DWI scrolling artery sign for the diagnosis of giant cell arteritis: a pattern recognition approach by Britta Maurer, Lukas Bütikofer, Luca Seitz, Fabian Lötscher, Susana Bucher, Harald M Bonel, Pascal Seitz

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A Hybrid Ensemble Learning Framework for Predicting Lumbar Disc Herniation Recurrence: Integrating Supervised Models, Anomaly Detection, and Threshold Optimization by Mădălina Duceac (Covrig), Călin Gheorghe Buzea, Alina Pleșea-Condratovici, Lucian Eva, Letiția Doina Duceac, Marius Gabriel Dabija, Bogdan Costăchescu, Eva Maria Elkan, Cristian Guțu, Doina Carina Voinescu

“…We trained a deep neural network, random forest, and an autoencoder (trained only on non-recurrence cases) to model baseline and anomalous patterns. Their outputs were stacked into a meta-classifier and optimized via sensitivity-focused threshold tuning. …”
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Efficient sepsis detection using deep learning and residual convolutional networks by Ahmed S. Almasoud, Ghada Moh Samir Elhessewi, Munya A. Arasi, Abdulsamad Ebrahim Yahya, Menwa Alshammeri, Donia Badawood, Faisal Mohammed Nafie, Mohammed Assiri

“…Third is the hierarchical dilated convolutional block (HDCB), which utilises a stacked dilated deep convolutional architecture for spatial feature context retrieval. …”
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Association between accelerometer-measured physical activity volume and sleep duration in older adults: a cross-sectional interpretable machine learning analysis by XiaoTao Cai, Yi Xian, YuXin Zhou, TongYi Liu, Xinyue Zhang, Qing Chen

“…The machine learning interpretability process involved dividing a 20% internal validation test set, using the grid search method and five-fold cross-validation to construct RF, GBDT, XGBoost, and LightGBM models, as well as a two-layer stacked ensemble model for model comparison, with external validation of the optimal model’s performance. …”
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Peritoneal cavity-derived small extracellular vesicles from aged tumor-naïve hosts promote ovarian cancer adhesion and invasion by Reihaneh Safavi-Sohi, Jeff Johnson, Yueying Liu, Jing Yang, Tyvette S. Hilliard, Zhikun Wang, Christopher Barile, Josh Mijares, Ceming Wang, Hsueh-Chia Chang, Rebecca J. Whelan, M. Sharon Stack

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Social Structure, Educational Attainment and Admission to Law School by Alex Ziegert

“….”, a recent TV advertisement tells us, “... the odds are stacked against you!”. The advertisement then goes on to demonstrate how minimal the chances are to incur certain favourable life-events. …”
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Visual Automatic Localization Method Based on Multi-level Video Transformer by Qiping ZOU, Botao LI, Saian CHEN, Xi GUO, Taohong ZHANG

