Confusion matrix for LastBERT model. by Ahmed Akib Jawad Karim (20427740)

“…Referring to LastBERT, a customized student BERT model, we significantly lowered model parameters from 110 million BERT base to 29 million-resulting in a model approximately 73.64% smaller. …”

Student model architecture. by Ahmed Akib Jawad Karim (20427740)

“…Referring to LastBERT, a customized student BERT model, we significantly lowered model parameters from 110 million BERT base to 29 million-resulting in a model approximately 73.64% smaller. …”

Configuration of the LastBERT model. by Ahmed Akib Jawad Karim (20427740)

“…Referring to LastBERT, a customized student BERT model, we significantly lowered model parameters from 110 million BERT base to 29 million-resulting in a model approximately 73.64% smaller. …”

Confusion matrix for DistilBERT model. by Ahmed Akib Jawad Karim (20427740)

“…Referring to LastBERT, a customized student BERT model, we significantly lowered model parameters from 110 million BERT base to 29 million-resulting in a model approximately 73.64% smaller. …”

ROC curve for LastBERT model. by Ahmed Akib Jawad Karim (20427740)

“…Referring to LastBERT, a customized student BERT model, we significantly lowered model parameters from 110 million BERT base to 29 million-resulting in a model approximately 73.64% smaller. …”

Sample Posts from the ADHD dataset. by Ahmed Akib Jawad Karim (20427740)

“…Referring to LastBERT, a customized student BERT model, we significantly lowered model parameters from 110 million BERT base to 29 million-resulting in a model approximately 73.64% smaller. …”

Top-level overview for ADHD classification study. by Ahmed Akib Jawad Karim (20427740)

“…Referring to LastBERT, a customized student BERT model, we significantly lowered model parameters from 110 million BERT base to 29 million-resulting in a model approximately 73.64% smaller. …”

Uptake of the intervention (N = 49). by Stanley Carries (21172287)

“…There was a 1.32 unit (<i>p</i> = 0.085) decrease in depressive symptoms and a reduction in caregiver burden (β = -1.28, <i>p</i> = 0.020) in the intervention arm. …”

Baseline characteristics of sample by trial arm. by Stanley Carries (21172287)

“…There was a 1.32 unit (<i>p</i> = 0.085) decrease in depressive symptoms and a reduction in caregiver burden (β = -1.28, <i>p</i> = 0.020) in the intervention arm. …”

CweL trial design. by Stanley Carries (21172287)

“…There was a 1.32 unit (<i>p</i> = 0.085) decrease in depressive symptoms and a reduction in caregiver burden (β = -1.28, <i>p</i> = 0.020) in the intervention arm. …”

Participant Flow. by Stanley Carries (21172287)

“…There was a 1.32 unit (<i>p</i> = 0.085) decrease in depressive symptoms and a reduction in caregiver burden (β = -1.28, <i>p</i> = 0.020) in the intervention arm. …”

Economic cost composition by arm and outcomes. by Stanley Carries (21172287)

“…There was a 1.32 unit (<i>p</i> = 0.085) decrease in depressive symptoms and a reduction in caregiver burden (β = -1.28, <i>p</i> = 0.020) in the intervention arm. …”

BrdU assay in control siRNA (blue bars) and in PAX6 knockdown (red bars) limbal epithelial cells (LECs) without and after 1µM or 5µM RA incubation for 48 hours. by Shao-Lun Hsu (6856259)

“…<p>Two-way ANOVA, followed by Dunnett’s test was used. Significant p values (<0.05) are highlighted. BrdU assay shows a significantly lower proliferation rate in the PAX6 siRNA knockdown group than in control siRNA group (p < 0.001). 5µM RA treatment significantly decreased proliferation rate in controls (p = 0.025). …”

Data Normalization. by Guolian Wu (21464168)

“…Protein-protein interaction (PPI) network was constructed, and five candidate hub genes (<i>AURKB, BUB1, CCL2, IL-4</i>, and <i>TOP2A)</i> were identified. Immune cell infiltration analysis gusing the XCell algorithm showed increased levels of Monocytes, neutrophils, and other immune cells in KD, while B cells and T cells were decreased. …”

Organize Data. by Guolian Wu (21464168)

“…Protein-protein interaction (PPI) network was constructed, and five candidate hub genes (<i>AURKB, BUB1, CCL2, IL-4</i>, and <i>TOP2A)</i> were identified. Immune cell infiltration analysis gusing the XCell algorithm showed increased levels of Monocytes, neutrophils, and other immune cells in KD, while B cells and T cells were decreased. …”

PCA. by Guolian Wu (21464168)

“…Protein-protein interaction (PPI) network was constructed, and five candidate hub genes (<i>AURKB, BUB1, CCL2, IL-4</i>, and <i>TOP2A)</i> were identified. Immune cell infiltration analysis gusing the XCell algorithm showed increased levels of Monocytes, neutrophils, and other immune cells in KD, while B cells and T cells were decreased. …”

Correlation Heatmap. by Guolian Wu (21464168)

“…Protein-protein interaction (PPI) network was constructed, and five candidate hub genes (<i>AURKB, BUB1, CCL2, IL-4</i>, and <i>TOP2A)</i> were identified. Immune cell infiltration analysis gusing the XCell algorithm showed increased levels of Monocytes, neutrophils, and other immune cells in KD, while B cells and T cells were decreased. …”

Immune Cell Correlation Analysis. by Guolian Wu (21464168)

“…Protein-protein interaction (PPI) network was constructed, and five candidate hub genes (<i>AURKB, BUB1, CCL2, IL-4</i>, and <i>TOP2A)</i> were identified. Immune cell infiltration analysis gusing the XCell algorithm showed increased levels of Monocytes, neutrophils, and other immune cells in KD, while B cells and T cells were decreased. …”

GO Enrichment Analysis. by Guolian Wu (21464168)

“…Protein-protein interaction (PPI) network was constructed, and five candidate hub genes (<i>AURKB, BUB1, CCL2, IL-4</i>, and <i>TOP2A)</i> were identified. Immune cell infiltration analysis gusing the XCell algorithm showed increased levels of Monocytes, neutrophils, and other immune cells in KD, while B cells and T cells were decreased. …”

Differential Analysis. by Guolian Wu (21464168)

“…Protein-protein interaction (PPI) network was constructed, and five candidate hub genes (<i>AURKB, BUB1, CCL2, IL-4</i>, and <i>TOP2A)</i> were identified. Immune cell infiltration analysis gusing the XCell algorithm showed increased levels of Monocytes, neutrophils, and other immune cells in KD, while B cells and T cells were decreased. …”