Agricultural greenhouses datasets of 2010, 2016, and 2022 in China by Yan Sun, Yuyun Zhang, Jian Hao, Jiang Li, Hengjun Ge, Feifei Jiang, Junna Liu, Xueqing Dong, Jiayuan Guo, Zhanbin Luo, Fu Chen

“…This dataset may help researchers and decision-makers further develop research and management in facility agriculture.…”
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Efficient deep learning model for classifying lung cancer images using normalized stain agnostic feature method and FastAI-2 by Pranshu Saxena, Sanjay Kumar Singh, Mamoon Rashid, Sultan S. Alshamrani, Mrim M. Alnfiai

“…Background Lung cancer has the highest global fatality rate, with diagnosis primarily relying on histological tissue sample analysis. Accurate classification is critical for treatment planning and patient outcomes. …”
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Attitudes Towards Suicide: A Systematic Review of Evaluation Instruments in Different Settings by Maria Diaz, David Pina, Adriana Díez-Gómez, Andrea Cascales-Martínez, Reyes López López, Esteban Puente-López

“…In this way, the results facilitate responsible decision making based on the available evidence and adjusted to the needs of the professional.…”
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Neutrophil-to-Hemoglobin Ratio and Monocyte-to-Hemoglobin Ratio Predict Prolonged Length of Stay in Patients Undergoing Surgery for Pelvic or Acetabular Fractures by Wei-Gang Pan, Yu-Ching Chou, Tsu-Te Yeh

“…NHR and MHR were calculated from blood samples at admission and 24 hours postoperatively. …”
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The multiple mediation of market intelligence and competitive intelligence in enhancing the relationship between intelligent systems and processes and the competitiveness of start-... by Zighed Rahma, Ismail Bengana, Mekimah SABRI, Khaled Mili, Musaddag Elrayah

“…It offers new insights into how intelligent systems and processes can support decision-making and improve performance. The study aims to fill a scientific gap characterized by a lack of understanding regarding the impact of these elements on the competitive capacity of start-ups, highlighting the need for a comprehensive study. …”
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Empowering Startup Supply Chain: Exploring the Integration of SCF, AI, Blockchain, and Trust by Ali Trawnih, Husam Yaseen, Malek Ahmad Alsoud, Majda Ayoub Al-Salim, Christine Hattar

“…Data were gathered from a sample of 349 Jordanian start-ups focusing on AI and blockchain technologies via a five-point Likert scale questionnaire. …”
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Mapping Territorial Disparities in Artificial Intelligence Adoption Across Local Public Administrations: Multilevel Evidence from Germany by Loredana Maria Clim (Moga), Mariana Man, Ionica Oncioiu

“…This study investigates the degree of adoption of artificial intelligence (AI) in local public administrations in Germany, exploring territorial disparities and institutional factors influencing this transition. Based on a national sample of 347 municipalities, this research proposes a composite AI adoption index, built by integrating six relevant indicators (including the use of conversational bots and the automation of internal and decision-making processes). …”
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A Qualitative analysis of parturients’ experience of spinal anesthesia and postoperative complaints by R Arunachalam, DS Sudhakar, R Selvakumar, T Prathiba Bharathi, K Murugesan, Rakesh Anbazhagan, Rashmi Dhungana

“…Further qualitative research with larger samples is recommended.…”
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Much ado about refugee entrepreneurship? Refugees vs. economic migrants’ entrepreneurial intention in Poland by Alexandra David, Jolanta Maj, Maciej Filipowicz, Judith Terstriep, Sabina Kubiciel-Lodzińska

“…Research Design & Methods: This article uses data from a panel study conducted in 2022 and 2023, encompassing 357 (1st wave) and 481 Ukrainian war refugees and pre-war economic migrants (2nd wave). The study employed decision tree analysis with the CRT (classification and regression) method on the 2023 sample data for data analysis. …”
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CORPORATE ATTRIBUTES AND FIRMS’ DISCLOSURE OF CORPORATE SOCIAL RESPONSIBILITY: AN INSIGHT INTO NIGERIAN LISTED COMPANIES by Sunday Azeita Okoughenu, Michael Adeyemi OLAYIWOLA, Olutunji OPADIJO

“…The disclosure of corporate social responsibility will not only enhance stakeholder’s decisions but might be crucial to the survival of the business organisation. …”
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Chopped and minibars reinforced high-performance concrete: machine learning prediction of mechanical properties by Nikolai Ivanovich Vatin, Mohammad Hematibahar, Tesfaldet Hadgembes Gebre

“…Experiments carried out in the laboratory under standard controlled settings at 7, 14, and 28-day curing periods yielded sample data for analysis and model development. The mechanical characteristics of BFHPC have been predicted using a combination of decision tree, partial least squares, lasso, rigid, random forest regressor, K Neighbours, and linear regressions. …”
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EPPTA: Efficient partially observable reinforcement learning agent for penetration testing applications by Zegang Li, Qian Zhang, Guangwen Yang

“…Effectively managing the intrinsic uncertainties via partially observable Markov decision processes (POMDPs) constitutes a persistent challenge within the realm of pen‐testing. …”
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The Effectiveness of SMART Technique Group Counseling in Reducing Peer Pressure Among Campus Organization Students by Mutia Fitri, Saiful Akhyar Lubis

“…Peer pressure is one of the dominant factors influencing students' decision-making, especially in campus organisation participation. …”
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Exploration of Moderated, Mediated, and Configurational Outcomes of Tourism-Related Content (TRC) on TikTok in Predicting Enjoyment and Behavioral Intentions by Shu-Chin Huang, Andri Dayarana K. Silalahi, Ixora Javanisa Eunike

“…The significance of social media content in consumers’ decision-making journeys has acquired substantial attention among scholars and business practitioners in recent times. …”
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Impact of the board of directors’ structure on the company’s financial results by A. N. Krasnov, I. V. Balynin, L. A. Shmeleva

“…The relevance of the study is due to the fact that decisions affecting financial results of companies depend on socio-demographic characteristics of their decision-makers and technology of these decisions. …”
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GenCoder++: A Protocol-Aware and Adversarially Robust Adaptive Intrusion Detection Framework for Hybrid CAN-Ethernet Vehicular Networks by Mikhail Smolin

“…A novel communication layer coordinates the decision logic across modules and triggers retraining based on entropy and anomaly density metrics. …”
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Evaluating the performance of personality-based profiling in predicting physical activity by Kentaro Katahira, Keisuke Takano, Takeyuki Oba, Kenta Kimura

“…This approach improves data simplicity, supports the implementation of a data-driven decision-making process, and guides intervention strategies, such as personalized care. …”
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Fostering School-Age Teenagers: An Effort to Repress Child Marriage in The Perspective of Talcott Parsons by Yuke Yolanda, Fuat Hasanudin

“…However, in the aspect of decision-making in teenagers such as decisions in lectures, marriage, and careers is still as evidenced by 40% of teenagers who have participated in BRUS still have difficulty making decisions. …”
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Přechod k mateřství – plány versus realita týkající se pracovních životů vysokoškolsky vzdělaných žen by Olga Nešporová

“…Due to the reality of motherhood and the chances of combining childcare and work, a number of the women in the sample changed their plans, did not return to work once their children reached eighteen months of age and did not expect to return to work in the near future. …”
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Prediction of antibiotic resistance from antibiotic susceptibility testing results from surveillance data using machine learning by Swetha Valavarasu, Yasaswini Sangu, Tanmaya Mahapatra

“…This comprehensive dataset includes patient demographic data, sample collection details, antibiotic susceptibility test results, and resistance phenotypes for 917,049 bacterial isolates. …”
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