{"id":"https://openalex.org/W4399576102","doi":"https://doi.org/10.1145/3672556","title":"(Vision Paper) A Vision for Spatio-Causal Situation Awareness, Forecasting, and Planning","display_name":"(Vision Paper) A Vision for Spatio-Causal Situation Awareness, Forecasting, and Planning","publication_year":2024,"publication_date":"2024-06-12","ids":{"openalex":"https://openalex.org/W4399576102","doi":"https://doi.org/10.1145/3672556"},"language":"en","primary_location":{"id":"doi:10.1145/3672556","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3672556","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3672556","source":{"id":"https://openalex.org/S2503711797","display_name":"ACM Transactions on Spatial Algorithms and Systems","issn_l":"2374-0353","issn":["2374-0353","2374-0361"],"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 Spatial Algorithms and 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/10.1145/3672556","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036868295","display_name":"Fahim Tasneema Azad","orcid":"https://orcid.org/0000-0001-5225-9602"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fahim Tasneema Azad","raw_affiliation_strings":["Arizona State University, Tempe, United States"],"raw_orcid":"https://orcid.org/0000-0001-5225-9602","affiliations":[{"raw_affiliation_string":"Arizona State University, Tempe, United States","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003070145","display_name":"K. Sel\u00e7uk Candan","orcid":"https://orcid.org/0000-0003-4977-6646"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"K. Sel\u00e7uk Candan","raw_affiliation_strings":["Arizona State University, Tempe, United States"],"raw_orcid":"https://orcid.org/0000-0003-4977-6646","affiliations":[{"raw_affiliation_string":"Arizona State University, Tempe, United States","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5099103260","display_name":"Ahmet Kapki\u00e7","orcid":"https://orcid.org/0000-0002-7142-093X"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ahmet Kapki\u00e7","raw_affiliation_strings":["Arizona State University, Tempe, United States"],"raw_orcid":"https://orcid.org/0000-0002-7142-093X","affiliations":[{"raw_affiliation_string":"Arizona State University, Tempe, United States","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100724555","display_name":"Mao\u2010Lin Li","orcid":"https://orcid.org/0000-0003-0134-4115"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mao-Lin Li","raw_affiliation_strings":["Arizona State University, Tempe, United States"],"raw_orcid":"https://orcid.org/0000-0003-0134-4115","affiliations":[{"raw_affiliation_string":"Arizona State University, Tempe, United States","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100338946","display_name":"Huan Liu","orcid":"https://orcid.org/0000-0002-3264-7904"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Huan Liu","raw_affiliation_strings":["Arizona State University, Tempe, United States"],"raw_orcid":"https://orcid.org/0000-0002-3264-7904","affiliations":[{"raw_affiliation_string":"Arizona State University, Tempe, United States","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030483366","display_name":"Pratanu Mandal","orcid":"https://orcid.org/0009-0007-0529-2179"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pratanu Mandal","raw_affiliation_strings":["Arizona State University, Tempe, United States"],"raw_orcid":"https://orcid.org/0009-0007-0529-2179","affiliations":[{"raw_affiliation_string":"Arizona State University, Tempe, United States","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084131728","display_name":"Paras Sheth","orcid":"https://orcid.org/0000-0002-6186-6946"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Paras Sheth","raw_affiliation_strings":["Arizona State University, Tempe, United States"],"raw_orcid":"https://orcid.org/0000-0002-6186-6946","affiliations":[{"raw_affiliation_string":"Arizona State University, Tempe, United States","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057107350","display_name":"Bilgehan Arslan","orcid":"https://orcid.org/0000-0002-5160-4408"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]},{"id":"https://openalex.org/I95634034","display_name":"Gazi University","ror":"https://ror.org/054xkpr46","country_code":"TR","type":"education","lineage":["https://openalex.org/I95634034"]}],"countries":["TR","US"],"is_corresponding":false,"raw_author_name":"Bilgehan Arslan","raw_affiliation_strings":["Arizona State University, Tempe, United States and Gazi University, Ankara, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-5160-4408","affiliations":[{"raw_affiliation_string":"Arizona State University, Tempe, United States and Gazi University, Ankara, Turkey","institution_ids":["https://openalex.org/I55732556","https://openalex.org/I95634034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058020677","display_name":"Gerardo Chowell","orcid":"https://orcid.org/0000-0003-2194-2251"},"institutions":[{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gerardo Chowell-Puente","raw_affiliation_strings":["Department