{"id":"https://openalex.org/W4409736016","doi":"https://doi.org/10.1145/3706598.3713198","title":"A Critical Analysis of Machine Learning Eco-feedback Tools through the Lens of Sustainable HCI","display_name":"A Critical Analysis of Machine Learning Eco-feedback Tools through the Lens of Sustainable HCI","publication_year":2025,"publication_date":"2025-04-24","ids":{"openalex":"https://openalex.org/W4409736016","doi":"https://doi.org/10.1145/3706598.3713198"},"language":"en","primary_location":{"id":"doi:10.1145/3706598.3713198","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3706598.3713198","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3706598.3713198","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078390732","display_name":"Sinem G\u00f6r\u00fcc\u00fc","orcid":"https://orcid.org/0000-0002-9320-0962"},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Sinem G\u00f6r\u00fcc\u00fc","raw_affiliation_strings":["King's College London, London, United Kingdom"],"affiliations":[{"raw_affiliation_string":"King's College London, London, United Kingdom","institution_ids":["https://openalex.org/I183935753"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078212008","display_name":"Luiz Morais","orcid":"https://orcid.org/0000-0002-5506-9473"},"institutions":[{"id":"https://openalex.org/I25112270","display_name":"Universidade Federal de Pernambuco","ror":"https://ror.org/047908t24","country_code":"BR","type":"education","lineage":["https://openalex.org/I25112270"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Luiz A. Morais","raw_affiliation_strings":["CIn, Universidade Federal de Pernambuco, Recife, Brazil"],"affiliations":[{"raw_affiliation_string":"CIn, Universidade Federal de Pernambuco, Recife, Brazil","institution_ids":["https://openalex.org/I25112270"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052039493","display_name":"Georgia Panagiotidou","orcid":"https://orcid.org/0000-0003-4408-6371"},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Georgia Panagiotidou","raw_affiliation_strings":["King's College London, London, United Kingdom"],"affiliations":[{"raw_affiliation_string":"King's College London, London, United Kingdom","institution_ids":["https://openalex.org/I183935753"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5078390732"],"corresponding_institution_ids":["https://openalex.org/I183935753"],"apc_list":null,"apc_paid":null,"fwci":3.7982,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.93107648,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"18"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12238","display_name":"Green IT and Sustainability","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12238","display_name":"Green IT and Sustainability","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10803","display_name":"Innovative Human-Technology Interaction","score":0.9936000108718872,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9690999984741211,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/computer-science","display_name":"Computer science","score":0.6607635021209717},{"id":"https://openalex.org/keywords/lens","display_name":"Lens (geology)","score":0.5414914488792419},{"id":"https://openalex.org/keywords/through-the-lens-metering","display_name":"Through-the-lens metering","score":0.5099047422409058},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.4906527101993561},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2002224326133728}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6607635021209717},{"id":"https://openalex.org/C15336307","wikidata":"https://www.wikidata.org/wiki/Q1766051","display_name":"Lens (geology)","level":2,"score":0.5414914488792419},{"id":"https://openalex.org/C43091099","wikidata":"https://www.wikidata.org/wiki/Q1067788","display_name":"Through-the-lens metering","level":3,"score":0.5099047422409058},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4906527101993561},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2002224326133728},{"id":"https://openalex.org/C78762247","wikidata":"https://www.wikidata.org/wiki/Q1273174","display_name":"Petroleum engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3706598.3713198","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3706598.3713198","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:kclpure.kcl.ac.uk:openaire/38fdb9d2-1f5f-4485-b00b-afa8433000d7","is_oa":true,"landing_page_url":"https://kclpure.kcl.ac.uk/portal/en/publications/38fdb9d2-1f5f-4485-b00b-afa8433000d7","pdf_url":null,"source":{"id":"https://openalex.org/S4306400216","display_name":"Research Portal (King's College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I183935753","host_organization_name":"King's College London","host_organization_lineage":["https://openalex.org/I183935753"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Gorucu, S, Morais, L A & Panagiotidou, G 2025, A Critical Analysis of Machine Learning Eco-feedback Tools through the Lens of Sustainable HCI. in CHI 2025 - Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems., 885, Conference on Human Factors in Computing Systems - Proceedings, Association for Computing Machinery (ACM), pp. 