Applicability of Machine Learning and Mathematical Equations to the Prediction of Total Organic Carbon in Cambrian Shale, Sichuan Basin, China by Majia Zheng, Meng Zhao, Ya Wu, Kangjun Chen, Jiwei Zheng, Xianglu Tang, Dadong Liu

“…This study introduces three key innovations to address these challenges: (1) A Dynamic Weighting–Calibrated Random Forest Regression (DW-RFR) model integrating high-resolution Gamma-Ray-guided dynamic time warping (±0.06 m depth alignment precision derived from 237 core-log calibration points using cross-validation), Principal Component Analysis-Deyang–Anyue Rift Trough Shapley Additive Explanations (PCA-SHAP) hybrid feature engineering (89.3% cumulative variance, VIF < 4), and Bayesian-optimized ensemble learning; (2) systematic benchmarking against conventional ΔlogR (R² = 0.700, RMSE = 0.264) and multi-attribute joint inversion (R² = 0.734, RMSE = 0.213) methods, demonstrating superior accuracy (R² = 0.917, RMSE = 0.171); (3) identification of Gamma Ray (r = 0.82) and bulk density (r = −0.76) as principal TOC predictors, contrasted with resistivity’s thermal maturity-dependent signal attenuation (r = 0.32 at Ro > 3.0%). …”
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Platform Technology for Extended Reality Biofeedback Training Under Operant Conditioning for Functional Limb Weakness: Protocol for the Coproduction of an at-Home Solution (React2H... by Anirban Dutta, Abhijit Das

“…However, the virtual reality relaxation and XR force feedback tasks exhibited interindividual variability, underscoring the need for personalization. …”
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Early-life growth and emotional, behavior and cognitive outcomes in childhood and adolescence in the EU child cohort network: individual participant data meta-analysis of over 109,... by Romy Gonçalves, Sophia Blaauwendraad, Demetris Avraam, Andrea Beneíto, Marie-Aline Charles, Ahmed Elhakeem, Joaquin Escribano, Louise Etienne, Gonzalo García-Baquero Moneo, Ana Gonçalves Soares, Jasmin de Groot, Veit Grote, Dariusz Gruszfeld, Kathrin Guerlich, Monica Guxens, Barbara Heude, Berthold Koletzko, Aitana Lertxundi, Manuel Lozano, Hanan El Marroun, Rosie McEachan, Angela Pinot de Moira, Gillian Santorelli, Katrine Strandberg-Larsen, Muriel Tafflet, Chloe Vainqueur, Elvira Verduci, Martine Vrijheid, Marieke Welten, John Wright, Tiffany C. Yang, Romy Gaillard, Vincent W.V. Jaddoe

“…Compensatory infant growth might partly attenuate the adverse effects of suboptimal fetal growth. …”
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