{"id":"https://openalex.org/W7135395385","doi":"https://doi.org/10.53267/20210106","title":"Microethics for Healthcare Data Science:Attention to Capabilities in Sociotechnical Systems","display_name":"Microethics for Healthcare Data Science:Attention to Capabilities in Sociotechnical Systems","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W7135395385","doi":"https://doi.org/10.53267/20210106"},"language":"en","primary_location":{"id":"pmh:oai:research-information.bris.ac.uk:openaire/f8762a2e-5569-4cbd-811d-cb94646b377c","doi":"https://doi.org/10.53267/20210106","is_oa":true,"landing_page_url":"https://hdl.handle.net/1983/f8762a2e-5569-4cbd-811d-cb94646b377c","pdf_url":null,"source":{"id":"https://openalex.org/S4306400895","display_name":"Bristol Research (University of Bristol)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I36234482","host_organization_name":"University of Bristol","host_organization_lineage":["https://openalex.org/I36234482"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Ratti, E & Graves, M 2021, 'Microethics for Healthcare Data Science : Attention to Capabilities in Sociotechnical Systems', The Future of Science and Ethics, vol. 6, pp. 64-73. https://doi.org/10.53267/20210106","raw_type":"info:eu-repo/semantics/publishedVersion"},"volume":null,"type":"article","indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hdl.handle.net/1983/f8762a2e-5569-4cbd-811d-cb94646b377c","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034977046","display_name":"Emanuele Ratti","orcid":"https://orcid.org/0000-0003-1409-8240","observed_orcids":["https://orcid.org/0000-0003-1409-8240"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ratti, Emanuele","raw_affiliation_strings":["Department of Philosophy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Philosophy","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080265363","display_name":"Mark Graves","orcid":"https://orcid.org/0000-0003-3146-3203","observed_orcids":["https://orcid.org/0000-0003-3146-3203"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Graves, Mark","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5080265363"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6179,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.79651333,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":94},"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.9970999956130981,"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":0.9970999956130981,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.0006000000284984708,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.0005000000237487257,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/microethics","display_name":"microethics","score":0.9520000219345093},{"id":"https://openalex.org/keywords/sociotechnical-systems","display_name":"socio-technical systems","score":0.8569999933242798},{"id":"https://openalex.org/keywords/ethical-frameworks","display_name":"ethical frameworks","score":0.5809999704360962},{"id":"https://openalex.org/keywords/technology-selection","display_name":"technology selection","score":0.6190000176429749},{"id":"https://openalex.org/keywords/sociocultural-factors","display_name":"sociocultural factors","score":0.8830000162124634},{"id":"https://openalex.org/keywords/ethical-skills","display_name":"ethical skills","score":0.6150000095367432},{"id":"https://openalex.org/keywords/model-validation-metrics","display_name":"model validation metrics","score":0.8399999737739563},{"id":"https://openalex.org/keywords/data-subjects","display_name":"data subjects","score":0.5590000152587891},{"id":"https://openalex.org/keywords/capabilities","display_name":"capabilities","score":0.5960000157356262}],"concepts":[{"id":"https://openalex.org/C127627568","wikidata":"https://www.wikidata.org/wiki/Q1639361","display_name":"Sociotechnical system","level":2,"score":0.9688000082969666},{"id":"https://openalex.org/C196187386","wikidata":"https://www.wikidata.org/wiki/Q1050187","display_name":"Sociocultural