Synthetic Data Generation and Evaluation Techniques for Classifiers in Data Starved Medical Applications by Wan D. Bae, Shayma Alkobaisi, Matthew Horak, Siddheshwari Bankar, Sartaj Bhuvaji, Sungroul Kim, Choon-Sik Park

“…ML algorithms rely heavily on vast quantities of training data to make accurate predictions. Ideally, the dataset should have an equal number of samples for each label to encourage the model to make predictions based on the input data rather than the distribution of the training data. …”
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Design and fabrication of a device for cleaning greenhouse roofs by Ahmed Amin, Xiaochan Wang, Zhao Lianyuan, Yinyan Shi, Ren Xiaoyan, Mahmoud Okasha, Reda Hassanien Emam Hassanien

“…The overlap was ranged from 3 cm to 5 cm at a nozzle height of 21.5 cm. The ideal nozzle spacing was 27 cm at a nozzle spray angle of 65°. …”
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The necessity of gestational vitamin D supplementation depends on ambient temperature: concern for infant vitamin D status by Wanjun Yin, Wanjun Yin, Wanjun Yin, Wanjun Yin, Lei Zhang, Lei Zhang, Peng Zhu, Peng Zhu

“…In contrast, for maternal exposure to ambient temperature of <10°C, maternal vitamin D supplementation was significantly associated with elevated 25(OH)D concentrations in cord blood.ConclusionGestational ambient temperature may be an ideal predictor for infant vitamin D status screening. …”
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Influence of environmental variables and anthropogenic activities on soda-saline lakes chemistry in northern Tanzania: A remote sensing and GIS approach by Azaria Stephano Lameck, Brian Rotich, Abdalrahman Ahmed, Harison K. Kipkulei, Peto Akos, Emil Boros

“…The findings revealed that the region's climate is ideal for enhancing evapotranspiration, leading to mineral precipitation, and altering the chemistry of soda-saline lakes. …”
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Theoretical Organization of Motivations to Attend First Aid Education: Scoping Review

“…Linking theory to motivations ideally helps develop future research in the field from psychological and sociological perspectives.  …”
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TESTING POTATO COLLECTION SAMPLES FOR THE PRESENCE OF GENES FOR RESISTANCE TO PHYTOPATHOGENS BY MEANS OF DNA MARKERS by A. B. Saynakova, M. S. Romanova, S. N. Krasnikov, O. V. Litvinchuk, Ya. I. Alekseev, A. V. Nikulin, E. V. Terentjeva

“…The sample included two varieties, three populations produced by self-pollination of the Ideal variety, and 35 individually selected potato hybrids. …”
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Sagittal Inclination Angle of the Graft Affects Graft Maturity and Knee Stability After Anterior Cruciate Ligament Reconstruction by Ming Li, Fangang Meng, Dianbo Long, Dorje Wencheng, Yanlin Zhong, Yan Kang, Peihui Wu, Aishan He

“…Therefore, these new findings provide new ideas for preoperative assessment and intraoperative determination of the ideal graft inclination.…”
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A multigene phylogeny toward a new phylogenetic classification of Leotiomycetes by Peter R. Johnston, Luis Quijada, Christopher A. Smith, Hans-Otto Baral, Tsuyoshi Hosoya, Christiane Baschien, Kadri Pärtel, Wen-Ying Zhuang, Danny Haelewaters, Duckchul Park, Steffen Carl, Francesc López-Giráldez, Zheng Wang, Jeffrey P. Townsend

“…The phylogeny constitutes a framework for enabling future taxonomically targeted studies using deliberate specimen selection. Such studies will ideally include designation of epitypes for the type species of those genera for which DNA is not able to be extracted from the original type specimen, and consideration of morphological characters whenever genetically defined clades are recognized as formal taxa within a classification.…”
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Rutas literarias: (inter)espacio didáctico para leer, caminar y hablar el libro / Reading itinerary: (inter)didactic space to read, walk and talk the book by Miguel Sánchez García, Juana Rosa Suárez-Robaina

“…Particularly, those aspects that make the literary route an ideal tool for improving literary competence are claimed. …”
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A Cross-Sectional Comparative Study of the Performance of the Widal Test and the Typhidot Immunoassay for Typhoid Fever Diagnosis in the West Region of Cameroon by Karimo Ousenu, Innocent Mbulli Ali, Leonard Fonkeng Sama, Marcel Nsangou Ndam, Thibau Florant Tchouangueu, Christopher Bonglavnyuy Tume

