Deep Learning Image Classification Rontgen Dada pada Kasus Covid-19 Menggunakan Algoritma Convolutional Neural Network by Leni Anggraini Susanti, Agus Mohamad Soleh, Bagus Sartono

“…The training process employed a learning rate of 0.0001, stochastic gradient descent (SGD) optimization, and ten iterations. The study's results indicate that adding dropout layers with a 50% probability for both architectures effectively addressed overfitting and improved the model's performance. …”
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Imagined Libya: geopolitics of the margins by Luca Raineri

“…Unearthing the competing geopolitical imaginaries on Libya can thus help illuminate the divergent approaches of the international actors intervening in the country, and those of their Libyan proxies struggling for recognition, be they Turkey’s allies, or Libya’s armed actors posturing as Europe’s gatekeepers in the contemporary iterations of the ambivalent geopolitical imaginary of Eurafrica. …”
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Public Health Discussions on Social Media: Evaluating Automated Sentiment Analysis Methods by Lisa M Gandy, Lana V Ivanitskaya, Leeza L Bacon, Rodina Bizri-Baryak

“…MethodsEvaluation methods included descriptive statistics, receiver operating characteristic (ROC) curve analysis, confusion matrices, Cohen κ, accuracy, specificity, precision, sensitivity (recall), F1-score harmonic mean, and the Matthews correlation coefficient. An inductive, iterative approach to content analysis of the data was used to obtain manual sentiment codes. …”
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Peningkatan Akurasi Metode Weighted Fuzzy Time Series Forecasting Menggunakan Algoritma Evolusi Differensial dan Fuzzy C-Means by Agus Fachrur Rozy, Solimun Solimun, Ni Wayan Surya Wardhani

“…The DE algorithm works by seeking the best solution in a complex parameter space through iterations and performance evaluations, thereby significantly enhancing the performance of the forecasting model. …”
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Implementasi Metode Longest Common Subsequences untuk Perbaikan Kata pada Kasus Analisis Sentimen Opini Pembelajaran Daring di Media Sosial Twitter by Alfisyar Jefry Pranata, Yuita Arum Sari, Edy Santoso

“…By using the method Longest Common Subsequences for word improvement and the method Support Vector Machine for classification with the best parameter values, namely learning rate (γ) = 0.0001, lambda (λ) = 0.1, complexity (C) = 0.001, epsilon (ϵ ) = 0.0001 and the maximum iteration = 50 can produce the average value of the evaluation results, namely precision = 0.5653, recall = 0.948, f-measure = 0.7047 and   accuracy = 0.598. …”
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Feasibility of a Mobile App–Based Cognitive-Behavioral Perinatal Skills Program: Protocol for Nonrandomized Pilot Trial by Andrea B Temkin-Yu, Aliza Ayaz, Ella Blicker, Michael X Liu, Ace Oh, Isabelle E Siegel, Meredith J Seewald, Alison D Hermann, Soudebah Givrad, Lara M Baez, Lauren M Osborne, Cori M Green, Maddy M Schier, Alexandra M Davis, Shasha Zhu, Avital Falk, Shannon M Bennett

“…The results of this study will be the groundwork for future iterations of M-PSP in the hopes of providing an accessible and helpful tool for pregnant and postpartum individuals. …”
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Penentuan Penerima Kartu Indonesia Pintar KIP Kuliah Dengan Menggunakan Metode K-Means Clustering by Devi Tri Yuliana, M. Ivan Ariful Fathoni, Naning Kurniawati

“…From the study results, the calculation was carried out for six iterations. The analysis shows that 219 or 63.5% of students are eligible to receive the KIP Lecture scholarship and 127 or 36.5% of the students are not eligible to receive the KIP Lecture scholarship. …”
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Mortality Prediction Using SaO2/FiO2 Ratio Based on eICU Database Analysis by Sharad Patel, Gurkeerat Singh, Samson Zarbiv, Kia Ghiassi, Jean-Sebastien Rachoin