evolution","level":2,"score":0.5879999995231628},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.527899980545044},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5138000249862671},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.4887999892234802},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.46050000190734863},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.4593000113964081},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.44749999046325684},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.44350001215934753},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.3714999854564667},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.36090001463890076},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.349700003862381},{"id":"https://openalex.org/C78780964","wikidata":"https://www.wikidata.org/wiki/Q7233193","display_name":"Position paper","level":2,"score":0.33709999918937683},{"id":"https://openalex.org/C2986663376","wikidata":"https://www.wikidata.org/wiki/Q9465","display_name":"Ethical issues","level":2,"score":0.3294000029563904},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.32899999618530273},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.29350000619888306},{"id":"https://openalex.org/C193429382","wikidata":"https://www.wikidata.org/wiki/Q232405","display_name":"Metric system","level":2,"score":0.2840999960899353}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:research-information.bris.ac.uk:openaire/f8762a2e-5569-4cbd-811d-cb94646b377c","doi":"https://doi.org/10.53267/20210106","is_oa":true,"landing_page_url":"https://hdl.handle.net/1983/f8762a2e-5569-4cbd-811d-cb94646b377c","pdf_url":null,"source":{"id":"https://openalex.org/S4306400895","display_name":"Bristol Research (University of Bristol)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I36234482","host_organization_name":"University of Bristol","host_organization_lineage":["https://openalex.org/I36234482"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Ratti, E & Graves, M 2021, 'Microethics for Healthcare Data Science : Attention to Capabilities in Sociotechnical Systems', The Future of Science and Ethics, vol. 6, pp. 64-73. https://doi.org/10.53267/20210106","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:research-information.bris.ac.uk:openaire/f8762a2e-5569-4cbd-811d-cb94646b377c","doi":"https://doi.org/10.53267/20210106","is_oa":true,"landing_page_url":"https://hdl.handle.net/1983/f8762a2e-5569-4cbd-811d-cb94646b377c","pdf_url":null,"source":{"id":"https://openalex.org/S4306400895","display_name":"Bristol Research (University of Bristol)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I36234482","host_organization_name":"University of Bristol","host_organization_lineage":["https://openalex.org/I36234482"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Ratti, E & Graves, M 2021, 'Microethics for Healthcare Data Science : Attention to Capabilities in Sociotechnical Systems', The Future of Science and Ethics, vol. 6, pp. 64-73. https://doi.org/10.53267/20210106","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"It":[0],"has":[1],"been":[2],"argued":[3],"that":[4,96,135],"ethical":[5,14,38,114,124],"frameworks":[6],"for":[7,67],"data":[8,57,69,130,146],"science":[9,58],"often":[10],"fail":[11],"to":[12,21,24,32,42,83,88,145],"foster":[13,137],"behavior,":[15],"and":[16,27,52,60,74,115,132,134],"they":[17],"can":[18,71,90,136],"be":[19],"diffcult":[20],"implement":[22],"due":[23],"their":[25],"vague":[26],"ambiguous":[28],"nature.":[29],"In":[30],"order":[31],"overcome":[33],"these":[34,63],"limitations":[35],"of":[36,46,100,122,126,140],"current":[37],"frameworks,":[39],"we":[40],"propose":[41],"integrate":[43],"the":[44,47,56,101,123,138],"analysis":[45],"connections":[48,64],"between":[49],"technical":[50,94,116,127],"choices":[51,95,128],"sociocultural":[53,84],"factors":[54,86],"into":[55],"process,":[59],"show":[61],"how":[62],"have":[65],"consequences":[66],"what":[68],"subjects":[70],"do,":[72],"accomplish,":[73],"be.":[75],"Using":[76],"healthcare":[77],"as":[78,105,143],"an":[79],"example,":[80],"atten-":[81],"tion":[82],"conversion":[85],"relevant":[87],"health":[89],"help":[91],"in":[92,108,112],"navigating":[93],"require":[97],"broader":[98],"considerations":[99],"sociotechnical":[102],"system,":[103],"such":[104],"metric":[106],"tradeoffs":[107],"model":[109],"validation,":[110],"resulting":[111],"better":[113],"choices.":[117],"This":[118],"approach":[119],"promotes":[120],"awareness":[121],"dimension":[125],"by":[129],"scientists":[131],"others,":[133],"cultivation":[139],"'ethical":[141],"skills'":[142],"integral":[144],"science.":[147]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2026-03-15T00:00:00"}