Advancing urban management: Integrating GIS, LLMs, and media narratives into environmental and socio-economic analyses for enhanced urban crime analysis

• Yuxuan Cai ,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Software, Writing – original draft, Writing – review & editing

  * E-mail: yuxuanc@uchicago.edu (YC); chenanzhi@uchicago.edu (AC)

  ¶☯ These authors (Yuxuan Cai and Anzhi Chen) contributed equally to this work.

  Affiliation Social Science Division, University of Chicago, Chicago, Illinois, United States of America

  https://orcid.org/0009-0006-4114-7043

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• Anzhi Chen ,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Software, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: yuxuanc@uchicago.edu (YC); chenanzhi@uchicago.edu (AC)

  ¶☯ These authors (Yuxuan Cai and Anzhi Chen) contributed equally to this work.

  Affiliation Social Science Division, University of Chicago, Chicago, Illinois, United States of America

  https://orcid.org/0009-0005-3430-3266

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• Ziheng Tang ,

  Roles Conceptualization, Data curation, Writing – original draft

  ¶‡ These authors (Ziheng Tang and Yuhan Wang) contributed equally to this work.

  Affiliation Department of Landscape Architecture & Urban Planning, Texas A&M University, College Station, Texas, United States of America

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• Yuhan Wang ,

  Roles Conceptualization, Data curation, Writing – original draft

  ¶‡ These authors (Ziheng Tang and Yuhan Wang) contributed equally to this work.

  Affiliation Department of Landscape Architecture & Urban Planning, Texas A&M University, College Station, Texas, United States of America

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• Yang Song

  Roles Conceptualization, Project administration, Supervision, Writing – review & editing

  Affiliation Department of Landscape Architecture & Urban Planning, Texas A&M University, College Station, Texas, United States of America

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