Bibliographic Details
| Title: |
¿Cómo detectar textos científicos generados con inteligencia artificial? |
| Alternate Title: |
How to detect scientific texts generated with artificial intelligence? |
| Authors: |
Chávez-Martínez, Omar1 omar.chavezm@imss.gob.mx |
| Source: |
Revista Medica del IMSS. Jan/Feb2026, Vol. 64 Issue 1, p1-4. 4p. |
| Subjects: |
RESEARCH ethics, LANGUAGE models, TEXT mining, JUDGMENT (Psychology), CONTENT analysis, TECHNICAL writing, ETHICAL problems |
| Abstract (English): |
Large language models have transformed scientific writing, which facilitates text drafting and revision, but at the same time introduces ethical and epistemological risks. Even though their use promotes linguistic equity, the lack of transparency and the manipulation of information threaten academic integrity. AI detectors —such as Originality.ai, ZeroGPT, or Turnitin— show variable effectiveness and do not provide conclusive results, especially against "text humanizers." AI-generated texts are characterized by formal coherence, but also by predictability and stylistic uniformity. Therefore, detection must be combined with ethical and critical evaluation made by humans, and it must be understood that true scientific integrity depends on intellectual judgment rather than technological automation. [ABSTRACT FROM AUTHOR] |
| Abstract (Spanish): |
Los modelos de lenguaje de gran escala han transformado la escritura científica, lo cual facilita la redacción y la revisión de textos, pero a su vez genera riesgos éticos y epistemológicos. Aunque su uso promueve la equidad lingüística, la falta de transparencia y la manipulación de información amenazan la integridad académica. Los detectores de inteligencia artificial (IA), como Originality.ai, ZeroGPT o Turnitin muestran eficacia variable y no ofrecen resultados concluyentes, especialmente ante los "humanizadores de texto". Los textos generados por IA se caracterizan por su coherencia formal, pero también por su previsibilidad y uniformidad estilística. Por ello, la detección debe combinarse con la evaluación ética y crítica hecha por humanos, y hay que entender que la auténtica integridad científica depende del juicio intelectual y no de la automatización tecnológica. [ABSTRACT FROM AUTHOR] |
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| Database: |
MedicLatina |
