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Can LLMs improve the accuracy of behavior prediction for personnel in high-stakes scenarios by predicting emotions? — A fine-tuning study based on scarce homogeneous cultural data in high-pressure environments
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| Published in: | PLOS ONE |
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| Format: | Online Article RSS Article |
| Published: |
2026
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| _version_ | 1870297336131878913 |
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| container_title | PLOS ONE |
| description | |
| discipline_display | Open Access Journals |
| discipline_facet | Open Access Journals |
| format | Online Article RSS Article |
| genre | Journal Article |
| id | rss_article:101413 |
| institution | FRELIP |
| journal_source_facet | PLOS ONE |
| last_indexed | 2026-07-10T03:35:33.339Z |
| publishDate | 2026 |
| publishDateSort | 2026 |
| record_format | rss_article |
| spellingShingle | Can LLMs improve the accuracy of behavior prediction for personnel in high-stakes scenarios by predicting emotions? — A fine-tuning study based on scarce homogeneous cultural data in high-pressure environments Open Access Journals General Open Access Journals |
| sub_discipline_display | General |
| sub_discipline_facet | General |
| subject_display | Open Access Journals General Open Access Journals |
| subject_facet | Open Access Journals General Open Access Journals |
| title | Can LLMs improve the accuracy of behavior prediction for personnel in high-stakes scenarios by predicting emotions? — A fine-tuning study based on scarce homogeneous cultural data in high-pressure environments |
| title_alt | ¿Pueden los LLM mejorar la precisión de la predicción del comportamiento del personal en escenarios de alto riesgo mediante la predicción de emociones? — Un estudio de ajuste fino basado en datos culturales homogéneos escasos en entornos de alta presión Les LLM peuvent-ils améliorer la précision de la prédiction du comportement du personnel dans des scénarios à enjeux élevés en prédisant les émotions ? — Une étude d'ajustement fin basée sur des données culturelles homogènes rares dans des environnements à haute pression Podem os LLMs melhorar a precisão da previsão de comportamento de pessoal em cenários de alto risco ao prever emoções? — Um estudo de ajuste fino baseado em dados culturais homogêneos escassos em ambientes de alta pressão |
| title_auth | Can LLMs improve the accuracy of behavior prediction for personnel in high-stakes scenarios by predicting emotions? — A fine-tuning study based on scarce homogeneous cultural data in high-pressure environments |
| title_es_txt | ¿Pueden los LLM mejorar la precisión de la predicción del comportamiento del personal en escenarios de alto riesgo mediante la predicción de emociones? — Un estudio de ajuste fino basado en datos culturales homogéneos escasos en entornos de alta presión |
| title_fr_txt | Les LLM peuvent-ils améliorer la précision de la prédiction du comportement du personnel dans des scénarios à enjeux élevés en prédisant les émotions ? — Une étude d'ajustement fin basée sur des données culturelles homogènes rares dans des environnements à haute pression |
| title_full | Can LLMs improve the accuracy of behavior prediction for personnel in high-stakes scenarios by predicting emotions? — A fine-tuning study based on scarce homogeneous cultural data in high-pressure environments |
| title_fullStr | Can LLMs improve the accuracy of behavior prediction for personnel in high-stakes scenarios by predicting emotions? — A fine-tuning study based on scarce homogeneous cultural data in high-pressure environments |
| title_full_unstemmed | Can LLMs improve the accuracy of behavior prediction for personnel in high-stakes scenarios by predicting emotions? — A fine-tuning study based on scarce homogeneous cultural data in high-pressure environments |
| title_pt_txt | Podem os LLMs melhorar a precisão da previsão de comportamento de pessoal em cenários de alto risco ao prever emoções? — Um estudo de ajuste fino baseado em dados culturais homogêneos escassos em ambientes de alta pressão |
| title_short | Can LLMs improve the accuracy of behavior prediction for personnel in high-stakes scenarios by predicting emotions? — A fine-tuning study based on scarce homogeneous cultural data in high-pressure environments |
| title_sort | can llms improve the accuracy of behavior prediction for personnel in high-stakes scenarios by predicting emotions? — a fine-tuning study based on scarce homogeneous cultural data in high-pressure environments |
| topic | Open Access Journals General Open Access Journals |
| url | https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0352988 |