MARIANA

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Author Risk Active-search heat

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Title Publication Date Authors Institutions Funders Author Risk
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🔐 Risk Score Calculation Guide

Overview

The Author Risk Score is a numerical indicator that helps identify potential research security concerns based on affiliations with entities of interest. The score is calculated by matching author and institution names against a curated list of keywords associated with foreign military, defense, and sanctioned organizations.

How It's Calculated

📊 Scoring Method

Each occurrence of a risk keyword found in an author's affiliations adds +1 to the total score. The system scans:

  • Raw affiliation strings from the publication
  • Institution display names
  • All author affiliation data associated with the work

Risk Categories

🎖️ Military & Defense Organizations

Affiliations with military research institutions, defense academies, and armed forces organizations.

People's Liberation Army PLA National University of Defense Technology Academy of Military Medical Sciences Air Force Engineering University Strategic Support Force

🏭 Defense Industrial Base

Companies and corporations involved in military equipment, aerospace, nuclear, and critical technology development.

Aviation Industry Corporation of China (AVIC) China Aerospace Science and Industry (CASIC) China Electronics Technology Group (CETC) China State Shipbuilding (CSSC) Norinco Group Huawei

🎓 Section 1286 Institutions

Universities and research centers identified under Section 1286 of the NDAA with connections to military modernization.

Beijing Institute of Technology Beihang University (BUAA) Harbin Institute of Technology Harbin Engineering University Northwestern Polytechnical University Nanjing University of Science & Technology

🔬 Section 1260H Entities

Entities identified as Chinese Military Companies under Section 1260H of the NDAA.

Hikvision DJI SMIC BGI CloudWalk Megvii

⚛️ Nuclear & Advanced Research

Organizations involved in nuclear physics, high-energy research, and dual-use technologies.

Chinese Academy of Engineering Physics China General Nuclear Power (CGN) China National Nuclear (CNNC) Institute of High Energy Physics

Interpreting the Score

Score Range Risk Level Interpretation
0 None No known risk indicators detected
1-2 Low Minor indicators present; may warrant review
3-5 Medium Multiple indicators; closer examination recommended
6+ High Significant indicators; due diligence strongly advised

Important Notes