Adaptive selection method of desensitization algorithm based on privacy risk assessment by Lijun ZU, Yalin CAO, Xiaohua MEN, Zhihui LYU, Jiawei YE, Hongyi LI, Liang ZHANG

“…The financial industry deals with a vast amount of sensitive data in its business operations.However, the conventional approach of binding financial data for desensitization and using desensitization algorithms is becoming inefficient due to the fast-paced growth of financial businesses and the proliferation of data types.Additionally, manual verification and assessment of desensitized data by security experts are time-consuming and may carry potential privacy risks due to the improper selection of desensitization algorithms.While prior research has emphasized desensitization methods and privacy-preserving technologies, limited work has been conducted on desensitization algorithms from the perspective of automation.To address this issue, an adaptive recommendation framework was propose for selecting desensitization strategies that consider various factors, such as existing privacy protection technologies, data quality requirements of business scenarios, security risk requirements of financial institutions, and data attributes.Specifically, a dual-objective evaluation function was established for privacy risk and data quality to optimize the selection of desensitization algorithm parameters for different algorithms.Furthermore, the desensitization algorithm and parameters were adaptively selected by considering the data attributes through a multi-decision factor system and desensitization effect evaluation system.Compared to traditional approaches, the proposed framework effectively tackle issues of reduced data usability and inadequate personal data privacy protection that derive from manual intervention.Testing on a dataset with multiple financial institution types, the experiments show that the proposed method achieves a recommendation accuracy exceeding 95%, while the desensitized privacy risk level differed by less than 10% from the expected level.Additionally, the recommendation efficiency is 100 times faster than expert manual processing.…”
Get full text

Coping mechanisms for students with mental disorders: An exploratory qualitative study at Busitema University's Mbale and Busia Campuses. by Enid Kawala Kagoya, Joseph Mpagi, Paul Waako, Martha R L Muhwezi, Agnes Namaganda, Allan G Nsubuga, Christine Etoko Atala, Francis Okello, Ambrose Okibure, Ronald Kibuuka, Ernest Wandera, Kalisiti Ndamanywa, Joseph Kirabira

“…Interviews were guided by a structured protocol developed by the research team, and all participants provided informed consent. …”
Get full text

Parenting During the Student Period: the Possibilities of Combining Life Strategies by A. P. Bagirova, A. V. Neshataev, A. S. Vavilova, A. D. Levshits

“…According to the results of the analysis, two levels of complexity have been identified: institutional (difficulties related to government regulation, infrastructure, labor market) and personal (social attitudes, relationships with the environment, health status). …”
Get full text

Typical forms of counteraction to the investigation of criminal offences related to interference with the activities of public authorities by V. Yu. Popov

“…It is also emphasised that the prospects for further research should be to identify effective ways to overcome the following forms of resistance to investigation.…”
Get full text

Prevention of Criminal Offenses as One of the Tasks of Criminal Proceedings by A. V. Ros, R. M. Balats

“…It has been established that the current state of crime in Ukraine and the negative tendencies that have occurred in the process of its development in modern conditions, in particular the growing number of criminal offenses, necessitates scientific and practical research to combat these socially dangerous phenomena, including in regard to the forms, methods and means of their prevention. …”
Get full text

Mediterranean refugee traffic: main routes and problems of control by Vasily D. Ostanin-Golovnya, Anna A. Pavliukova

“…The relevance of this area of research is due to the fact that today there are about 118.3 million refugees and internally displaced persons in the world, and their main countries of origin are in the MENA regions, including Afghanistan and Somalia. …”
Get full text

RISKS OF PAYMENT SYSTEMS IN THE CONTEXT OF RUSSIA'S MILITARY AGGRESSION AGAINST UKRAINE AND INTERNATIONAL SANCTIONS AGAINST RUSSIA by Mădălina RĂDOI, Mihaela ENE

“…The purpose of this research is to analyse the impact of risks on payment systems in the context of the international sanctions imposed on Russia as a result of the war against Ukraine.…”
Get full text

Examination of Depression Levels in Individuals Aged 65 and Over by Rukuye Aylaz, Nuri Yıldırım, Fidan Balkaya

“…"Personal Information Form" and "Geriatric Depression Scale" were employed to collect study data. …”
Get full text

How can competencies in minor surgery in general practice be increased? Assessing the effect of a compact intervention in postgraduate training: a mixed-methodsstudy by Joachim Szecsenyi, Jonas D Senft, Katja Krug, Simon Schwill, Aaron Poppleton, Dorothee Reith, Sandra Stengel

Get full text

Disclosure of oral pre-exposure prophylaxis use for HIV prevention among women enrolled in a contraceptive study: qualitative findings from Durban, South Africa by Ivana Beesham, Mags Beksinska, Cecilia Milford, Cecilia Milford, Leila E. Mansoor

