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Sesgo de Error de Automatización, Confianza y Comportamientos de Dependencia en una Tarea Simulada de Evasión de
Austin Jackson1, Tetsuya Sato2, Jeffrey Glassman1
1Old Dominion University, USA.
Human factors
|February 14, 2026
Resumen
Este estudio muestra que los tipos de error de automatización, como fallos y falsas alarmas, afectan sistemáticamente la confianza y la dependencia del usuario en los sistemas de evasión de colisiones de drones. Comprender estos sesgos es clave para diseñar sistemas automatizados confiables.
Área de la Ciencia:
- Interacción Humano-Computadora
- Psicología Cognitiva
- Robótica
Sus antecedentes:
- Investigaciones previas resaltan efectos asimétricos de los errores de automatización (fallos, falsas alarmas) en el cumplimiento y la dependencia del usuario.
- Las razones subyacentes de estos efectos asimétricos —salience perceptual versus calibración de la confianza— siguen sin estar claras.
Objetivo del estudio:
- Investigar cómo los sesgos de error en una ayuda de decisión automatizada influyen en los comportamientos de confianza y dependencia.
- Examinar el impacto de la automatización propensa a fallos frente a la propensa a falsas alarmas en la confianza y dependencia del usuario en una tarea simulada de evasión de colisiones de drones.
Principales métodos:
- Sesenta y ocho participantes participaron en una tarea simulada de monitoreo de drones con una ayuda automatizada de evasión de colisiones.
- Se manipuló el sesgo de error de la ayuda (propensa a fallos frente a propensa a falsas alarmas) con salience perceptual igualada.
- Las medidas incluyeron calificaciones de confianza en la automatización y comportamientos de dependencia (cumplimiento, dependencia).
Principales resultados:
- Los participantes exhibieron una disminución de la confianza en múltiples factores al interactuar con automatización poco confiable, independientemente del tipo de sesgo de error.
- Las tasas de cumplimiento fueron más altas con la automatización propensa a fallos en comparación con la automatización propensa a falsas alarmas.
- Las tasas de dependencia mostraron un patrón inverso, siendo más altas con la automatización propensa a falsas alarmas.
Conclusiones:
- El sesgo de error de automatización influye sistemáticamente en los comportamientos de cumplimiento y dependencia del usuario.
- Los errores de fallos y falsas alarmas con salience igualada degradan la confianza del usuario, lo que podría obstaculizar el desarrollo de la confianza basada en el rendimiento.
- Los diseñadores de sistemas deben considerar los impactos del tipo de error en la dependencia para calibrar adecuadamente la confianza y mejorar la transparencia.
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