“…Missing data was imputed with Sklearn Iterative Imputer. Random assignment of all the encounters, 80% to the training (n = 26690) and 20% to testing (n = 6741), was stratified by positive and negative classes to ensure a balanced distribution. …”
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Interventions for the management of post-COVID-19 condition (long COVID): protocol for a living systematic review and network meta-analysis by Paul Garner, Lawrence Mbuagbaw, Jason W Busse, Dena Zeraatkar, Thomas Agoritsas, Ariel Izcovich, Tari Turner, Lyn Turkstra, Roger S McIntyre, Rachel J Couban, Tyler Pitre, Sarah Kirsh, Tanvir Jassal, Michael Ling, Samantha Chakraborty, Signe A Flottorp

“…We intend to deposit all data in a public repository and publish each iteration of the living review online.…”
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Co-benefits of nature-based solutions: A health impact assessment of the Barcelona Green Corridor (Eixos Verds) plan by Tamara Iungman, Sergi Ventura Caballé, Ricard Segura-Barrero, Marta Cirach, Natalie Mueller, Carolyn Daher, Gara Villalba, Evelise Pereira Barboza, Mark Nieuwenhuijsen

“…Preventable mortality at the census tract level for adult residents was estimated, and to address uncertainties, we performed Monte Carlo iterations. We computed the percentage increase in GS (land use) and tree cover and converted them into Normalized Difference Vegetation Index (NDVI) to conduct the HIA, employing a Generalized Additive Model (GAM). …”
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Using Human-Centered Design to Bridge Zero-Dose Vaccine Gap: A Case Study of Ilala District in Tanzania by Simon Martin Nzilibili, Hellen Maziku, Awet Araya, Ruthbetha Kateule, Millenium Anthony Malamla, Suna Salum, Furaha Kyesi, Lotalis Gadau, Tumaini Menson Haonga, Florian Tinuga, Rashid Mfaume, Zaitun Hamza, Georgina Joachim, Alice Geofrey Mwiru, Alex Benson, Oscar Kapela, Ona Machangu, Norman Jonas, Ntuli Kapologwe

“…The participants were able to come up with 309 ideas, which were refined through multiple iterations using the impact–-effort matrix and skimmed down to three (3) solutions: (i) having health facilities to notify and alert local leaders about vaccination dates; (ii) using parents, kids, and grownups who got vaccinated to influence others; (iii) using local government leaders and house representatives for vaccine advocacy. …”
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Development and usability testing of a multifaceted intervention to reduce low-value injury care by Mélanie Bérubé, Alexandra Lapierre, Michael Sykes, Jeremy Grimshaw, Alexis F. Turgeon, François Lauzier, Monica Taljaard, Henry Thomas Stelfox, Holly Witteman, Simon Berthelot, Éric Mercier, Catherine Gonthier, Jérôme Paquet, Robert Fowler, Natalie Yanchar, Barbara Haas, Paule Lessard-Bonaventure, Patrick Archambault, Belinda Gabbe, Jason R. Guertin, Yougdong Ouyang, Lynne Moore, the Canadian Traumatic Brain Injury Research Consortium

“…The prototype’s usability was iteratively tested through four focus groups and four think-aloud sessions with trauma decision-makers (n = 18) from seven Level I to Level III trauma centers. …”
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Cerebrospinal fluid β2-microglobulin promotes the tau pathology through microglia–astrocyte communication in Alzheimer's disease by Zehu Sheng, Lanyang Wang, Ming Chen, Fuxin Zhong, Shijing Wu, Shuyu Liang, Jiaqi Song, Lihua Chen, Yingxi Chen, Shiyu Chen, Weihua Yu, Yang Lü

“…Multiple linear regression, linear mixed effects models, and causal mediation analyses bootstrapped 10,000 iterations were used to investigate the underlying associations among β2M and CSF biomarkers at baseline and during a longitudinal visit. …”
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PSTR: A Test Case Reuse Method Based on Path Similarity by Xinyue Xu, Sinong Chen, Zhonghao Guo, Xiangxian Chen

