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Cerrando las minas de papel

Adrian Barnett1, Jennifer Byrne2

  • 1School of Public Health and Social Work, Queensland University of Technology, Kelvin Grove, Australia.

Accountability in research
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Este resumen es generado por máquina.

El fraude científico está evolucionando, y los estafadores ahora utilizan herramientas en línea y conjuntos de datos abiertos para crear artículos de investigación falsos rápidamente. Esta tendencia representa una amenaza significativa para la integridad científica, lo que requiere conciencia y acción por parte de los investigadores y editores.

Palabras clave:
fábricas de papelinteligencia artificialinvestigación de rápida rotacióndatos abiertosfraude de investigación

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Área de la Ciencia:

  • Integridad científica
  • Ética de la investigación
  • Publicación académica

Sus antecedentes:

  • El fraude científico tiene una larga historia, evolucionando de fabricaciones a medida a operaciones a escala industrial.
  • La era digital y la accesibilidad de los datos abiertos han permitido métodos nuevos y sofisticados para la falsificación científica.

Objetivo del estudio:

  • Destacar la amenaza emergente de fraude científico a gran escala facilitado por recursos en línea.
  • Informar a los investigadores, revistas y custodios de datos sobre la explotación de conjuntos de datos abiertos para generar publicaciones fraudulentas.

Principales métodos:

  • Análisis de la creciente tendencia de artículos de investigación fabricados y de bajo valor.
  • Identificación de los métodos utilizados, incluida la explotación de conjuntos de datos abiertos (por ejemplo, NHANES) y modelos de lenguaje grandes.

Principales resultados:

  • Se ha observado una "explosión" de artículos de bajo valor, que aprovechan datos fácilmente disponibles y de reputación.
  • Los estafadores combinan análisis sin sentido de datos abiertos con texto generado por IA para crear publicaciones de apariencia realista.

Conclusiones:

  • Los datos científicos abiertos, si bien son beneficiosos para la integridad, están siendo explotados por "mineros de papel".
  • Necesidad urgente de que los custodios de datos, las revistas y los editores implementen controles más estrictos y se defiendan contra esta nueva forma de mala conducta científica.