“…However, the Typhidot test, although better, was not ideal. Diagnosis of typhoid fever should therefore rely on adequate clinical suspicion and a positive Typhidot test to improve the clinical management of typhoid fever in our setting.…”
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SDG11-Based Sustainability Assessment of Urban Communities: A Case Study of Changsha by Qin Shuqian, Zhang Nan, Zhu Peijuan, Zhang Yong, Zhang Chen

“…It is found that: (1) During the period 2010-2020, the degree of achievement of community SDG in Changsha falls in the "relative closeness" range, with a "core-periphery" spatial distribution from the high sections to the low ones. (2) Of the 7 goals, housing guarantee, disaster prevention and relief, and environmental governance are progressing well; public transportation and heritage protection are improving significantly; public space is rising slowly; however, planning management is less than ideal. (3) Based on the assessment results of the coupling coordination degree of the communities' economic-social-environmental systems, the sample communities are classified into three types: coordinated development, transitional development, and dysfunctional decline communities. …”
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Study on the Electromigration Organization and Mechanical Properties of Sn2.5Ag0.7Cu0.1RE/Cu Solder Joints by Yuming Wang, Keke Zhang, Chao Zhang, Fupeng Huo, Yijie Gao

“…In this study, we designed and manufactured an ideal electromigration testing device for soldering joints to solve the reliability problems caused by temperature and current density changes in the electromigration processes of micro solder joints. …”
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Presenting the Model of Eco-Leadership in Elementary Schools with an Interpretive Phenomenological Approach by Adel Zahed babolan, Seyyedmohammad Seyyedkalan

“…Drawing from insights of managers and teachers, it embodies six core attributes: fostering group cohesion, envisioning ideals, acting on beliefs, showing individual consideration, and providing inspirational motivation. …”
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Describing viewpoints on human‐nature relationships to unveil socio‐environmental conflicts and support community‐based projects by Beatriz Demasi, Nina Garcia de Almeida Prado, Flávia Pereira Lima, Charbel N. El‐Hani, Renata Pardini

“…By underscoring the diversity within local communities, our tool helps leaving behind idealized notions about them. It also facilitates reflexivity among researchers on how their viewpoints can impact their relationship with communities. …”
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Molecular Dynamics Simulation of CO₂-ECBM Under Different Moisture Contents by Xiaoyu Cheng, Xuanping Gong, Cheng Cheng, Quangui Li, Ziqiang Li

“…The distribution of the gas molecular velocity and diffusion coefficient indicated that a 3% moisture content was the ideal condition for CO₂ displacement of CH₄, and the CO₂ sequestration effect was good.…”
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Modelling district heating demand: A synthetic dataset for two residential neighbourhoodsZenodo by Katia Ritosa, Ina De Jaeger, Dirk Saelens, Staf Roels

“…However, the generated artificial datasets offer a wide range of typically hard-to-measure inputs, making them ideal for evaluating the impact of simulated components on the overall energy balance. …”
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Dynamic analysis and optimal control of a hybrid fractional monkeypox disease model in terms of external factors by Saima Rashid, Abdul Bariq, Ilyas Ali, Sobia Sultana, Ayesha Siddiqa, Sayed K. Elagan

“…The results of the current research provide governmental officials and healthcare professionals with practical steps to take in order to establish efficient and ideal preventive approaches to reduce the MPXV outbreaks.…”
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Ovarian Stimulation in Patient-oriented Strategies Encompassing Individualised Oocyte Number-4 Category; Antagonist versus Short-agonist Protocols by Tarek K. Al-Hussaini, Ahmed Aboelfadle Mohamed, Ayman Askar, Ahmed A. Abden, Yousra M. Othman, Reda S. Hussein

“…Background: Recently POSEIDON (Patient-Oriented Strategies Encompassing Individualized Oocyte Number) classification was proposed to categorize patients with expected poor response to conventional stimulation. Searching for the ideal management of poor responders in IVF is still an active research area. …”
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EASTERN MYSTICISM AND TIMOTHY LEARY: HUMAN BEYOND THE CONVENTIONAL REALITY by T. V. Danylova

“…This holistic approach, according to which a human is an undivided, alive and organic, ideal and material being, may be seen as a launching pad for a new transdisciplinary paradigm.…”
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Comparing two corrective exercise approaches for body image and upper-quadrant posture in schoolgirls with hyperkyphosis by Samineh Mokhtaran, Hashem Piri, Rahman Sheikhhoseini, Mohammad Salsali

“…Abstract Proper posture is essential for healthy living. Maintaining an ideal upright posture is one of the most critical indicators of the health of the musculoskeletal and movement systems. …”
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