Construction and validation of a risk prediction model for high altitude de-acclimatization syndrome by DING Yu, DING Yu, WANG Zejun, WANG Zejun, XIE Jiaxin, XIE Jiaxin

“…Risk prediction models for high-altitude adaptation symptoms were built based on 8 machine learning methods， including multiple factor logistic regression （LR）， decision tree （DT）， random forest （RF）， eXtreme gradient boosting （XGB）， support vector machine （SVM）， K-nearest neighbor （KNN）， light gradient boosting （LGB） and naïve bayes （NB）. …”
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AI-based tumor-infiltrating lymphocyte scoring system for assessing HCC prognosis in patients undergoing liver resection by Zhiyang Chen, Tingting Xie, Shuting Chen, Zhenhui Li, Su Yao, Xuanjun Lu, Wenfeng He, Chao Tang, Dacheng Yang, Shaohua Li, Feng Shi, Huan Lin, Zipei Li, Anant Madabhushi, Xiangtian Zhao, Zaiyi Liu, Cheng Lu

“…We trained a deep neural network and a random forest model to segment tumor regions and locate CD8+ TILs in H&E and CD8-stained whole-slide images. …”
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Development and validation of an explainable machine learning model for mortality prediction among patients with infected pancreatic necrosisResearch in context by Caihong Ning, Hui Ouyang, Jie Xiao, Di Wu, Zefang Sun, Baiqi Liu, Dingcheng Shen, Xiaoyue Hong, Chiayan Lin, Jiarong Li, Lu Chen, Shuai Zhu, Xinying Li, Fada Xia, Gengwen Huang

“…Findings: Random survival forest (RSF) model showed the best predictive performance than other 9 ML models (internal validation, C-index = 0.863 [95% CI: 0.854–0.875]; external validation, C-index = 0.857 [95% CI: 0.850–0.865]). …”
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Individual participant data meta-analysis of trials comparing frozen versus fresh embryo transfer strategy (INFORM): a protocol by Lan N Vuong, Rui Wang, Ben W Mol, Rong Li, Karin Hammarberg, Kate Brian, Yun Sun, Pollyanna Hardy, Anja Pinborg, Siladitya Bhattacharya, Sacha Stormlund, David J McLernon, Zi-Jiang Chen, Richard S Legro, Carlos Simon, Shimona Lai, Marian G Showell, Daimin Wei, Ze Wang, Keliang Wu, Xavier Santamaría, Christophe Blockeel, Femke Mol, Anna P Ferraretti, Bruce S Shapiro, Forest C Garner, Christos A Venetis, Abha Maheshwari, Gwenda Burns

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Neoadjuvant anti-PD1 immunotherapy for surgically accessible recurrent glioblastoma: clinical and molecular outcomes of a stage 2 single-arm expansion cohort by J. Ricardo McFaline-Figueroa, Lu Sun, Gilbert C. Youssef, Raymond Huang, Gang Li, Jiyoon Kim, Eudocia Q. Lee, Lakshmi Nayak, Ugonma Chukwueke, Rameen Beroukhim, Tracy T. Batchelor, E. Antonio Chiocca, Richard G. Everson, Lisa Doherty, Jennifer Stefanik, Kathryn Partridge, Amanda Spearman, Alexa Myers, Catharina Westergaard, Alyssa Russ, Maria Lavallee, Anna Smokovich, Corey LaForest-Roys, Rachel Garcia Fox, Christine McCluskey, Wenya Linda Bi, Omar Arnaout, PierPaolo Peruzzi, G. Rees Cosgrove, Keith L. Ligon, Isabel Arrillaga-Romany, Jennifer L. Clarke, David A. Reardon, Timothy F. Cloughesy, Robert M. Prins, Patrick Y. Wen

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Design and validation of a questionnaire on habits, health and exercise in the use of baby carriers by Yaiza Taboada-Iglesias, María del Carmen Iglesias-Pérez, Águeda Gutiérrez-Sánchez

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Climate model downscaling in central Asia: a dynamical and a neural network approach by B. Fallah, B. Fallah, M. Rostami, M. Rostami, E. Russo, P. Harder, C. Menz, P. Hoffmann, I. Didovets, F. F. Hattermann, F. F. Hattermann

