This dataset includes detailed information for 22,016 individuals. حسب Yeo Ju Sohn (18536198)

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Flow diagram of participants meeting the inclusion and exclusion criteria. حسب Yeo Ju Sohn (18536198)

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Initial participants by wave*. حسب Yeo Ju Sohn (18536198)

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These files contain the STATA program codes used in the study. حسب Yeo Ju Sohn (18536198)

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Generalized estimating equation model covariance structure analysis. حسب Yeo Ju Sohn (18536198)

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Raw dataset collected from the KLoSA from 2006 to 2020. حسب Yeo Ju Sohn (18536198)

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General characteristics of research participants. حسب Yeo Ju Sohn (18536198)

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Generalized estimation equation model analysis of diabetes mellitus incidence according to relative handgrip strength. حسب Yeo Ju Sohn (18536198)

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Trends analysis in diabetes mellitus diagnosis according to relative handgrip strength. حسب Yeo Ju Sohn (18536198)

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Graph of surface roughness values of specimens after testing with different particle sizes at a concentration of 0.4 mg/mL (a) Ra, Rq (b) Rz (c) Sa, Sq (d) Sz, Sp, Sv. حسب Yang Li (7082)

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Additional file 7 of Decreased complement 4 and interleukin-10 as biomarkers in aqueous humour for non-exudative age-related macular degeneration: a case control study حسب Juliane Schikora (20871169)

Additional file 11 of Decreased complement 4 and interleukin-10 as biomarkers in aqueous humour for non-exudative age-related macular degeneration: a case control study حسب Juliane Schikora (20871169)

Additional file 10 of Decreased complement 4 and interleukin-10 as biomarkers in aqueous humour for non-exudative age-related macular degeneration: a case control study حسب Juliane Schikora (20871169)

Tissue, days post-infection (dpi) and the top 10 most significant genes with increased and decreased expression with valid gene symbols for the response contrasts. حسب Gillian P. McHugo (8965919)

"…<p>Tissue, days post-infection (dpi) and the top 10 most significant genes with increased and decreased expression with valid gene symbols for the response contrasts.…"

Nineteen SNPs with significant association (<i>P < </i>5 × 10⁻⁸) with risk on minJSW decrease in knee OA. حسب Mieke L. M. Bentvelzen (21594442)

"…<p>Nineteen SNPs with significant association (<i>P < </i>5 × 10⁻⁸) with risk on minJSW decrease in knee OA.…"

Data Sheet 1_Elevated relative humidity significantly decreases cannabinoid concentrations while delaying flowering development in Cannabis sativa L..docx حسب Ingrid Carolina Corredor-Perilla (22631510)

"…Furthermore, high RH significantly suppressed cannabinoid accumulation: cannabidiolic acid (CBD-A), cannabidiol (CBD), and cannabichromenic acid (CBC-A) levels decreased by approximately 4.9-fold, 3.2-fold, and 13-fold, respectively. …"

Puriton had the tendency of decreasing expressions of Th1 cell-related cytokines such as IFN- حسب So-Hyeon Bok (8066696)

AdMSC-EVs enhanced colony formation and migration of LECs and decreased proliferation. حسب Xiaoqin Li (1399105)

Disruption of the <i>pcnB</i> gene encoding poly(A) polymerase PAP I decreases pYV PCN as well as T3SS expression and activity. حسب Katherine Schubert (5452712)

Testing set error. حسب 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. Finally, the Beluga Whale Optimization (BWO)-tuned STL-PCA-BWO-BiLSTM hybrid model delivered optimal performance on test sets (RMSE = 0.22, MAE = 0.16, MAPE = 0.99%, ), exhibiting 40.7% higher accuracy than unoptimized BiLSTM (MAE = 0.27). …"