“…At the core of the MLE are its dual attention modules: the Level-wise Learnable Attention (LWLA) and the Multi-level Cross Attention (MLCA), each stacked multiple times to deepen learning and integrate features more effectively. …”
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Preventive strategies and factors associated with surgically treated necrotising enterocolitis in extremely preterm infants: an international unit survey linked with retrospective... by Dirk Bassler, Kei Lui, Michael Dunn, Victor Samuel Rajadurai, Mikael Norman, Alejandro Avila-Alvarez, Marc Beltempo, Mark Adams, Barbara Bajuk, Malcolm Battin, Jean-François Tolsa, Ruben Alvaro, Chuks Nwaesei, Martine Claveau, Shoo K Lee, Prakesh S Shah, Zenon Cieslak, Rebecca Sherlock, Wendy Yee, Carlos Fajardo, Zarin Kalapesi, Koravangattu Sankaran, Mary Seshia, Amit Mukerji, Orlando Da Silva, Kyong-Soon Lee, Brigitte Lemyre, Kimberly Dow, Ermelinda Pelausa, Keith Barrington, Christine Drolet, Bruno Piedboeuf, Valerie Bertelle, Edith Masse, Roderick Canning, Hala Makary, Cecil Ojah, Luis Monterrosa, Jehier Afifi, Andrzej Kajetanowicz, lex Doyle, Roland Broadbent, Ross Haslam, Peter Marshall, Peter Schmidt, Paul Craven, Koert De Waal, Karen Simmer, Andy Gill, Jacqueline Stack, Dan Casalaz, Jim Holberton, Lucy Cooke, Lyn Downe, Michael Stewart, Andrew Berry, Rod Hunt, Charles Kilburn, Tony De Paoli, Mary Paradisis, Ingrid Rieger, Pieter Koorts, Carl Kuschel, Andrew Numa, Hazel Carlisle, Nadia Badawi, Guan Koh, Melissa Luig, Chad Andersen, Adrienne Lynn, Brian Darlow, Lindsay Mildenhall, Mariam Buksh, David Bourchier, Vaughan Richardson, Georgina Chambers, Robert Halliday, Thomas Riedel, Anne Synnes, Amir Kugelman, W Coroleu, Liisa Lehtonen, Brian A Darlow, Brian Reichman, Stellan Hakansson, Kjell K Helenius, Laura San Feliciano, Maximo Vento, Marco Moroni, Junmin Yang, Adam Buckmaster, Charles Barfield, Vijay Shingde, Shelley Reid, David Cartwright, Steven Resnick, Jutta van den Boom, Lee Carpenter, Adele Harrison, Khalid Aziz, Akhil Deshpandey, Sture Andersson, Outi Tammela, Ulla Sankilampi, Timo Saarela, Eli Heymann, Shmuel Zangen, Tatyana Smolkin, Francis Mimouni, David Bader, Avi Rothschild, Zipora Strauss, Clari Felszer, Hussam Omari, Smadar Even Tov-Friedman, Benjamin Bar-Oz, Michael Feldman, Nizar Saad, Orna Flidel-Rimon, Meir Weisbrod, Daniel Lubin, Ita Litmanovitz, Eric Shinwell, Gil Klinger, Yousif Nijim, Alona Bin-Nun, Agneta Golan, Dror Mandel, Vered Fleisher-Sheffer, David Kohelet, Lev Bakhrakh, José Luis Fernandez-Trisac, Ma Luz Couce Pico, María José Fernández Seara, Andrés Martínez Gutiérrez, Carolina Vizcaíno, Miriam Salvador Iglesias, Honorio Sánchez Zaplana, Belén Fernández Colomer, José Enrique García López, M Rafael García Mozo, Teresa González Martínez, Mª Dolores Muro Sebastián, Marta Balart Carbonell, Joan Badia Barnusell, Mònica Domingo Puiggròs, Corporacio Parc Taulí, Josep Figueras Aloy, Francesc Botet Mussons, Israel Anquela Sanz, Gemma Ginovart Galiana, Martin Iriondo, Laura Castells Vilella, Roser Porta, Xavier Demestre, Silvia Martínez Nadal, Cristina de Frutos Martínez, María Jesús López Cuesta, Dolores Esquivel Mora, Joaquín Ortiz Tardío, Isabel Benavente, Almudena Alonso, Ramón Aguilera Olmos, Miguel A García Cabezas, Mª Dolores Martínez Jiménez, Mª Pilar Jaraba Caballero, Mª Dolores Ordoñez Díaz, Alberto Trujillo Fagundo, Lluis Mayol Canals, Fermín García-Muñoz Rodrigo, Lourdes Urquía Martí, María Fernanda Moreno Galdo, José Antonio Hurtado Suazo, Eduardo Narbona López, José Uberos Fernández, Miguel A Cortajarena Altuna, Oihana Muga, David Mora Navarro, María Teresa Domínguez, Mª Yolanda Ruiz del Prado, Inés Esteban Díez, María Teresa Palau Benavides, Santiago Lapeña, Teresa Prada, Eduard Soler Mir, Araceli Corredera Sánchez, Enrique Criado Vega, Náyade del Prado, Cristina Fernández, Lucía Cabanillas Vilaplana, Irene Cuadrado Pérez, Luisa López Gómez, Laura Domingo Comeche, Isabel Llana Martín, Carmen González Armengod, Carmen Muñoz Labián, Mª José Santos Muñoz, Dorotea Blanco Bravo, Vicente Pérez, Mª Dolores Elorza Fernández, Celia Díaz González, Susana Ares Segura, Manuela López Azorín, Ana Belén Jimenez, Tomás Sánchez-Tamayo, Elías Tapia Moreno, María González, Beatriz Vacas del Arco, Josefina Márquez Fernández, Laura Acosta Gordillo, Mercedes Granero Asensio, Carmen Macías Díaz, Mar Albújar, Pedro Fuster Jorge, Sabina Romero, Ana Belén Escobar Izquierdo, Javier Estañ Capell, Mª Isabel Izquierdo Macián, Mª Mar Montejo Vicente, Raquel Izquierdo Caballero, Mª Mercedes Martínez, Aintzane Euba, Amaya Rodríguez Serna, Juan María López de Heredia Goya, Alberto Pérez Legorburu, Ana Gutiérrez Amorós, Víctor Manuel Marugán Isabel, Natalio Hernández González, Segundo Rite Gracia, Mª Purificación Ventura Faci, Mª Pilar Samper Villagrasa, Jiri Kofron, Katarina Strand Brodd, Andreas Odlind, Lars Alberg, Sofia Arwehed, Ola Hafström, Anna Kasemo, Karin Nederman, Lars Åhman, Fredrik Ingemarsson, Henrik Petersson, Pernilla Thurn, Eva Albinsson, Bo Selander, Thomas Abrahamsson, Ingela Heimdahl, Kristbjorg Sveinsdottir, Erik Wejryd, Anna Hedlund, Maria Katarina Söderberg, Boubou Hallberg, Thomas Brune, Jens Bäckström, Johan Robinson, Aijaz Farooqi, Erik Normann, Magnus Fredriksson, Anders Palm, Urban Rosenqvist, Bengt Walde, Cecilia Hagman, Andreas Ohlin, Rein Florell, Agneta Smedsaas-Löfvenberg, Philipp Meyer, Claudia Anderegg, Sven Schulzke, Mathias Nelle, Bendicht Wagner, Grégoire Kaczala, Riccardo E Pfister, Matthias Roth, Martin Stocker, Bernhard Laubscher, Andreas Malzacher, John P Micallef, Lukas Hegi, Romaine Arlettaz, Carlo Dani, Patrizio Fiorini, Paolo Ghirri, Barbara Tomasini, Franca Rusconi

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