Get full text

Bridging the gap: attitudes and practices toward complementary and alternative medicine among oncology patients and healthcare professionals in Croatia by Ljerka Armano, Vanja Vasiljev, Tomislav Rukavina, Denis Juraga, Aleksandar Racz, Aleksandar Racz, Vanja Tešić, Vanja Tešić, Vanja Tešić

“…The prevalence of complementary and alternative medicine (CAM) use among oncology patients ranges from 30 to 80%, particularly higher in the United States compared to Europe. However, limited research exists on the attitudes of healthcare professionals and oncology patients toward CAM, especially within Western evidence-based medical settings. …”
Get full text

On writing about illness in Kuwait. A discussion with Shahd Al Shammari by Marion Breteau

“…The interview first looks at the context of the Covid-19 pandemic and how it has led to a rethinking of teaching and research: stripped of their research resources and classrooms, many academics have indeed had to reinvent themselves. …”
Get full text

Prostate cancer incidence and mortality linked to metalworking fluid exposure: a systematic review and meta-analysis by Zahra Moradpour, Amin Barik, Goljamal Jorjani, Mohammad Reza Taherian, Sepideh Tousizadeh, Sepideh Tousizadeh, Aram Halimi, Aram Halimi, Yaser Soleimani, Mobina Karimian, Tina Khavari, Fateme Azizi Kalankari, Fatemeh Asadipour, Mojtaba Azari, Niloofar Yousefzadeh Shakouri, Saeideh Karamian, Nasser Bahari, Alireza Mosavi Jarrahi

Get full text

AI-assisted neurocognitive assessment protocol for older adults with psychiatric disorders by Diego D. Díaz-Guerra, Marena de la C. Hernández-Lugo, Yunier Broche-Pérez, Carlos Ramos-Galarza, Ernesto Iglesias-Serrano, Zoylen Fernández-Fleites

“…The protocol utilizes AI to enhance diagnostic accuracy by analyzing data from these tests and supplementing observations made by researchers.Anticipated resultsThe AI-assisted protocol offers several advantages, including a thorough and customized evaluation of neurocognitive functions. …”
Get full text

A rare case of recurrent adenoid cystic carcinoma of the breast with weak hormone receptor positivity by Jonathan W. Ray, MD, Mena Louis, DO, Nathaniel Grabill, MD, Jaime Morel Ruiz, MD, Priscilla Strom, MD

“…The rarity of ACC complicates establishing standard protocols, necessitating personalized treatment plans based on tumor and patient factors. …”
Get full text

MECHANISMS AND CLINICAL PERSPECTIVES OF ALLERGEN-SPECIFIC IMMUNOTHERAPY by Leila Akhvlediani, Marina Izmailovich, Meruyert Gazaliyeva, Anna Skvortsova, Kanan Tanriverdiev

“…This highlights the importance of personalized treatment strategies combining ASIT with vitamin D supplementation for optimal outcomes. …”
Get full text

Exploring the role of artificial intelligence in chemotherapy development, cancer diagnosis, and treatment: present achievements and future outlook by Bassam Abdul Rasool Hassan, Ali Haider Mohammed, Souheil Hallit, Souheil Hallit, Souheil Hallit, Diana Malaeb, Hassan Hosseini, Hassan Hosseini

“…Future research should focus on addressing challenges in clinical implementation, ethical considerations, and scalability to enhance AI’s integration into oncology care.…”
Get full text

Microplastics as persistent and vectors of other threats in the marine environment: Toxicological impacts, management and strategical roadmap to end plastic pollution by Sameh S. Ali, Mohammed Hussein M. Alsharbaty, Rania Al-Tohamy, Michael Schagerl, Majid Al-Zahrani, Michael Kornaros, Jianzhong Sun

“…The knowledge gained from this review will serve as a foundation for future marine MP research and management techniques.…”
Get full text

A Hybrid Transformer Architecture for Multiclass Mental Illness Prediction Using Social Media Text by Adnan Karamat, Muhammad Imran, Muhammad Usman Yaseen, Rasool Bukhsh, Sheraz Aslam, Nouman Ashraf

“…This study underscores the necessity for further research in this field and illustrates the potential of advanced technologies to address mental health issues in contemporary society.…”
Get full text

The relationship of well-being, academic self-efficacy, and academic major satisfaction among part-time job students: A cross-sectional study by Phuoc-Thien NGUYEN, Hoai-Thang TO, Gia-Phuoc TRAN-THIEN, Thien-Ly DUONG-VO, Ky LUU, Ngoc-Han NGUYEN-THI, Vinh-Long TRAN-CHI

“…Introduction: Part-time jobs are common among college students due to financial needs and personal development goals. While it offers benefits, its impact on student well-being, academic performance, and major satisfaction remains unclear. …”
Get full text