1-18. https://doi.org/10.1145/3706598.3713198","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.1145/3706598.3713198","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3706598.3713198","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Responsible consumption and production","id":"https://metadata.un.org/sdg/12","score":0.5400000214576721}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":75,"referenced_works":["https://openalex.org/W1562514436","https://openalex.org/W2004984028","https://openalex.org/W2040716762","https://openalex.org/W2048389037","https://openalex.org/W2059818077","https://openalex.org/W2073845890","https://openalex.org/W2088990369","https://openalex.org/W2095058254","https://openalex.org/W2102174095","https://openalex.org/W2102848110","https://openalex.org/W2104113460","https://openalex.org/W2108297840","https://openalex.org/W2109688080","https://openalex.org/W2110056546","https://openalex.org/W2110077139","https://openalex.org/W2127523455","https://openalex.org/W2154825228","https://openalex.org/W2157082435","https://openalex.org/W2169205464","https://openalex.org/W2293357609","https://openalex.org/W2396456353","https://openalex.org/W2745693552","https://openalex.org/W2798544842","https://openalex.org/W2849214662","https://openalex.org/W2922008396","https://openalex.org/W2946586836","https://openalex.org/W2953522645","https://openalex.org/W3024190292","https://openalex.org/W3029504795","https://openalex.org/W3029527438","https://openalex.org/W3037032032","https://openalex.org/W3097146807","https://openalex.org/W3106171539","https://openalex.org/W3110011308","https://openalex.org/W3133255051","https://openalex.org/W3133702157","https://openalex.org/W3135539146","https://openalex.org/W3157788795","https://openalex.org/W3163712555","https://openalex.org/W3175172156","https://openalex.org/W3177047782","https://openalex.org/W3191480387","https://openalex.org/W3213101878","https://openalex.org/W3214897310","https://openalex.org/W4210916416","https://openalex.org/W4213035980","https://openalex.org/W4223901599","https://openalex.org/W4224990374","https://openalex.org/W4225098465","https://openalex.org/W4229447533","https://openalex.org/W4242918116","https://openalex.org/W4252148582","https://openalex.org/W4281999470","https://openalex.org/W4283157527","https://openalex.org/W4283704460","https://openalex.org/W4284668912","https://openalex.org/W4294559022","https://openalex.org/W4317433347","https://openalex.org/W4321392480","https://openalex.org/W4366564134","https://openalex.org/W4382318284","https://openalex.org/W4382362917","https://openalex.org/W4385488615","https://openalex.org/W4386864859","https://openalex.org/W4387494819","https://openalex.org/W4387606045","https://openalex.org/W4388266071","https://openalex.org/W4391822177","https://openalex.org/W4391965576","https://openalex.org/W4392646876","https://openalex.org/W4396832145","https://openalex.org/W4396832859","https://openalex.org/W4399382134","https://openalex.org/W4399450035","https://openalex.org/W6892464000"],"related_works":["https://openalex.org/W4321486002","https://openalex.org/W2050941231","https://openalex.org/W2348285641","https://openalex.org/W1622737280","https://openalex.org/W4321517506","https://openalex.org/W4387524676","https://openalex.org/W2390629623","https://openalex.org/W4399703469","https://openalex.org/W4251444559","https://openalex.org/W2386987825"],"abstract_inverted_index":{"In":[0],"light":[1],"of":[2,59,62,83,94,126],"machine":[3],"learning's":[4],"increasing":[5],"computational":[6],"needs,":[7],"developers":[8],"created":[9],"energy":[10,35],"and":[11,16,29,43,51,78,111,118,129,131],"carbon-reporting":[12],"tools":[13,23,67],"to":[14,96,113],"calculate":[15],"communicate":[17],"their":[18,48,55,76,109],"models'":[19],"environmental":[20],"impact.":[21],"These":[22],"use":[24,105],"modeling":[25],"parameters":[26],"as":[27],"inputs":[28],"respond":[30],"with":[31],"expected":[32],"or":[33,37],"incurred":[34],"requirements":[36],"carbon":[38],"emissions.":[39],"This":[40],"work":[41],"critically":[42],"systematically":[44],"analyses":[45],"them":[46],"regarding":[47],"content,":[49],"form,":[50],"design":[52,77,110],"process.":[53],"Besides":[54],"noble":[56],"intentions,":[57],"many":[58],"the":[60,88],"shortcomings":[61],"early":[63],"sustainable":[64],"HCI":[65],"eco-feedback":[66,98],"are":[68],"still":[69],"being":[70],"propagated":[71],"in":[72,108],"these":[73],"tools.":[74],"Moreover,":[75],"development":[79,112],"have":[80],"limited":[81],"inclusion":[82],"potential":[84],"stakeholders.":[85],"We":[86],"argue":[87],"need":[89],"for":[90],"a":[91],"next":[92],"generation":[93],"approaches":[95,107],"ML":[97,127],"that":[99],"(a)":[100],"further":[101],"support":[102,114],"rematerialization,":[103],"(b)":[104],"participatory":[106],"collaborative":[115],"team":[116],"environments":[117],"go":[119],"beyond":[120],"individual":[121],"persuasion,":[122],"(c)":[123],"consider":[124],"complexities":[125],"models":[128],"processes,":[130],"more":[132],"broadly,":[133],"(d)":[134],"re-center":[135],"around":[136],"sufficiency":[137],"rather":[138],"than":[139],"only":[140],"efficiency.":[141]},"counts_by_year":[{"year":2025,"cited_by_count":5}],"updated_date":"2026-03-21T08:13:44.787528","created_date":"2025-10-10T00:00:00"}
