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The impact of drought on forest spring phenology in northern China
Published 2025-01-01“…We utilized a remote sensing dataset with a spatial resolution of 250 m, integrated with meteorological station data, to examine the response mechanisms of SOS to pre-seasonal drought. …”
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Perbandingan Algoritme Machine Learning untuk Memprediksi Pengambil Matakuliah
Published 2019-10-01“…Classification results are divided into 2 classes, namely 'Yes' for students who are predicted to take and 'No' for students who are predicted not to take the class. To handle imbalance dataset will use Synthetic Minority Oversampling Technique (SMOTE) techniques. …”
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SNP-array profiling data from breast cancer patients and healthy women's blood DNA samplesGEO
Published 2025-04-01“…After the conclusion of the quality control procedure, 72 individuals and a dataset consisting of 424,285 genetic variants were selected for further analysis. …”
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Counting the cost of hospitalised injury using administrative data in Australia: three considerations from a retrospective cohort data linkage study
Published 2025-02-01“…Objectives To examine the relative differences in injury hospitalisation cost estimates from hospital administrative data when using (1) hospital reimbursement based on National Efficient Price (NEP) versus local hospital costings methods, (2) inflation factors based on Consumer Price Index (CPI) versus health group index and (3) different healthcare funder’s perspectives.Design Retrospective population-based cohort study of linked Queensland Hospital Admitted Patient Data Collection dataset and National Hospital Cost Data Collection data.Setting All admitted injury-related care episodes occurring within a major trauma hospital in Queensland during 1 January 2012 to 31 December 2017.Outcome measure Total in-patient hospitalisation cost associated with an episode of care.Results Injury without catastrophic/severe complications or comorbidities was the most frequently occurring Australian Refined Diagnosis-Related Groups (AR-DRG) over the 6-year period, while rehabilitation with catastrophic complications or comorbidities was the most expensive ($37 938, 95% CI $36 067 to $39 809). …”
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Glioma Image-Level and Slide-Level Gene Predictor (GLISP) for Molecular Diagnosis and Predicting Genetic Events of Adult Diffuse Glioma
Published 2024-12-01“…A total of 108 WSIs from the Tokyo Women’s Medical University were used as the external dataset. In cross-validation, GLISP yielded patch-level/case-level predictions with top performances in <i>IDH1/2</i> and 1p/19q co-deletion with average areas under the curve (AUCs) of receiver operating characteristics of 0.75/0.79 and 0.73/0.80, respectively. …”
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Fluid balance and clinical outcomes in patients with aortic dissection: a retrospective case-control study based on ICU databases
Published 2025-02-01“…This paper explores the role of fluid management in the clinical care of AD patients, which has been unclear despite the substantial existing research that has been conducted on the treatment of AD.Design A retrospective case-control study using data for AD patients from public databases.Setting Two public intensive care unit (ICU) databases with hospital courses from the USA, Medical Information Mart for Intensive Care (MIMIC)-IV critical care dataset and the eICU Collaborative Research Database, with data from 2008 to 2019.Participants A total of 751 adult AD patients with detailed fluid management records from two databases were included.Interventions The mean 24-hour intake and output were calculated by dividing the total amount of intake and output by the number of days in the ICU, respectively. …”
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ER-GMMD: Cross-Scene Remote Sensing Classification Method of <italic>Tamarix chinensis</italic> in the Yellow River Estuary
Published 2025-01-01“…Key results include: 1) The proposed model, trained with only 5% of the source domain samples, achieves an overall classification accuracy of 96.52% on the target domain samples, which is a 17.61% improvement compared with the traditional network U-Net without domain adaptation. 2) Compared with domain adaptation algorithms DAN and S-DMM, the proposed ER-GMMD model demonstrates higher accuracy on the constructed dataset, indicating its potential for high-precision classification of mixed vegetation in coastal wetlands.…”
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High-risk habitat radiomics model based on ultrasound images for predicting lateral neck lymph node metastasis in differentiated thyroid cancer
Published 2025-01-01“…The internal and external testing dataset is employed to assess the predictive performance and stability of the model. …”
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