{"id":"https://openalex.org/W4206032160","doi":"https://doi.org/10.1145/3487919","title":"REACT-ION: A Model-based Runtime Environment for Situation-aware Adaptations","display_name":"REACT-ION: A Model-based Runtime Environment for Situation-aware Adaptations","publication_year":2020,"publication_date":"2020-12-31","ids":{"openalex":"https://openalex.org/W4206032160","doi":"https://doi.org/10.1145/3487919"},"language":"en","primary_location":{"id":"doi:10.1145/3487919","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3487919","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3487919","source":{"id":"https://openalex.org/S16632050","display_name":"ACM Transactions on Autonomous and Adaptive Systems","issn_l":"1556-4665","issn":["1556-4665","1556-4703"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Autonomous and Adaptive Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3487919","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090280651","display_name":"Martin Pfannem\u00fcller","orcid":"https://orcid.org/0000-0003-4255-3482"},"institutions":[{"id":"https://openalex.org/I177802217","display_name":"University of Mannheim","ror":"https://ror.org/031bsb921","country_code":"DE","type":"education","lineage":["https://openalex.org/I177802217"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Martin Pfannem\u00fcller","raw_affiliation_strings":["Universit\u00e4t Mannheim, Schloss, Mannheim, Germany"],"raw_orcid":"https://orcid.org/0000-0003-4255-3482","affiliations":[{"raw_affiliation_string":"Universit\u00e4t Mannheim, Schloss, Mannheim, Germany","institution_ids":["https://openalex.org/I177802217"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064713513","display_name":"Martin Breitbach","orcid":"https://orcid.org/0000-0001-6671-2762"},"institutions":[{"id":"https://openalex.org/I177802217","display_name":"University of Mannheim","ror":"https://ror.org/031bsb921","country_code":"DE","type":"education","lineage":["https://openalex.org/I177802217"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Martin Breitbach","raw_affiliation_strings":["Universit\u00e4t Mannheim, Schloss, Mannheim, Germany"],"raw_orcid":"https://orcid.org/0000-0001-6671-2762","affiliations":[{"raw_affiliation_string":"Universit\u00e4t Mannheim, Schloss, Mannheim, Germany","institution_ids":["https://openalex.org/I177802217"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006521931","display_name":"Markus Weckesser","orcid":"https://orcid.org/0000-0002-6999-2146"},"institutions":[{"id":"https://openalex.org/I31512782","display_name":"Technische Universit\u00e4t Darmstadt","ror":"https://ror.org/05n911h24","country_code":"DE","type":"education","lineage":["https://openalex.org/I31512782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Markus Weckesser","raw_affiliation_strings":["Technische Universit\u00e4t Darmstadt, Darmstadt, Germany"],"raw_orcid":"https://orcid.org/0000-0002-6999-2146","affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Darmstadt, Darmstadt, Germany","institution_ids":["https://openalex.org/I31512782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008388312","display_name":"Christian Becker","orcid":"https://orcid.org/0000-0002-9036-1410"},"institutions":[{"id":"https://openalex.org/I177802217","display_name":"University of Mannheim","ror":"https://ror.org/031bsb921","country_code":"DE","type":"education","lineage":["https://openalex.org/I177802217"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christian Becker","raw_affiliation_strings":["Universit\u00e4t Mannheim, Schloss, Mannheim, Germany"],"raw_orcid":"https://orcid.org/0000-0002-9036-1410","affiliations":[{"raw_affiliation_string":"Universit\u00e4t Mannheim, Schloss, Mannheim, Germany","institution_ids":["https://openalex.org/I177802217"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057348711","display_name":"Bradley Schmerl","orcid":"https://orcid.org/0000-0001-7828-622X"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bradley Schmerl","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, Pennsylvania, USA"],"raw_orcid":"https://orcid.org/0000-0001-7828-622X","affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, Pennsylvania, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013053241","display_name":"Andy Sch\u00fcrr","orcid":"https://orcid.org/0000-0001-8100-1109"},"institutions":[{"id":"https://openalex.org/I31512782","display_name":"Technische Universit\u00e4t Darmstadt","ror":"https://ror.org/05n911h24","country_code":"DE","type":"education","lineage":["https://openalex.org/I31512782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andy Sch\u00fcrr","raw_affiliation_strings":["Technische Universit\u00e4t Darmstadt, Darmstadt, Germany"],"raw_orcid":"https://orcid.org/0000-0001-8100-1109","affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Darmstadt, Darmstadt, Germany","institution_ids":["https://openalex.org/I31512782"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085116380","display_name":"Christian Krupitzer","orcid":"https://orcid.org/0000-0002-7275-0738"},"institutions":[{"id":"https://openalex.org/I110079840","display_name":"University of Hohenheim","ror":"https://ror.org/00b1c9541","country_code":"DE","type":"education","lineage":["https://openalex.org/I110079840"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christian Krupitzer","raw_affiliation_strings":["Universit\u00e4t Hohenheim, Stuttgart, Germany"],"raw_orcid":"https://orcid.org/0000-0002-7275-0738","affiliations":[{"raw_affiliation_string":"Universit\u00e4t Hohenheim, Stuttgart, Germany","institution_ids":["https://openalex.org/I110079840"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3911,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.71108859,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"15","issue":"4","first_page":"1","last_page":"29"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10639","display_name":"Advanced