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This study examines how public discourse has portrayed the roles, failure modes, and governance mechanisms of human\u2013AI teaming in risk analysis. Drawing on 184,282 AI\u2010related Factiva news articles (1956\u20132025), we use a funnel\u2010shaped mixed\u2010methods design to identify 3571 articles describing human\u2013AI interaction in risk\u2010analytic contexts. Structural topic modeling identifies 20 thematic clusters and their temporal and cross\u2010domain dynamics, whereas LLM\u2010assisted inductive thematic analysis produces five mirror\u2010mapped pairs of failure modes and governance mechanisms: opacity and explainability, bias and auditing, agency erosion and cognitive friction, systemic fragility and oversight and liability, and accountability vacuums and institutional governance. The analysis shows that media discourse often follows an AI\u2010predicts\u2010human\u2010decides paradigm and portrays formal human\u2010in\u2010the\u2010loop requirements as insufficient without deliberate interaction design.<\/jats:p>","DOI":"10.1111\/risa.70324","type":"journal-article","created":{"date-parts":[[2026,8,5]],"date-time":"2026-08-05T06:28:43Z","timestamp":1785911323000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Mapping Human\u2013AI Teaming in Risk Analysis: Role Evolution, Thematic Landscape, and Governance Mechanisms From News Media"],"prefix":"10.1111","volume":"46","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9486-6750","authenticated-orcid":false,"given":"Cong","family":"Cheng","sequence":"first","affiliation":[{"name":"School of Management Zhejiang University of Technology  Hangzhou China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5869-9446","authenticated-orcid":false,"given":"Jian","family":"Dai","sequence":"additional","affiliation":[{"name":"School of Management Zhejiang University of Technology  Hangzhou China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-2411-2429","authenticated-orcid":false,"given":"Lulu","family":"Yan","sequence":"additional","affiliation":[{"name":"School of Management Zhejiang University of Technology  Hangzhou China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2026,8,4]]},"reference":[{"key":"e_1_2_11_2_1","unstructured":"Angwin J. 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