of Population Health Sciences, Georgia State University, Atlanta, United States"],"raw_orcid":"https://orcid.org/0000-0003-2194-2251","affiliations":[{"raw_affiliation_string":"Department of Population Health Sciences, Georgia State University, Atlanta, United States","institution_ids":["https://openalex.org/I181565077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058623690","display_name":"John L. Sabo","orcid":"https://orcid.org/0000-0001-5259-0709"},"institutions":[{"id":"https://openalex.org/I114832834","display_name":"Tulane University","ror":"https://ror.org/04vmvtb21","country_code":"US","type":"education","lineage":["https://openalex.org/I114832834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"John Sabo","raw_affiliation_strings":["Tulane University, New Orleans, United States"],"raw_orcid":"https://orcid.org/0000-0001-5259-0709","affiliations":[{"raw_affiliation_string":"Tulane University, New Orleans, United States","institution_ids":["https://openalex.org/I114832834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063495637","display_name":"Rebecca Logsdon Muenich","orcid":"https://orcid.org/0000-0001-9920-9346"},"institutions":[{"id":"https://openalex.org/I78715868","display_name":"University of Arkansas at Fayetteville","ror":"https://ror.org/05jbt9m15","country_code":"US","type":"education","lineage":["https://openalex.org/I78715868"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rebecca Muenich","raw_affiliation_strings":["University of Arkansas, Fayetteville, United States"],"raw_orcid":"https://orcid.org/0000-0001-9920-9346","affiliations":[{"raw_affiliation_string":"University of Arkansas, Fayetteville, United States","institution_ids":["https://openalex.org/I78715868"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076305983","display_name":"J. Ant\u00f3n","orcid":"https://orcid.org/0009-0009-7991-4369"},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Javier Redondo Anton","raw_affiliation_strings":["Universit\u00e0 degli Studi di Torino, Torino, Italy"],"raw_orcid":"https://orcid.org/0009-0009-7991-4369","affiliations":[{"raw_affiliation_string":"Universit\u00e0 degli Studi di Torino, Torino, Italy","institution_ids":["https://openalex.org/I55143463"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043892415","display_name":"Maria Luisa Sapino","orcid":"https://orcid.org/0000-0002-7621-3753"},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Maria Luisa Sapino","raw_affiliation_strings":["Universit\u00e0 degli Studi di Torino, Torino, Italy"],"raw_orcid":"https://orcid.org/0000-0002-7621-3753","affiliations":[{"raw_affiliation_string":"Universit\u00e0 degli Studi di Torino, Torino, Italy","institution_ids":["https://openalex.org/I55143463"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.5753,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.83514683,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"10","issue":"2","first_page":"1","last_page":"42"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11819","display_name":"Data-Driven Disease Surveillance","score":0.9878000020980835,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11819","display_name":"Data-Driven Disease Surveillance","score":0.9878000020980835,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9876000285148621,"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/T10757","display_name":"Geographic Information Systems Studies","score":0.9861000180244446,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"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/situation-awareness","display_name":"Situation awareness","score":0.7619829177856445},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.7116532325744629},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7011144757270813},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6935631036758423},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.5260170102119446},{"id":"https://openalex.org/keywords/data-driven","display_name":"Data-driven","score":0.4628777503967285},{"id":"https://openalex.org/keywords/causal-model","display_name":"Causal model","score":0.4600415825843811},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.394400030374527},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.383081316947937},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.3373515009880066},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10640022158622742}],"concepts":[{"id":"https://openalex.org/C145804949","wikidata":"https://www.wikidata.org/wiki/Q478123","display_name":"Situation awareness","level":2,"score":0.7619829177856445},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.7116532325744629},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7011144757270813},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6935631036758423},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.5260170102119446},{"id":"https://openalex.org/C2780440489","wikidata":"https://www.wikidata.org/wiki/Q5227278","display_name":"Data-driven","level":2,"score":0.4628777503967285},{"id":"https://openalex.org/C11671645","wikidata":"https://www.wikidata.org/wiki/Q5054567","display_name":"Causal