Depth and unit sub-grouping improve performance and neural prediction. (A) depth was added by stacking RNNs while controlling the number of trainable parameters (the number of hidden units per layer is indicated in white). (B) Deeper models have lower word error rate. (C) Deeper models also achieved better predictive power for brain responses, when units in each layer were used to create separate predictors (solid lines). However, increasing the number of predictors derived from flat models by K-means clustering also increased predictive power (dotted lines), with the highest predictive power for the flat localist model at K = 32. (D) K-means clustering applied to deep models (ignoring the differentiation of units into different layers). While depth generally improved predictive power of GloVe models, it did not seem to have a clear effect on localist models. (E) Acoustic-phonetic structure in the learned output mappings is found even in deep localist models, but it decreases as a by Christian Brodbeck (211096)

“…While depth generally improved predictive power of GloVe models, it did not seem to have a clear effect on localist models. (E) Acoustic-phonetic structure in the learned output mappings is found even in deep localist models, but it decreases as a</p>…”

Median values of niche saturation for 4 ecological guilds. by Grégory Beaugrand (150537)

The impact of self-distancing on emotion explosiveness and accumulation: An fMRI study by Maxime Résibois (3823969)

“…Specifically, we aimed to: (a) replicate the finding that different neural mechanisms are associated with emotion explosiveness and accumulation, (b) replicate the finding that adopting a self-distanced (vs. self-immersed) perspective decreases emotion explosiveness and accumulation at the level of self-report, and (c) examine whether adopting a self-distanced (vs. self-immersed) perspective similarly modulates activity in the brain regions associated with emotion explosiveness and accumulation. …”

Androgen deprivation promotes chronic inflammation in LXR-null prostates. by Laura Bousset (9740166)

Histograms of niche saturation of four functional types in the oceanic hydrosphere. by Grégory Beaugrand (150537)

Data_Sheet_1_Relationship Between Dairy Products Intake and Risk of Endometriosis: A Systematic Review and Dose-Response Meta-Analysis.docx by Xiangying Qi (9989599)

“…Total dairy intake was inversely associated with the risk of endometriosis, and the risk of endometriosis tended to decrease with a decrease in the risk of endometriosis when dairy products intake was over 21 servings/week (RR 0.87, 95% CI 0.76–1.00; p_{non−linearity} = 0.04). …”

S6 Fig - by Laura Bousset (9740166)

<i>Shigella</i> Infection Interferes with SUMOylation and Increases PML-NB Number by Saima M. Sidik (590022)

“…<div><p>Shigellosis is a severe diarrheal disease that affects hundreds of thousands of individuals resulting in significant morbidity and mortality worldwide. …”

Probability distributions of calibrated ¹⁴C data of pottery types with associated residues from the sites of Pokrovnik and Danilo Bitinj and the general regional pottery... by Sarah B. McClure (5721053)

The Effects of Fire Severity on Macroinvertebrate Detritivores and Leaf Litter Decomposition by Sebastian Buckingham (724823)

“…<div><p>High severity wildfire events are a feature of forests globally and are likely to be more prevalent with climate change. …”

image_5_RETRACTED: Targeting and Therapy of Glioblastoma in a Mouse Model Using Exosomes Derived From Natural Killer Cells.tif by Liya Zhu (541505)

“…Objective<p>Glioblastoma is a highly aggressive primary brain tumor that is resistant to radiotherapy and chemotherapy. …”

image_2_RETRACTED: Targeting and Therapy of Glioblastoma in a Mouse Model Using Exosomes Derived From Natural Killer Cells.tif by Liya Zhu (541505)

“…Objective<p>Glioblastoma is a highly aggressive primary brain tumor that is resistant to radiotherapy and chemotherapy. …”

Image_4_Functional and Activation Profiles of Mucosal-Associated Invariant T Cells in Patients With Tuberculosis and HIV in a High Endemic Setting.JPEG by Avuyonke Balfour (10337963)

