outputs/abstract_labels.json

{
  "0": {
    "label": "AI Governance and Policy Frameworks",
    "confidence": "High",
    "reasoning": "Papers in this cluster focus on policy frameworks, governance models, and regulatory approaches to AI, emphasizing societal impact and ethical considerations.",
    "paper_ids": ["3", "8", "9", "11", "12"]
  },
  "1": {
    "label": "AI and Societal Transformations in Work and Culture",
    "confidence": "High",
    "reasoning": "These papers explore AI's impact on workforce dynamics, cultural contexts, and societal structures, including public narratives and job market consequences.",
    "paper_ids": ["1", "4", "7", "13"]
  },
  "2": {
    "label": "AI in Agricultural and Digital Innovation",
    "confidence": "High",
    "reasoning": "This cluster centers on AI's role in transforming agricultural practices and digital innovation, with a focus on bibliometric analysis and societal integration.",
    "paper_ids": ["14"]
  },
  "3": {
    "label": "Ethical AI and Responsible Innovation",
    "confidence": "High",
    "reasoning": "Papers in this cluster address ethical frameworks, responsible innovation, and the implications of AI deployment in societal contexts.",
    "paper_ids": ["2", "10", "15", "16"]
  },
  "4": {
    "label": "Generative AI and Sectoral Inequality",
    "confidence": "Medium",
    "reasoning": "These papers focus on generative AI's impact on workforce transformation and social inequality across sectors, though the evidence is less comprehensive.",
    "paper_ids": ["5", "6"]
  }
}