model","level":2,"score":0.4600415825843811},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.394400030374527},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.383081316947937},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3373515009880066},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10640022158622742},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","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},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3672556","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3672556","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3672556","source":{"id":"https://openalex.org/S2503711797","display_name":"ACM Transactions on Spatial Algorithms and Systems","issn_l":"2374-0353","issn":["2374-0353","2374-0361"],"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 Spatial Algorithms and Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3672556","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3672556","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3672556","source":{"id":"https://openalex.org/S2503711797","display_name":"ACM Transactions on Spatial Algorithms and Systems","issn_l":"2374-0353","issn":["2374-0353","2374-0361"],"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 Spatial Algorithms and Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399576102.pdf"},"referenced_works_count":179,"referenced_works":["https://openalex.org/W151167705","https://openalex.org/W1034019924","https://openalex.org/W1513151616","https://openalex.org/W1519050825","https://openalex.org/W1533476743","https://openalex.org/W1537460202","https://openalex.org/W1537536954","https://openalex.org/W1730782591","https://openalex.org/W1806941881","https://openalex.org/W1815812578","https://openalex.org/W1963998583","https://openalex.org/W1965045549","https://openalex.org/W1967441381","https://openalex.org/W1973603426","https://openalex.org/W1975766044","https://openalex.org/W1983073471","https://openalex.org/W1984407323","https://openalex.org/W1989583504","https://openalex.org/W1990280147","https://openalex.org/W1991282904","https://openalex.org/W1996796857","https://openalex.org/W2000214310","https://openalex.org/W2002838096","https://openalex.org/W2004882990","https://openalex.org/W2008196645","https://openalex.org/W2014130234","https://openalex.org/W2015953751","https://openalex.org/W2019588861","https://openalex.org/W2019996618","https://openalex.org/W2020626350","https://openalex.org/W2022823822","https://openalex.org/W2023788084","https://openalex.org/W2028778237","https://openalex.org/W2032036108","https://openalex.org/W2034556874","https://openalex.org/W2038514204","https://openalex.org/W2040615703","https://openalex.org/W2049910836","https://openalex.org/W2050576295","https://openalex.org/W2050703183","https://openalex.org/W2059710495","https://openalex.org/W2061805969","https://openalex.org/W2065069831","https://openalex.org/W2069153192","https://openalex.org/W2070232376","https://openalex.org/W2072534270","https://openalex.org/W2076164610","https://openalex.org/W2084840427","https://openalex.org/W2088572913","https://openalex.org/W2093744513","https://openalex.org/W2096457904","https://openalex.org/W2097796257","https://openalex.org/W2099083325","https://openalex.org/W2099189727","https://openalex.org/W2109205591","https://openalex.org/W2111607365","https://openalex.org/W2114996241","https://openalex.org/W2118269922","https://openalex.org/W2118418963","https://openalex.org/W2118906894","https://openalex.org/W2120238938","https://openalex.org/W2120650523","https://openalex.org/W2121567763","https://openalex.org/W2122271145","https://openalex.org/W2128179764","https://openalex.org/W2131620262","https://openalex.org/W2132663737","https://openalex.org/W2132917208","https://openalex.org/W2134662892","https://openalex.org/W2135525032","https://openalex.org/W2135598826","https://openalex.org/W2135631431","https://openalex.org/W2138980859","https://openalex.org/W2142340571","https://openalex.org/W2143117649","https://openalex.org/W2143891888","https://openalex.org/W2145550111","https://openalex.org/W2146738816","https://openalex.org/W2146964183","https://openalex.org/W2150994852","https://openalex.org/W2151095918","https://openalex.org/W2151135734","https://openalex.org/W2151496550","https://openalex.org/W2151944782","https://openalex.org/W2156537900","https://openalex.org/W2158492410","https://openalex.org/W2158645148","https://openalex.org/W2163966557","https://openalex.org/W2164046582","https://openalex.org/W2165558283","https://openalex.org/W2168639902","https://openalex.org/W2171684164","https://openalex.org/W2287633277","https://openalex.org/W2331936027","https://openalex.org/W2400892929","https://openalex.org/W2514520058","https://openalex.org/W2515040453","https://openalex.org/W2523741405","https://openalex.org/W2602753196","https://openalex.org/W2605177427","https://openalex.org/W2605350416","https://openalex.org/W2737079750","https://openalex.org/W2779135