“…After 10 weeks of TB treatment, there was reversion in the observed functional impairment in total MAIT cells, with increases in CD107a (p = 0.020) and IFNγ (p = 0.010) expression.</p><p>Conclusions: Frequencies and functional profile of MAIT cells in response to mycobacterial stimulation are significantly decreased in HIV infected persons, active TB and HIV-associated TB, with a concomitant increase in MAIT cell activation. …”

Image_2_Functional and Activation Profiles of Mucosal-Associated Invariant T Cells in Patients With Tuberculosis and HIV in a High Endemic Setting.JPEG by Avuyonke Balfour (10337963)

“…After 10 weeks of TB treatment, there was reversion in the observed functional impairment in total MAIT cells, with increases in CD107a (p = 0.020) and IFNγ (p = 0.010) expression.</p><p>Conclusions: Frequencies and functional profile of MAIT cells in response to mycobacterial stimulation are significantly decreased in HIV infected persons, active TB and HIV-associated TB, with a concomitant increase in MAIT cell activation. …”

image_1_RETRACTED: Targeting and Therapy of Glioblastoma in a Mouse Model Using Exosomes Derived From Natural Killer Cells.tif by Liya Zhu (541505)

“…Objective<p>Glioblastoma is a highly aggressive primary brain tumor that is resistant to radiotherapy and chemotherapy. …”

Image_1_Functional and Activation Profiles of Mucosal-Associated Invariant T Cells in Patients With Tuberculosis and HIV in a High Endemic Setting.JPEG by Avuyonke Balfour (10337963)

“…After 10 weeks of TB treatment, there was reversion in the observed functional impairment in total MAIT cells, with increases in CD107a (p = 0.020) and IFNγ (p = 0.010) expression.</p><p>Conclusions: Frequencies and functional profile of MAIT cells in response to mycobacterial stimulation are significantly decreased in HIV infected persons, active TB and HIV-associated TB, with a concomitant increase in MAIT cell activation. …”

Table_2_Functional and Activation Profiles of Mucosal-Associated Invariant T Cells in Patients With Tuberculosis and HIV in a High Endemic Setting.docx by Avuyonke Balfour (10337963)

“…After 10 weeks of TB treatment, there was reversion in the observed functional impairment in total MAIT cells, with increases in CD107a (p = 0.020) and IFNγ (p = 0.010) expression.</p><p>Conclusions: Frequencies and functional profile of MAIT cells in response to mycobacterial stimulation are significantly decreased in HIV infected persons, active TB and HIV-associated TB, with a concomitant increase in MAIT cell activation. …”

Table 1_Impact of bleeding and thrombosis on outcome of 945 COVID-19 VV-ECMO cases from a German registry.docx by Johannes Herrmann (3180807)

“…The current analysis aimed to assess frequency and determinants of BTE according to their location and severity in a retrospective analysis of the German ECMO COVID-19 registry. …”

Image_3_To develop a prognostic model for neoadjuvant immunochemotherapy efficacy in esophageal squamous cell carcinoma by analyzing the immune microenvironment.tif by Zhou Yehan (18440127)

“…Dynamic mIF analysis also indicated that CD3+, CD8+, and CD20+ all increased after treatment in both groups, with a more significant increase in CD8+ and CD20+ in the Response group (P < 0.05), and a more significant decrease in PD-L1+ (P < 0.05). …”

Image_4_To develop a prognostic model for neoadjuvant immunochemotherapy efficacy in esophageal squamous cell carcinoma by analyzing the immune microenvironment.tif by Zhou Yehan (18440127)

“…Dynamic mIF analysis also indicated that CD3+, CD8+, and CD20+ all increased after treatment in both groups, with a more significant increase in CD8+ and CD20+ in the Response group (P < 0.05), and a more significant decrease in PD-L1+ (P < 0.05). …”