[24,41],"cast":[25],"as":[26,56,131,157,160,242],"objective":[27],"technical":[28],"processes.":[29],"In":[30,45,135],"reality,":[31],"these":[32,116,233],"far":[35],"from":[36,141],"objective,":[37],"they":[39,240],"even":[42,162],"made":[43],"arbitrarily.":[44],"this":[46],"work,":[47],"we":[48],"examine":[49],"how":[50],"choices":[53,244],"can":[54],"function":[55,241],"policy":[57,243],"through":[59,115],"an":[60],"audit":[61],"a":[63,78,187],"deployed":[64],"tool,":[66],"the":[67,95,113,123,126,142,150,182,194,203,212,226,230],"Allegheny":[68,87],"Family":[69],"Screening":[70],"Tool":[71],"(AFST),":[72],"used":[73],"to":[74,77,100,137,206],"screen":[75],"calls":[76],"child":[79,84],"welfare":[80],"agency":[81],"about":[82,253],"alleged":[83],"neglect":[85],"County,":[88],"Pennsylvania.":[89],"We":[90,228],"analyze":[91],"AFST\u2019s":[96],"development":[97],"process":[98],"related":[99],"data":[103,140],"collection,":[104],"post-processing,":[106],"highlighting":[107],"three":[108],"values":[109],"implicitly":[110],"embedded":[111],"tool":[114],"decisions.":[117],"By":[118],"aggregating":[119],"risk":[120],"scores":[121],"at":[122],"household":[124],"level,":[125],"AFST":[127,151,204],"effectively":[128],"treats":[129],"families":[130,208,223],"\u201crisky\u201d":[132],"by":[133,177,193,225],"association.":[134],"choosing":[136],"use":[138],"training":[139],"criminal":[143,195],"legal":[144,196],"system":[145,197],"behavioral":[147],"health":[148],"agencies,":[149],"prioritizes":[152],"\u201cmaking":[153],"based":[155],"on":[156,200],"much":[158],"information":[159,165],"possible,\u201d":[161],"when":[163],"that":[164,184,239,245],"is":[166],"potentially":[167],"biased":[168],"across":[169],"race,":[170],"disability,":[171],"other":[173],"protected":[174],"statuses.":[175],"Finally,":[176],"including":[178],"static":[179],"features":[180],"identify":[185],"whether":[186],"person":[188],"has":[189],"ever":[190],"been":[191],"affected":[192],"or":[198],"relied":[199],"public":[201],"benefits,":[202],"chooses":[205],"mark":[207],"perpetuity,":[210],"compounding":[211],"impacts":[213,231],"systemic":[215],"discrimination":[216],"foreclosing":[218],"opportunities":[219],"for":[220,222],"recourse":[221],"impacted":[224],"tool.":[227],"explore":[229],"decisions,":[234],"individually":[235],"together,":[237],"arguing":[238],"may":[246],"have":[247],"discriminatory":[248],"effects":[249],"raise":[251],"concerns":[252],"lack":[254],"democratic":[256],"oversight.":[257]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