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Using Image-based AI for insect monitoring and conservation - InsectAI COST Action by Tom August, Mario Balzan, Paul Bodesheim, Gunnar Brehm, Lisette Cantú-Salazar, Sílvia Castro, Joseph Chipperfield, Guillaume Ghisbain, Alba Gomez-Segura, Jérémie Goulnik, Quentin Groom, Laurens Hogeweg, Chantal Huijbers, Andreas Kamilaris, Karolis Kazlauskis, Wouter Koch, Dimitri Korsch, João Loureiro, Youri Martin, Angeliki Martinou, Kent McFarland, Xavier Mestdagh, Denis Michez, Charlie Outhwaite, Luca Pegoraro, Nadja Pernat, Lars Pettersson, Pavel Pipek, Cristina Preda, David Rolnick, Tobias Roth, David Roy, Helen Roy, Veljo Runnel, Martina Sasic, Dmitry Schigel, Julie Sheard, Cecilie Svenningsen, Heliana Teixeira, Nicolas Titeux, Thomas Tscheulin, Elli Tzirkalli, Marijn van der Velde, Roel van Klink, Nicolas Vereecken, Sarah Vray, Toke Thomas Høye

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Exploring the potential of black soldier fly live larvae as a sustainable protein source for laying hens: A comprehensive study on egg quality by Arianna Cattaneo, Erminia Sezzi, Marco Meneguz, Roberto Rosà, Davide Santori, Sofia Cucci, Rosalba Roccatello, Francesca Grosso, Stefano Mercandino, Valeria Zambotto, Eugenio Aprea, Pavel Solovyev, Luana Bontempo, Angela Trocino, Gerolamo Xiccato, Sihem Dabbou

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Construction of feature selection and efficacy prediction model for transformation therapy of locally advanced pancreatic cancer based on CT, 18F-FDG PET/CT, DNA mutation, and CA19... by Liang Qi, Xiang Li, Jiayao Ni, Yali Du, Qing Gu, Baorui Liu, Jian He, Juan Du

“…In constructing the short-term treatment efficacy prediction model, ensemble learning methods such as adaptive boosting (AdaBoost), extreme gradient boosting (XGBoost), and RandomForest performed the best. However, in terms of model interpretability, decision tree methods provide the most intuitive display of the predictive details of the model. …”
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Impact of mealtime social experiences on student consumption of meals at school: a qualitative analysis of caregiver perspectives by Leah Elizabeth Chapman, Wendi Gosliner, Deborah A. Olarte, Monica Daniela Zuercher, Lorrene D. Ritchie, Dania Orta-Aleman, Marlene B. Schwartz, Michele Polacsek, Christina E. Hecht, Kenneth Hecht, Anisha I. Patel, Punam Ohri-Vachaspati, Margaret Read, Juliana FW Cohen

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Silicon-based all-solid-state batteries operating free from external pressure by Zhiyong Zhang, Xiuli Zhang, Yan Liu, Chaofei Lan, Xiang Han, Shanpeng Pei, Linshan Luo, Pengfei Su, Ziqi Zhang, Jingjing Liu, Zhengliang Gong, Cheng Li, Guangyang Lin, Cheng Li, Wei Huang, Ming-Sheng Wang, Songyan Chen

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Torrefaction of bamboo pellets using a fixed counterflow multibaffle reactor for renewable energy applications by W. Hidayat, B.A. Wijaya, B. Saputra, I.T. Rani, S. Kim, S. Lee, J. Yoo, B.B. Park, L. Suryanegara, M.A.R. Lubis

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Étude de trois grands tonneaux mis au jour à Reims/Durocortorum (Marne) : le savoir-faire des tonneliers antiques by Pierre Mille, Philippe Rollet

“…In order to meet the orders of the cooper’s workshops the hoop makers –another forest-related activity– had to obtain their supplies from the cord-makers, among other peoples. …”
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Development, validation, and clinical application of a machine learning model for risk stratification and management of cervical cancer screening based on full-genotyping hrHPV tes... by Binhua Dong, Zhen Lu, Tianjie Yang, Junfeng Wang, Yan Zhang, Xunyuan Tuo, Juntao Wang, Shaomei Lin, Hongning Cai, Huan Cheng, Xiaoli Cao, Xinxin Huang, Zheng Zheng, Chong Miao, Yue Wang, Huifeng Xue, Shuxia Xu, Xianhua Liu, Huachun Zou, Pengming Sun