“…Meanwhile, test cases and their associated oracles from previous versions, having been refined and validated through multiple iterations, are highly reliable and valuable. However, due to the changes in execution paths introduced by code updates, it is unclear which old test cases remain applicable to the new version, leaving these valuable resources underutilized. …”
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Translation and assessment of encultured meaning of the Multi-Dimensional Scale of Perceived Social Support in Diné bizaad (Navajo) using community-based participatory actio... by Tapati Dutta, Jon Agley, Camille Keith, Gregory Zimet

“…Full consensus as to coding was achieved over a sequence of six iterative consensus meetings among the coders. Results: The project was able to produce a harmonized version of the MSPSS translated into Diné bizaad that accounted for variation in meaning and intent of multiple core concepts of perceived social support. …”
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Telehomecare Monitoring for Patients Receiving Anticancer Oral Therapy: Protocol for a Mixed Methods Evaluability Study by Dominique Tremblay, Thomas Joly-Mischlich, Annick Dufour, Marie-Claude Battista, Djamal Berbiche, José Côté, Marco Décelles, Catherine Forget, Brigitte Guérin, Manon Larivière, Frédéric Lemay, Manon Lemonde, Éric Maillet, Nathalie Moreau, Michel Pavic, Sara Soldera, Catherine Wilhelmy

“…The concurrent approach allows results at multiple stages of this study to be integrated iteratively. The methodological choice aims to provide real-world data that are rigorous, rapidly usable in practice, and transferable to other settings. …”
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The Role of Human Agency in Global Urban Health by Kai Michael Gensitz, Catherine Woods, Tadhg MacIntyre, Claudio R. Nigg

“…Methods Conceptualization was done through iterative literature reviews, including citation tracking of key papers, which informed a Delphy study to reach consensus with the expert consortium of the EU-Horizon project “GoGreenNext” on key socio-ecological components (SECs). …”
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A Digital Tool (Technology-Assisted Problem Management Plus) for Lay Health Workers to Address Common Mental Health Disorders: Co-production and Usability Study in Pakistan by Maham Saleem, Shamsa Zafar, Thomas Klein, Markus Koesters, Adnan Bashir, Daniela C Fuhr, Siham Sikander, Hajo Zeeb

“…ConclusionsCo-production of TA-PM+ for LHWs balanced context and evidence. The 3-stage iterative development approach resulted in high usability and acceptability of TA-PM+ for LHWs and participants.…”
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Genome-wide association mapping of biochemical traits and its correlation with MYMIV resistance in mungbean (Vigna radiata L. Wilczek) by Manju Kohli, Hina Bansal, Muraleedhar Aski, Gyan P. Mishra, B. R. Shashidhar, Anirban Roy, Soma Gupta, Subodh K. Sinha, Brijesh Kumar Mishra, Nikki Kumari, Atul Kumar, Ranjeet Ranjan Kumar, Ramakrishnan M. Nair, Harsh Kumar Dikshit

“…MLM (Mixed Linear Model) and BLINK (Bayesian-information and Linkage-disequilibrium Iteratively Nested Keyway) models have identified 119 shared SNPs for various biochemical traits and MYMIV resistance. …”
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A Dynamic Adaptive Ensemble Learning Framework for Noninvasive Mild Cognitive Impairment Detection: Development and Validation Study by Aoyu Li, Jingwen Li, Yishan Hu, Yan Geng, Yan Qiang, Juanjuan Zhao

“…Furthermore, a statistical analysis of feature subsets during the iterative modeling process revealed that the decay time of skin conductance response, the percentage of continuous normal-to-normal intervals exceeding 50 milliseconds, the ratio of low-frequency to high-frequency (LF/HF) components in heart rate variability, and cognitive time features emerged as the most prevalent and effective indicators. …”
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