A corrosion risk assessment method for underground gas storage ground pipeline based on data and knowledge dual drivers by BI Caixia

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Predictive features analysis and nomogram construction for predicting depression in elderly patients by Wei Lin, Zijun Zhao, Yingshan Yu, Hongbin Chen

“…The Comprehensive Geriatric Assessment (CGA), a multidimensional approach, evaluates medical, psychological, and functional capacities to identify highrisk individuals and may be correlated with depression in the elderly.MethodsFrom 2021 to 2023, a total of 219 geriatric patients were recruited. …”
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Co-developing an intervention to facilitate safe and early transition to neonatal home care for very preterm infants: a mixed-method study evaluating the impact of patient and publ... by Sofia Arwehed, Ylva Thernström Blomqvist, Elin Carlsson Filipowicz, Anna Axelin

“…Methods A descriptive mixed-methods study with an embedded process evaluation was conducted guided by participatory action research methodology. …”
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Predicting Burn Mortality Using a Simple Novel Prediction Model by Sneha Sharma, Raman Tandon

“…Background Prediction of outcome for burn patients allows appropriate allocation of resources and prognostication. …”
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Predictive value of a self-administered frailty screening questionnaire for the effectiveness of functional rehabilitation evaluated with the locomotor functional independence meas... by Jan Chrusciel, Ramatoulaye Ndoye, Biné-Mariam Ndiongue, Marie-Anne Fournier, Fariba Kabirian, Manon Pondjikli, Valentine Dutheillet-de-Lamothe, Gilles Berrut, Yves Rolland, Stéphane Sanchez

“…Functional gain can be evaluated with classic scales, such as the locomotor subscale of the Functional Independence Measure. …”
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Low-dose dobutamine stress myocardial contrast echocardiography for evaluating myocardial microcirculation perfusion and predicting long-term prognosis in ST-segment elevation myoc... by Li Li, Na Hu, Linzi Li, Liangyi Li

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Federated Learning Enhanced MLP–LSTM Modeling in an Integrated Deep Learning Pipeline for Stock Market Prediction by Jayaraman Kumarappan, Elakkiya Rajasekar, Subramaniyaswamy Vairavasundaram, Ketan Kotecha, Ambarish Kulkarni

“…The proposed method is implemented in python. This suggests that using Federated Learning along with MLP and LSTM as the components of this vector enhanced the function increasing its capacity and reliability in predicting the trends of stocks. …”
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Design, Synthesis, and Biological Evaluation of New Analogs of Aurein 1.2 Containing Non-Proteinogenic Amino Acids by Nora Angelova, Ivan Iliev, Veronica Nemska, Tatyana Dzimbova, Nelly Georgieva, Dancho Danalev, Emilia Naydenova

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Evaluation on the Stability of Vertical Mine Shafts below Thick Loose Strata Based on the Comprehensive Weight Method and a Fuzzy Matter-Element Analysis Model by Wenquan Zhang, Zaiyong Wang, Jianli Shao, Xianxiang Zhu, Wei Li, Xintao Wu

“…In view of such a problem, the comprehensive weight method and the fuzzy matter-element analysis method were used to analyze and evaluate the stability of mine shafts below thick, loose aquifers. …”
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Brittleness evaluation of main coal seams in Permian Taiyuan-Shanxi formations, Baode block, Ordos Basin: based on a convolutional neural network method by Qingfeng ZHANG, Ziling LI, Jikun ZHANG, Shuai HAO, Xiaoguang SUN, Yanjie SHANG, Yun ZUO

“…Rock mechanical parameter method is commonly used to evaluate reservoir brittleness. …”
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A Bivariate Model for Correlated and Mixed Outcomes: A Case Study on the Simultaneous Prediction of Credit Risk and Profitability of Peer-to-Peer (P2P) Loans by Yan Wang, Xuelei Sherry Ni, Huan Ni, Sanad Biswas

“…Therefore, the proposed method can serve as an alternative for loan evaluation.…”
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A Brief Overview of Modeling Estimation of State of Health for an Electric Vehicle’s Li-Ion Batteries by Ehab H. E. Bayoumi, Michele De Santis, Hilmy Awad

“…This study addresses this gap by conducting a comprehensive evaluation of SOH prediction methods for Li-ion batteries in EV applications, encompassing direct measurement techniques, physics-based approaches, and data-driven methodologies. …”
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Combining transplant professional’s psychosocial donor evaluation and donor self-report measures to optimise the prediction of HRQoL after kidney donation: an observational prospec... by Andrea W Evers, Henriët van Middendorp, Lieke Wirken, Luuk B Hilbrands, Christina W Hooghof, Karlijn A M I van der Pant, Andries J Hoitsma, Jan-Stephan Sanders, Ruth Dam, Judith Wierdsma, Hiske Wellink, Philip Ulrichts

“…Furthermore, 230 kidney donors completed questionnaires (eg, on HRQoL) before and 6 and 12 months after donation.Primary and secondary outcome measures HRQoL, demographic and preoperative, intraoperative and postoperative health characteristics, perceived support, donor cognitions, recipient functioning and professionals risk estimation questionnaires.Results On top of other predictors, such as the transplant professionals’ risk assessments, donor self-report measures significantly predicted impaired longer term HRQoL after donation, particularly by poorer predonation physical (17%–28% explained variance) and psychological functioning (23%).Conclusions The current study endorses the effectiveness of the psychosocial donor evaluation by professionals and the additional value of donor self-report measures in optimising the psychosocial evaluation. …”
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Risk-Stratified Predictive Models of Pregnancy Loss by O. V. Shirai, B. I. Aslanov, S. V. Rishchuk, S. E. Melnikova