“…Methods: We developed, compared and validated four machine learning models (eXtreme gradient boosting [XGBoost], support vector machine [SVM], random forest [RF], and naïve bayes [NB]) for cervical cancer prediction, using data from a national cervical cancer screening project conducted in 267 healthcare centers in China. …”
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Макроморфологічні та мікроморфологічні дослідження ґрунтів Консулівського городища (І ст. до н. е. – ІІ ст. н. е.)... by Жанна Матвіїшина, Анатолій Кушнір, Надія Гаврилюк, Матера Марчин

“…It is possible that this soil was originally formed as a forest soil, and then, due to new conditions, it turned into a dry steppe soil. …”
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Estimating Suitable Areas for Dry Almond (Amygdalus communis L.) Cultivation Development in Fars Province using Geographic Information System (GIS) by Ayatollah Karami, Alireza Salehi, Vida Aliyari

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A machine-learning reconstruction of sea surface <i>p</i>CO₂ in the North American Atlantic Coastal Ocean Margin from 1993 to 2021 by Z. Wu, Z. Wu, W. Lu, A. Roobaert, L. Song, X.-H. Yan, W.-J. Cai

“…This study developed a regional reconstructed <span class="inline-formula"><i>p</i></span>CO<span class="inline-formula">₂</span> product for the NAACOM (Reconstructed Coastal Acidification Database-<span class="inline-formula"><i>p</i></span>CO<span class="inline-formula">₂</span>, or ReCAD-NAACOM-<span class="inline-formula"><i>p</i></span>CO<span class="inline-formula">₂</span>) using a two-step approach combining random forest regression and linear regression. The product provides monthly <span class="inline-formula"><i>p</i></span>CO<span class="inline-formula">₂</span> data at 0.25° spatial resolution from 1993 to 2021, enabling investigation of regional spatial differences, seasonal cycles, and decadal changes in <span class="inline-formula"><i>p</i></span>CO<span class="inline-formula">₂</span>. …”
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An Enigmatic Wild Passerine Mortality Event in the Eastern United States by Sabrina S. Greening, Julie C. Ellis, Nicole L. Lewis, David B. Needle, Cristina M. Tato, Susan Knowles, Valerie Shearn-Bochsler, Jaimie L. Miller, Daniel A Grear, Jeffrey M. Lorch, David S. Blehert, Caitlin Burrell, Lisa A. Murphy, Erica A. Miller, C. Brandon Ogbunugafor, Andrea J. Ayala, W. Kelley Thomas, Joseph L. Sevigny, Lawrence M. Gordon, Tessa Baillargeon, Lusajo Mwakibete, Megan Kirchgessner, Christine L. Casey, Ethan Barton, Michael J. Yabsley, Eman Anis, Roderick B. Gagne, Patrice Klein, Cindy Driscoll, Chelsea A. Sykes, Robert H. Poppenga, Nicole M. Nemeth

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Modern theoretical-methodological and economic-legal problems of implementing the concept of sustainable development of tourism and recreation in Ukraine by Ion Dubovich, Alla Anishchenko, Nadia Yurkiv, Yuliia Volkovska, Rostyslav Matsko, Oleh Rozhkovych, Mariana-Nadiia Dubovich, Oksana Pylypiak

“…It is emphasized that the main problems that are currently hindering the implementation of the concept of sustainable development of tourism and recreation in Ukraine today are, first of all, the fact that hundreds of hectares of the territory of Ukraine are mined, the territories are contaminated with ammunition, large areas of the forest fund have been destroyed, the infrastructure has been destroyed, etc.It is noted that the Methodology for determining damage and losses, approved by the Ministry of Environmental Protection and Natural Resources of Ukraine, takes into account only a part of economic losses, while other significant losses that directly relate to the tourism and recreation industry (loss of life and health of the population of Ukraine, separation Ukrainian families, destroyed living conditions of Ukrainian citizens, damaged or destroyed residential buildings, moral, aesthetic and many other damages) are not taken into account.It is substantiated that for an objective assessment of damage and the amount of damage, it is also necessary to take into account environmental damage and destroyed natural resources, including mined and polluted hundreds of hectares of the territory of Ukraine, etc. …”
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