{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,21]],"date-time":"2026-06-21T02:59:18Z","timestamp":1782010758570,"version":"3.54.5"},"reference-count":76,"publisher":"Wiley","issue":"2","license":[{"start":{"date-parts":[[2025,4,14]],"date-time":"2025-04-14T00:00:00Z","timestamp":1744588800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100000288","name":"Royal Society","doi-asserted-by":"publisher","award":["IEC\\NSFC\\223132"],"award-info":[{"award-number":["IEC\\NSFC\\223132"]}],"id":[{"id":"10.13039\/501100000288","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001318","name":"University of the West of England","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100001318","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["wires.onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["WIREs Data Min &amp;amp; Knowl"],"published-print":{"date-parts":[[2025,6]]},"abstract":"<jats:title>ABSTRACT<\/jats:title><jats:p>Managing complex disaster risks requires interdisciplinary efforts. Breaking down silos between law, social sciences, and natural sciences is critical for all processes of disaster risk reduction. It is essential to explore how AI enhances understanding of legal frameworks and environmental management, while also examining how legal and environmental factors may limit AI's role in society. From a co\u2010production review perspective, drawing on insights from lawyers, social scientists, and environmental scientists, principles for responsible data mining are proposed based on safety, transparency, fairness, accountability, and contestability. This discussion offers a blueprint for interdisciplinary collaboration to create adaptive law systems based on AI integration of knowledge from environmental and social sciences. When social networks are useful for mitigating disaster risks based on AI, the legal implications related to privacy and liability of the outcomes of disaster management must be considered. Fair and accountable principles emphasize environmental considerations and foster socioeconomic discussions related to public engagement. AI also has an important role to play in education, bringing together the next generations of law, social sciences, and natural sciences to work on interdisciplinary solutions in harmony. Although emerging AI approaches can be powerful tools for disaster management, they must be implemented with ethical considerations and safeguards to address concerns about bias, transparency, and privacy. The responsible execution of AI approaches, based on the dynamic interplay between AI, law, and environmental risk, promotes sustainable and equitable practices in data mining.<\/jats:p>","DOI":"10.1002\/widm.70011","type":"journal-article","created":{"date-parts":[[2025,4,15]],"date-time":"2025-04-15T06:44:46Z","timestamp":1744699486000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["Transforming Disaster Risk Reduction With <scp>AI<\/scp> and Big Data: Legal and Interdisciplinary Perspectives"],"prefix":"10.1002","volume":"15","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9873-6240","authenticated-orcid":false,"given":"Kwok P.","family":"Chun","sequence":"first","affiliation":[{"name":"School of Architecture and Environment University of the West of England  Bristol UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9921-0539","authenticated-orcid":false,"given":"Thanti","family":"Octavianti","sequence":"additional","affiliation":[{"name":"School of Architecture and Environment University of the West of England  Bristol UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4229-2788","authenticated-orcid":false,"given":"Nilay","family":"Dogulu","sequence":"additional","affiliation":[{"name":"Hydrology, Water Resources and Cryosphere Division World Meteorological Organization (WMO)  Geneva Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8932-4997","authenticated-orcid":false,"given":"Hristos","family":"Tyralis","sequence":"additional","affiliation":[{"name":"Construction Agency, Hellenic Air Force  Cholargos Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5446-954X","authenticated-orcid":false,"given":"Georgia","family":"Papacharalampous","sequence":"additional","affiliation":[{"name":"Department of Land, Environment, Agriculture and Forestry University of Padova  Legnaro Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ryan","family":"Rowberry","sequence":"additional","affiliation":[{"name":"Georgia State University College of Law  Atlanta Georgia USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Pingyu","family":"Fan","sequence":"additional","affiliation":[{"name":"Department of Urban Planning and Design The University of Hong Kong  Hong Kong Hong Kong"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0251-8482","authenticated-orcid":false,"given":"Mark","family":"Everard","sequence":"additional","affiliation":[{"name":"School of Architecture and Environment University of the West of England  Bristol UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Maria","family":"Francesch\u2010Huidobro","sequence":"additional","affiliation":[{"name":"Department of Geography The University of Hong Kong  Hong Kong Hong Kong"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1073-1312","authenticated-orcid":false,"given":"Wellington","family":"Migliari","sequence":"additional","affiliation":[{"name":"Law School, University of Barcelona  Barcelona Catalonia Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1714-1240","authenticated-orcid":false,"given":"David M.","family":"Hannah","sequence":"additional","affiliation":[{"name":"Birmingham Institute for Sustainability &amp; 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