Software Engineering Methodologies","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T10639","display_name":"Advanced Software Engineering Methodologies","score":0.9994999766349792,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12127","display_name":"Software System Performance and Reliability","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.8626136183738708},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.6526509523391724},{"id":"https://openalex.org/keywords/usable","display_name":"USable","score":0.593354344367981},{"id":"https://openalex.org/keywords/dissemination","display_name":"Dissemination","score":0.5444745421409607},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5110262632369995},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4878942668437958},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.44762229919433594},{"id":"https://openalex.org/keywords/adaptive-system","display_name":"Adaptive system","score":0.42518889904022217},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.41250818967819214},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3659883141517639},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.3338696360588074},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.15007102489471436},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.14470943808555603},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.13666313886642456},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.10835856199264526}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8626136183738708},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.6526509523391724},{"id":"https://openalex.org/C2780615836","wikidata":"https://www.wikidata.org/wiki/Q2471869","display_name":"USable","level":2,"score":0.593354344367981},{"id":"https://openalex.org/C101780184","wikidata":"https://www.wikidata.org/wiki/Q840576","display_name":"Dissemination","level":2,"score":0.5444745421409607},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5110262632369995},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4878942668437958},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.44762229919433594},{"id":"https://openalex.org/C52970973","wikidata":"https://www.wikidata.org/wiki/Q2497134","display_name":"Adaptive system","level":2,"score":0.42518889904022217},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.41250818967819214},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3659883141517639},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3338696360588074},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.15007102489471436},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.14470943808555603},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.13666313886642456},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.10835856199264526},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"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/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3487919","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3487919","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3487919","source":{"id":"https://openalex.org/S16632050","display_name":"ACM Transactions on Autonomous and Adaptive Systems","issn_l":"1556-4665","issn":["1556-4665","1556-4703"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Autonomous and Adaptive Systems","raw_type":"journal-article"},{"id":"pmh:oai:ub-madoc.bib.uni-mannheim.de:61141","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196315","display_name":"MADOC (University of Mannheim)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177802217","host_organization_name":"University of Mannheim","host_organization_lineage":["https://openalex.org/I177802217"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Zeitschriftenartikel"},{"id":"pmh:oai:tubiblio.ulb.tu-darmstadt.de:132217","is_oa":false,"landing_page_url":"https://dl.acm.org/doi/full/10.1145/3487919","pdf_url":null,"source":{"id":"https://openalex.org/S4377196390","display_name":"TUbilio (Technical University of Darmstadt)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I31512782","host_organization_name":"Technische Universit\u00e4t Darmstadt","host_organization_lineage":["https://openalex.org/I31512782"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Artikel"}],"best_oa_location":{"id":"doi:10.1145/3487919","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3487919","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3487919","source":{"id":"https://openalex.org/S16632050","display_name":"ACM Transactions on Autonomous and Adaptive Systems","issn_l":"1556-4665","issn":["1556-4665","1556-4703"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Autonomous and Adaptive Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4099999964237213,"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17"}],"awards":[{"id":"https://openalex.org/G4093008824","display_name":null,"funder_award_id":"1053-MAKI","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G6129775925","display_name":null,"funder_award_id":"CRC 1053\u2014MAKI","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G6427809037","display_name":null,"funder_award_id":"CRC 1053","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320325356","display_name":"Julius-Maximilians-Universit\u00e4t