“…Statistical analysis was performed using R software (v4.3.1), incorporating: univariate and multivariate logistic regression, ROC curve analysis (AUC) for model performance evaluation.Results and discussion. Multivariate analysis identified statistically significant predictors of pregnancy loss, enabling development of two predictive mathematical models with strong discriminatory capacity. …”
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The predictive value of mean platelet volume to platelet count ratio combined with APACHEⅡs for short-term prognosis of patients with acute kidney injury treated by continuous rena... by TANG Ying-ying, NI Xun, Lv Jian-nong

“…Objective To investigate the predictive value of mean platelet volume(MPV)to platelet count(PLT)ratio(MPR)combined with acute physiology and chronic health evaluation Ⅱ(APACHE Ⅱ)scoring for the short-term prognosis of patients with acute renal injury(AKI)treated with continuous renal replacement therapy(CRRT).Methods A total of 138 AKI patients who received CRRT in our hospital from January 2016 to October 2019 were retrospectively included.According to their survival conditions at discharge,they were divided into survival group(n=80)and death group(n=58).The value of MPR,APACHE Ⅱ score and their combination for predicting the death of AKI patients was analyzed by ROC curve.The independent risk factors for poor prognosis were evaluated by multivariate logistic regression analysis.Results(1)MPV,MPR and APACHE Ⅱ scores of patients in the death group were significantly higher than those in the survival group[(11.9±1.1)fl vs.(11.0±1.1)fl,P<0.01;0.11(0.09,0.14)vs.0.08(0.06,0.11),P<0.01;(25.0±3.5)score vs.(19.5±3.4)score,P<0.01].PLT count of patients in death group was significantly lower than that of survival group[(108.9±28.0)×10~9/L vs.(146.8±41.4)×10~9/L,P<0.01].(2)The cutoff values of MPR,APACHE Ⅱ score and the combination to predict the death of AKI patients were 0.08,24 points and 0.54,respectively.The AUC of death in AKI patients predicted by MPR combined with APACHE Ⅱ was significantly higher than that of MPR and APACHE Ⅱ alone[0.892(0.828-0.938)vs.0.737(0.656-0.809),P<0.01;0.892(0.828-0.938)vs.0.838(0.766-0.896),P<0.05].(3)APACHE Ⅱ score(≥24),MPR combined with APACHE Ⅱ score(APACHE Ⅱ score≥24,and MPR≥0.08),diuretics administration were the independent risk factors for poor prognosis in AKI patients[HR(95%CI):2.311(1.034-5.166),3.533(1.541-8.098),34.816(7.475-162.149),all P< 0.05].Conclusions MPR combined with APACHE Ⅱ score can well predict the short-term prognosis of AKI patients treated with CRRT.…”
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Predictive framework of vegetation resistance in channel flow by Fengcong Jia, Weijie Wang, Yu Han, Jiayu Du, Yue Zhang, Zihan Liu, Hairong Gao

“…Although numerous empirical models are available, they often fail to generalize across different environmental conditions, leading to inaccurate predictions. This study introduces a machine learning-based framework for predicting vegetation flow resistance, incorporating nine ML methods, including SVM, XGBoost, and BP. …”
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Socioeconomic factors predictive of access delays in oncology by Allen M. Chen

“…Abstract Purpose To identify demographic and socioeconomic factors predictive of access delays in patients referred for radiation oncology services. …”
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A Predictive Model of the HIV Infection Course by E. I. Veselova, G. D. Kaminskiy, K. A. Kocharyan, A. B. Peregudova, O. V. Lovacheva, A. G. Samoylova

“…The course of HIV infection depends on the degree of HIV suppression during ART.The objective: to evaluate feasibility of using three factors: viral load (VL), HIV reservoir and CD8 T cells before ART initiation to estimate future levels of “residual” viremia and develop a predictive model.Subjects and Methods. 74 naive patients with HIV infection were enrolled in the study. …”
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Clinical Predictive Factors of Response to Biologics in IBD by Roxana SADAGURSCHI, A. DOBROMIRESCU, Ruxandra BABIUC, Lucian NEGREANU

“…Aim: To present the currently available data regarding the clinical predictors of response not only to anti-TNFs, but also to VDZ and ustekinumab. Methods: A literature search was performed in PubMed to identify publications reporting on predictive factors of response to biologic therapy in patients with IBD, using pre-defined keywords. …”
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A Prospective Randomized Study to Predict Bowel Preparation Quality Prior to Colonoscopy: Comparison of Two Stool Collection Methods for the Objective Assessment of Final Rectal Ef... by Serdar Senol, Mustafa Kusak, Kevser Uzunoglu Yıldırım, Mustafa Gun, Mıne Gızem Bıdıl

“…<b>Conclusions</b>: Patient self-assessment was an unreliable indicator of bowel cleanliness, highlighting the need for objective, standardized pre-colonoscopy evaluation methods. The use of a disposable cardboard bedpan with a white bag to collect the final rectal effluent may improve the accuracy of predicting inadequate preparation and patient compliance and may allow timely adjustments to bowel cleansing prior to colonoscopy in routine endoscopy practice.…”
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