Reinforcement Learning for Assessing Route Instruction Usability in Complex Indoor Spaces by Reza Arabsheibani (14244716)

“…Our results show that RL agents successfully learn to navigate even with incomplete instructions, significantly outperforming random agents. Agents trained on diverse environments generalize well to novel settings, although performance decreases with higher environmental complexity and finer-grained instruction grammars when instructions are incomplete. …”

Soil viral and microbial interactions facilitate microbial necromass carbon accumulation in the semiarid typical steppe under altered precipitation_Research Data by Cui Han (15263150)

“…The results showed that decreased precipitation significantly reduced microbial necromass carbon (BNC, MNC, and BNC/MNC) and their relative contributions to SOC (BNC/SOC and MNC/SOC), whereas increased precipitation had relatively weaker effects. …”

Error-Bar graph. by Haichao Li (225035)

“…Results show that SIDFM reduces navigation errors by 12.09% at low acceleration and 11.43% at high acceleration while also significantly decreasing positioning errors. These improvements enhance the stability, precision, and safety of AGVs in dynamic manufacturing environments. …”

Image 2_Integrated metagenomics and metabolomics analysis reveals dynamic changes of microbiota and metabolic profile during fermentation of cigar tobacco (Nicotiana tabacum L.) le... by Ting Yang (189879)

“…<p>Optimizing fermentation duration is critical for producing high-quality cigar tobacco leaves This study examines changes in microorganisms and metabolites during CTL fermentation at four time points: 0 days (T0), 25 days (T1), 50 days (T2), and 75 days (T3). We observed a decreasing trend in total soluble sugars, starch, total nitrogen, and nicotine levels as fermentation progressed. …”

Design, synthesis and biological evaluation of marine naphthoquinone-naphthol derivatives as potential anticancer agents by Yujuan Li (554062)

“…Among these, Compound <b>13</b>, featuring an oxopropyl group at the <i>ortho</i>-position of quinone group, exhibited the most potent inhibitory effects on HCT116, PC9, and A549 cells, with IC₅₀ values decreasing from 5.27 to 1.18 μM (4.5-fold increase), 6.98 to 0.57 μM (12-fold increase), and 5.88 to 2.25 μM (2.6-fold increase), respectively, compared to compound <b>5</b>. …”

Dust particle flow trace diagram. by Yuxuan Liu (349237)

“…Results indicate that installing a return pipe significantly reduces dust overflow caused by impact airflow during blanking. …”

Model inputs. by Mingxi Xie (19812594)

“…Clinical findings have showed that deprescribing service significantly decreased inappropriate PPIs utilization. …”

Discrete phase parameter setting. by Yuxuan Liu (349237)

“…Results indicate that installing a return pipe significantly reduces dust overflow caused by impact airflow during blanking. …”

Table 1_Integrated metagenomics and metabolomics analysis reveals dynamic changes of microbiota and metabolic profile during fermentation of cigar tobacco (Nicotiana tabacum L.) le... by Ting Yang (189879)

“…<p>Optimizing fermentation duration is critical for producing high-quality cigar tobacco leaves This study examines changes in microorganisms and metabolites during CTL fermentation at four time points: 0 days (T0), 25 days (T1), 50 days (T2), and 75 days (T3). We observed a decreasing trend in total soluble sugars, starch, total nitrogen, and nicotine levels as fermentation progressed. …”

Disruption of Astrocyte Communication by Carbenoxolone During Shockwave-Induced Stress by Serina Yan (22416354)

“…Peak calcium intensity was significantly reduced at 100 µM CBX, and both rise and fall rates of calcium signals decreased with increasing CBX concentration. …”

DataSheet7_Refining dual RNA-seq mapping: sequential and combined approaches in host-parasitic plant dynamics.csv by Carmine Fruggiero (20143830)

“…Both tested approaches achieved a mapping rate of ~90%, with only about 1% of cross-mapping reads. …”

Image 1_Integrated metagenomics and metabolomics analysis reveals dynamic changes of microbiota and metabolic profile during fermentation of cigar tobacco (Nicotiana tabacum L.) le... by Ting Yang (189879)

“…<p>Optimizing fermentation duration is critical for producing high-quality cigar tobacco leaves This study examines changes in microorganisms and metabolites during CTL fermentation at four time points: 0 days (T0), 25 days (T1), 50 days (T2), and 75 days (T3). We observed a decreasing trend in total soluble sugars, starch, total nitrogen, and nicotine levels as fermentation progressed. …”

Supplementary file 1_The gut commensal Faecalibacterium hominis attenuates indole—AhR signaling and restores ASD—like behaviors with BTBR mice.docx by You Yu (2102071)

“…<p>Autism spectrum disorders (ASD), a group of neurodevelopmental disorders characterized by the core symptoms of impaired social communication and stereotyped behaviors, is strongly associated with dysregulated microbiota-gut-brain axis. …”

DataSheet9_Refining dual RNA-seq mapping: sequential and combined approaches in host-parasitic plant dynamics.csv by Carmine Fruggiero (20143830)

“…Both tested approaches achieved a mapping rate of ~90%, with only about 1% of cross-mapping reads. …”

Image 4_Integrated metagenomics and metabolomics analysis reveals dynamic changes of microbiota and metabolic profile during fermentation of cigar tobacco (Nicotiana tabacum L.) le... by Ting Yang (189879)

“…<p>Optimizing fermentation duration is critical for producing high-quality cigar tobacco leaves This study examines changes in microorganisms and metabolites during CTL fermentation at four time points: 0 days (T0), 25 days (T1), 50 days (T2), and 75 days (T3). We observed a decreasing trend in total soluble sugars, starch, total nitrogen, and nicotine levels as fermentation progressed. …”

Table_4_Taxifolin increased semen quality of Duroc boars by improving gut microbes and blood metabolites.DOCX by Yexun Zhou (11711813)

“…<p>Taxifolin (TAX), as a natural flavonoid, has been widely focused on due to its strong anti-oxidation, anti-inflammation, anti-virus, and even anti-tumor activity. …”

Dust deposition, escape data table. by Yuxuan Liu (349237)

“…Results indicate that installing a return pipe significantly reduces dust overflow caused by impact airflow during blanking. …”

MLN IFN- by Jessica Belmares-Ortega (21212731)

“…Each symbol represents a single mouse. One-way ANOVA with Tukey’s multiple comparison test was used to assess statistical significance, where * p < 0.05, ** p < 0.01, *** p < 0.001.…”

Interaction of sex hormone receptors and calcium handling proteins in the left ventricle of patients with heart failure by Shuwei Ning (20484194)

“…Compared with the control group, the expression levels of sex hormone receptors and calcium handling proteins in HF patients were significantly decreased. There was co-localization and interaction between protein ERα and Cav1.2, protein AR and SERCA2a, respectively. …”

Multi-omics reveals glycolipid metabolism processes during the early development of largemouth bass (Micropterus salmoides) by Yujie Jiang (2991267)

“…Early embryos' yolk and oil droplet diameters decreased significantly with embryonic development (P < 0.05). …”