W\u00fcrzburg","ror":"https://ror.org/00fbnyb24"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4206032160.pdf","grobid_xml":"https://content.openalex.org/works/W4206032160.grobid-xml"},"referenced_works_count":88,"referenced_works":["https://openalex.org/W5815757","https://openalex.org/W59500474","https://openalex.org/W187039118","https://openalex.org/W1530248740","https://openalex.org/W1585236401","https://openalex.org/W1882088395","https://openalex.org/W1886563687","https://openalex.org/W1947529348","https://openalex.org/W1964137226","https://openalex.org/W1967932853","https://openalex.org/W1968899133","https://openalex.org/W1976103537","https://openalex.org/W1977695253","https://openalex.org/W1980601160","https://openalex.org/W1986958631","https://openalex.org/W1990911977","https://openalex.org/W1990992533","https://openalex.org/W2013298510","https://openalex.org/W2022013117","https://openalex.org/W2022106311","https://openalex.org/W2023839889","https://openalex.org/W2026125143","https://openalex.org/W2033098557","https://openalex.org/W2033406822","https://openalex.org/W2034225360","https://openalex.org/W2045345923","https://openalex.org/W2045480369","https://openalex.org/W2046125952","https://openalex.org/W2047162235","https://openalex.org/W2048207092","https://openalex.org/W2053316513","https://openalex.org/W2057807303","https://openalex.org/W2059465286","https://openalex.org/W2068849277","https://openalex.org/W2075613871","https://openalex.org/W2083509925","https://openalex.org/W2086502833","https://openalex.org/W2089281324","https://openalex.org/W2095184288","https://openalex.org/W2113113866","https://openalex.org/W2117288652","https://openalex.org/W2119158583","https://openalex.org/W2126622671","https://openalex.org/W2132897383","https://openalex.org/W2137191907","https://openalex.org/W2139887379","https://openalex.org/W2142338708","https://openalex.org/W2146948159","https://openalex.org/W2155107150","https://openalex.org/W2155955753","https://openalex.org/W2156316688","https://openalex.org/W2156879585","https://openalex.org/W2162429446","https://openalex.org/W2163784380","https://openalex.org/W2164204978","https://openalex.org/W2173295985","https://openalex.org/W2280312198","https://openalex.org/W2315306780","https://openalex.org/W2482678392","https://openalex.org/W2501061730","https://openalex.org/W2521112200","https://openalex.org/W2521301734","https://openalex.org/W2522160606","https://openalex.org/W2548072927","https://openalex.org/W2561675875","https://openalex.org/W2725049526","https://openalex.org/W2742858122","https://openalex.org/W2797555144","https://openalex.org/W2799832269","https://openalex.org/W2803079060","https://openalex.org/W2883085880","https://openalex.org/W2894865449","https://openalex.org/W2912438158","https://openalex.org/W2943248200","https://openalex.org/W2960042085","https://openalex.org/W2972651565","https://openalex.org/W2990973475","https://openalex.org/W2997108528","https://openalex.org/W3048074490","https://openalex.org/W3087083488","https://openalex.org/W3087509689","https://openalex.org/W3089911105","https://openalex.org/W3096943788","https://openalex.org/W3103868433","https://openalex.org/W3113012921","https://openalex.org/W3136687417","https://openalex.org/W4230246937","https://openalex.org/W6962362538"],"related_works":["https://openalex.org/W1576801573","https://openalex.org/W2089955643","https://openalex.org/W2076610045","https://openalex.org/W2124853563","https://openalex.org/W2136291428","https://openalex.org/W201756787","https://openalex.org/W2313033701","https://openalex.org/W2374287614","https://openalex.org/W2295641764","https://openalex.org/W1970490657"],"abstract_inverted_index":{"Trends":[0],"such":[1,94],"as":[2],"the":[3,54,135,147,163],"Internet":[4],"of":[5,12,19,93,107,146],"Things":[6],"lead":[7],"to":[8,16,25,32,80,121,155],"a":[9,17,75,114],"growing":[10],"number":[11],"networked":[13],"devices":[14],"and":[15,36,90,96,125,143,172,183,196],"variety":[18],"communication":[20,27,57,82],"systems.":[21],"Adding":[22],"self-adaptive":[23,65],"capabilities":[24],"these":[26],"systems":[28,58,66,83,95],"is":[29,119,134],"one":[30],"approach":[31],"reducing":[33,46],"administrative":[34],"effort":[35,48],"coping":[37],"with":[38,84,141,170],"changing":[39],"execution":[40],"contexts.":[41],"Existing":[42],"frameworks":[43],"can":[44,152,168],"help":[45],"development":[47,98],"but":[49],"are":[50],"neither":[51],"tailored":[52],"toward":[53],"use":[55],"in":[56,64,69,185],"nor":[59],"easily":[60],"usable":[61],"without":[62],"knowledge":[63],"development.":[67],"Accordingly,":[68],"previous":[70],"work,":[71],"we":[72,103],"proposed":[73],"REACT,":[74],"reusable,":[76],"model-based":[77],"runtime":[78,160],"environment":[79],"complement":[81],"adaptive":[85],"behavior.":[86],"REACT":[87,108],"addresses":[88],"heterogeneity":[89],"distribution":[91],"aspects":[92],"reduces":[97],"effort.":[99],"In":[100],"this":[101],"article,":[102],"propose":[104],"REACT-ION\u2014an":[105],"extension":[106],"for":[109,137],"situation":[110,191],"awareness.":[111],"REACT-ION":[112,142,151],"offers":[113],"context":[115,128,131],"management":[116,132],"module":[117,133],"that":[118,174],"able":[120],"acquire,":[122],"store,":[123],"disseminate,":[124],"reason":[126],"on":[127,162],"data.":[129],"The":[130],"basis":[136],"(i)":[138],"proactive":[139,194],"adaptation":[140,157,195],"(ii)":[144],"self-improvement":[145],"underlying":[148],"feedback":[149],"loop.":[150],"be":[153],"used":[154],"optimize":[156],"decisions":[158],"at":[159,178],"based":[161],"current":[164],"situation.":[165],"Therefore,":[166],"it":[167],"cope":[169],"uncertainty":[171],"situations":[173],"were":[175],"not":[176],"foreseeable":[177],"design":[179],"time.":[180],"We":[181],"show":[182],"evaluate":[184],"two":[186],"case":[187],"studies":[188],"how":[189],"REACT-ION\u2019s":[190],"awareness":[192],"enables":[193],"self-improvement.":[197]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
