The overall framework of CARAFE. حسب Zhongjian Xie (4633099)

"…Firstly, improve the multi-scale feature layer and reduce the complexity of the model. Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. …"

KPD-YOLOv7-GD network structure diagram. حسب Zhongjian Xie (4633099)

"…Firstly, improve the multi-scale feature layer and reduce the complexity of the model. Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. …"

Comparison experiment of accuracy improvement. حسب Zhongjian Xie (4633099)

"…Firstly, improve the multi-scale feature layer and reduce the complexity of the model. Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. …"

Comparison of different pruning rates. حسب Zhongjian Xie (4633099)

"…Firstly, improve the multi-scale feature layer and reduce the complexity of the model. Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. …"

Comparison of experimental results at ablation. حسب Zhongjian Xie (4633099)

"…Firstly, improve the multi-scale feature layer and reduce the complexity of the model. Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. …"

Result of comparison of different lightweight. حسب Zhongjian Xie (4633099)

"…Firstly, improve the multi-scale feature layer and reduce the complexity of the model. Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. …"

DyHead Structure. حسب Zhongjian Xie (4633099)

"…Firstly, improve the multi-scale feature layer and reduce the complexity of the model. Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. …"

The parameters of the training phase. حسب Zhongjian Xie (4633099)

"…Firstly, improve the multi-scale feature layer and reduce the complexity of the model. Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. …"

Structure of GSConv network. حسب Zhongjian Xie (4633099)

"…Firstly, improve the multi-scale feature layer and reduce the complexity of the model. Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. …"

Comparison experiment of accuracy improvement. حسب Zhongjian Xie (4633099)

"…Firstly, improve the multi-scale feature layer and reduce the complexity of the model. Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. …"

Improved model distillation structure. حسب Zhongjian Xie (4633099)

"…Firstly, improve the multi-scale feature layer and reduce the complexity of the model. Secondly, a lightweight convolutional module is introduced to replace the standard convolutions in the Efficient Long-range Aggregation Network (ELAN-A) module, and the channel pruning techniques are applied to further decrease the model’s complexity. …"

Supplementary file 1_Clinical utility of the PBAC score in quantifying treatment response to hysteroscopy: a retrospective observational study.docx حسب Ömer Faruk Öz (22702202)

"…Data were analyzed using SPSS version 26, and p < 0.05 was considered statistically significant.</p>Results<p>Of the 327 patients included in the study, 91.1% had a baseline PBAC score ≥100, which significantly decreased following hysteroscopy (mean reduction: 393 points; p < .001). …"

Data Sheet 1_Case series: Effects of a ketogenic diet on cardiometabolic health in seven outpatients with bipolar disorder.pdf حسب Louis Schreel (22385035)

"…</p>Results<p>Beneficial cardiometabolic effects included a decrease in mean Lp(a) of 6.6 mg/dl (−21%), a reduction in mean triglyceride of 40.6 mg/dl (−30%), a reduction in mean apoB of 0.14 g/L (−10,5%) and an increase in mean HDL-C of 3 mg/dL (+5%), a reduction in mean hsCRP of 0.94 mg/L (−45%), a reduction in mean TNF-α of 1.31 pg/ml (−7%), a reduction in mean MDA-LDL of 36.77 U/L (−38%), a reduction in mean nitrotyrosine of 225 nmol/L (−28%), a mean weight reduction of 4 kg (−4,6%), a mean visceral fat reduction of 0.69% (−10%) and a mean fat mass reduction of 3.7 kg (−12%). …"

Supplementary Material for: Placebo effect of verbal instructions coupled with pharmacological treatment: results from a randomized controlled trial in migraine patients حسب figshare admin karger (2628495)

"…Since the first group had a decrease across timepoints of the score while the second group had a peak at T2, difference between them was statistically significant (p = 0.029; η2 = 0.049). …"

Data Sheet 1_Utilizing a naturopathic mouthwash with selective antimicrobial effects against multispecies oral biofilms for prevention of dysbiosis.docx حسب Danyal A. Siddiqui (1459219)

"…Lastly, cytocompatibility to oral rinses was tested using a 3D human fibroblast spheroid model.</p>Results<p>SL significantly inhibited the growth of disease-associated F. nucleatum and P. gingivalis 12 and 120 h, respectively, after treatment, while exhibiting lower toxicity toward commensal S. oralis, S. gordonii, and V. parvula vs. …"

Polygenic adaptation analysis results for the pairwise and multi-population tests for polygenic adaptation (see Methods). حسب Olivia A. Gray (20700832)

"…The SNP no. column shows how many SNPS are included in the test at this significance threshold. Significant <i>p</i>-values are highlighted in green (figures for all significant Multi-population tests in <a href="http://www.plosgenetics.org/article/info:doi/10.1371/journal.pgen.1011570#pgen.1011570.s006" target="_blank">S6 Fig</a>). …"

Data Sheet 1_Hyperbaric oxygen therapy for radiation enteritis and clinical parameters: a systematic review and meta-analysis.docx حسب Yuhan Wang (595964)

"…</p>Results<p>This study analyzed data from 22 clinical studies involving 1,318 subjects, including six RCTs incorporated into a meta-analysis. Moderate-quality evidence suggested that HBOT could significantly reduce the incidence of RE [OR = 0.32, 95% CI (0.14, 0.72), P = 0.006], particularly showing a significant advantage in decreasing the incidence of grade 3 or higher RE according to the RTOG/EORTC criteria [OR = 0.37, 95% CI (0.17, 0.82), P = 0.01]. …"

Effectiveness of Interventions to Reduce Sedentary Behaviour in People with Chronic Obstructive Pulmonary Disease: A Systematic Review of Randomised Controlled Trials حسب Stefanie Harding (21025237)

"…Due to the heterogeneity of study design and siting of the activity monitor, a narrative synthesis was conducted.</p> <p>1086 studies were identified; six met inclusion criteria, and two reported a decreased sedentary time. …"

Supplementary file 2_Practical utility of meropenem therapeutic drug monitoring: a systematic review of evidence for clinical application.docx حسب Yi-Chang Zhao (14080107)

"…Adverse reactions showed a non-significant reduction (RR = 0.65; 95% CI: 0.38–1.11). …"

Supplementary file 1_The efficacy of resveratrol in the treatment of liver fibrosis: a systematic review and meta-analysis of preclinical studies.docx حسب Dehua Luo (22275916)

"…</p>Results<p>Resveratrol markedly attenuated collagen deposition and reduced hydroxyproline levels, a central marker of fibrotic progression. It significantly inhibited the accumulation of extracellular matrix components and modulated profibrotic mediators. …"