The MAE value of the model under raw data. by Xiangjuan Liu (618000)

“…Further integration of Spearman correlation analysis and PCA dimensionality reduction created multidimensional feature sets, revealing substantial accuracy improvements: The BiLSTM model achieved an 83.6% cumulative MAE reduction from 1.65 (raw data) to 0.27 (STL-PCA), while traditional models like Prophet showed an 82.2% MAE decrease after feature engineering optimization. …”

Three error values under raw data. by Xiangjuan Liu (618000)

“…Further integration of Spearman correlation analysis and PCA dimensionality reduction created multidimensional feature sets, revealing substantial accuracy improvements: The BiLSTM model achieved an 83.6% cumulative MAE reduction from 1.65 (raw data) to 0.27 (STL-PCA), while traditional models like Prophet showed an 82.2% MAE decrease after feature engineering optimization. …”

Decomposition of time scries plot. by Xiangjuan Liu (618000)

“…Further integration of Spearman correlation analysis and PCA dimensionality reduction created multidimensional feature sets, revealing substantial accuracy improvements: The BiLSTM model achieved an 83.6% cumulative MAE reduction from 1.65 (raw data) to 0.27 (STL-PCA), while traditional models like Prophet showed an 82.2% MAE decrease after feature engineering optimization. …”

Structural equation model: Receiving kindness, giving kindness, reduced stress and well-being mediated by institutional identity. by K. Kanoho Hosoda (19929050)

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Demographics, correlation, and qualitative raw data. by K. Kanoho Hosoda (19929050)

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Ten essential elements of dignity with the associated items used in the kindness given and kindness received scales. by K. Kanoho Hosoda (19929050)

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Structural equation models raw data. by K. Kanoho Hosoda (19929050)

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Intercorrelation matrix of kindness, institutional identity, stress, and well-being. by K. Kanoho Hosoda (19929050)

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Model effects of receiving kindness on reduced stress and well-being mediated by institutional identity. by K. Kanoho Hosoda (19929050)

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Model effects of giving kindness on reduced stress and well-being mediated by institutional identity. by K. Kanoho Hosoda (19929050)

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Conceptual model being tested in the current study. by K. Kanoho Hosoda (19929050)

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Summary of sample descriptive statistics. by K. Kanoho Hosoda (19929050)

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Posters by country and year [Top 10 countries] (Abbreviations: AU: Australia, BR: Brazil, CA: Canada, CN: China, DE: Germany, IT: Italy, JP: Japan, KR: South Korea, TW: Taiwan, US:... by Ignacio García-Espona (21395335)

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Lecturers by gender. by Ignacio García-Espona (21395335)

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Comparison cloud for lectures indicating the words that appeared most frequently in each period (2013-2017, top, blue colour; 2018-2023, bottom, red colour). by Ignacio García-Espona (21395335)

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Top ten countries in terms of lecturers (left) and posters (right). by Ignacio García-Espona (21395335)

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Comparison cloud indicating the words that appeared most frequently with respect to each type of contribution (lectures, top, blue colour; posters, bottom, red colour) [2013-2023]. by Ignacio García-Espona (21395335)

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Thematic cloud for posters [2013-23]. by Ignacio García-Espona (21395335)

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Distribution of KTAS levels and outcomes in the study population by age. by Hun Gi Lee (21526538)

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Lectures and posters by country (2013-2023) [Only countries featuring at least 25 contributions] (Abbreviations: US: United States of America, BR: Brazil, MX: Mexico, KR: South Kor... by Ignacio García-Espona (21395335)

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