360","https://openalex.org/W2781660332","https://openalex.org/W2800819102","https://openalex.org/W2802159631","https://openalex.org/W2886175855","https://openalex.org/W2889331954","https://openalex.org/W2893363236","https://openalex.org/W2898094539","https://openalex.org/W2905472553","https://openalex.org/W2908623803","https://openalex.org/W2914721378","https://openalex.org/W2923183845","https://openalex.org/W2923407516","https://openalex.org/W2936982208","https://openalex.org/W2950278276","https://openalex.org/W2953289122","https://openalex.org/W2964299980","https://openalex.org/W2974469479","https://openalex.org/W2986555996","https://openalex.org/W2990138404","https://openalex.org/W2991130746","https://openalex.org/W2998265369","https://openalex.org/W3006307850","https://openalex.org/W3012575622","https://openalex.org/W3024200942","https://openalex.org/W3026235644","https://openalex.org/W3031754537","https://openalex.org/W3032954676","https://openalex.org/W3081561710","https://openalex.org/W3083778170","https://openalex.org/W3089238887","https://openalex.org/W3092026988","https://openalex.org/W3097950391","https://openalex.org/W3116407289","https://openalex.org/W3121409190","https://openalex.org/W3125144267","https://openalex.org/W3134561471","https://openalex.org/W3148665338","https://openalex.org/W3155936517","https://openalex.org/W3156622960","https://openalex.org/W3158371160","https://openalex.org/W3161061765","https://openalex.org/W3165962056","https://openalex.org/W3184051423","https://openalex.org/W3186174641","https://openalex.org/W3200334356","https://openalex.org/W4200631498","https://openalex.org/W4211098450","https://openalex.org/W4220917532","https://openalex.org/W4220975623","https://openalex.org/W4221068401","https://openalex.org/W4226203009","https://openalex.org/W4235897533","https://openalex.org/W4236092525","https://openalex.org/W4245581594","https://openalex.org/W4246959861","https://openalex.org/W4255847529","https://openalex.org/W4283582497","https://openalex.org/W4288055754","https://openalex.org/W4297816426","https://openalex.org/W4302423442","https://openalex.org/W4312291169","https://openalex.org/W4312374284","https://openalex.org/W4313505694","https://openalex.org/W4318147390","https://openalex.org/W4318831962","https://openalex.org/W4320024143","https://openalex.org/W4322492547","https://openalex.org/W4387848951","https://openalex.org/W4388299012","https://openalex.org/W4388540057","https://openalex.org/W4389357840","https://openalex.org/W6683498865","https://openalex.org/W6683548728","https://openalex.org/W6758588779","https://openalex.org/W6841134348","https://openalex.org/W6925874837"],"related_works":["https://openalex.org/W2068608913","https://openalex.org/W3024912289","https://openalex.org/W2415747217","https://openalex.org/W3124914020","https://openalex.org/W2561023719","https://openalex.org/W4382644910","https://openalex.org/W2141033859","https://openalex.org/W2077542787","https://openalex.org/W2094708502","https://openalex.org/W4381597357"],"abstract_inverted_index":{"Successfully":[0],"tackling":[1],"many":[2],"urgent":[3,104],"challenges":[4,70],"in":[5,82,117],"socio-economically":[6],"critical":[7],"domains,":[8],"such":[9],"as":[10,136,138],"public":[11],"health":[12],"and":[13,22,47,86,120,125,130,134,141,145,150,157,166],"sustainability,":[14],"requires":[15],"a":[16,25,64,88,107,155,158],"deeper":[17],"understanding":[18],"of":[19,28,63,110],"causal":[20,123],"relationships":[21],"interactions":[23],"among":[24],"diverse":[26],"spectrum":[27],"spatio-temporally":[29],"distributed":[30],"entities.":[31],"In":[32,95],"these":[33,69,80],"applications,":[34],"the":[35,61,73,83],"ability":[36],"to":[37,41,48,52,68,78,90],"leverage":[38],"spatio-temporal":[39,118,139],"data":[40,75,119],"obtain":[42],"causally":[43,65,147],"based":[44],"situational":[45],"awareness":[46],"develop":[49],"informed":[50],"forecasts":[51],"provide":[53,154],"resilience":[54],"at":[55],"different":[56],"scales":[57],"is":[58,71,102],"critical.":[59],"While":[60],"promise":[62],"grounded":[66],"approach":[67],"apparent,":[72],"core":[74],"technologies":[76],"needed":[77],"achieve":[79],"are":[81],"early":[84],"stages":[85],"lack":[87],"framework":[89],"help":[91],"realize":[92],"their":[93],"potential.":[94],"this":[96],"article,":[97],"we":[98],"argue":[99],"that":[100],"there":[101],"an":[103],"need":[105],"for":[106,161],"novel":[108],"paradigm":[109],"spatio-causal":[111,162],"research":[112],"built":[113],"on":[114],"computational":[115],"advances":[116],"model":[121],"integration,":[122],"learning":[124],"discovery,":[126],"large":[127],"scale":[128],"data-":[129],"model-driven":[131],"simulations,":[132],"emulations,":[133],"forecasting,":[135,165],"well":[137],"data-driven":[140],"model-centric":[142],"operational":[143],"recommendations,":[144],"effective":[146],"driven":[148],"visualization":[149],"explanation.":[151],"We":[152],"thus":[153],"vision,":[156],"road":[159],"map,":[160],"situation":[163],"awareness,":[164],"planning.":[167]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}