Digital Commons Network^™

Sewage Sludge Legislation In Central Europe: Contamination Concerns And Cross-Border Comparisons, Valerie Vranová, Aleš Kučera, Vlastimil Skoták, Erika Fialová, Rahul Datta

Turkish Journal of Agriculture and Forestry

Sewage sludge management represents a major challenge in Europe, carrying significant environmental and legal implications that require strong regulatory enforcement. Here, we explore the legislative measures, technological developments, and environmental impacts of sewage sludge management in Central Europe (Czechia, Slovakia, Germany, Austria, and Poland). Sludge management is regulated at the EU level through a series of directives (e.g., Council Directive 86/278/EEC, which forms the basis of national regulatory frameworks). However, national adaptations vary considerably: Croatia and Slovenia have invested in sludge phosphorus-recovery systems, while Poland and Slovakia have focused on the agricultural use of sludge as a fertilizer. Several countries, …

Robust Soil Moisture Content Detection Based On Data Augmentation Under Different Testing Conditions, Yang Li, Chenghao Liu, Jing Nie, Jingbin Li

Turkish Journal of Agriculture and Forestry

Accurate and cost-effective monitoring of soil moisture content is essential for the development of precision agriculture and the optimization of water resource management. While low-frequency acoustic signals are used to detect soil moisture content, models trained with controlled laboratory acoustic data often exhibit significant performance degradation with field data due to their sensitivity to environmental noise, soil heterogeneity, and structural variations. This study proposes a novel framework to enhance model robustness and generalization by integrating a WGAN-GP network data augmentation strategy into the soil moisture content workflow. This framework is designed to generate high-quality and diverse data on different soil …

Estimation Of Genetic Parameters In Lemon-Scented Basil (Ocimum Basilicum L.) Lines, Erdi̇nç Günay, İsa Telci̇

Turkish Journal of Agriculture and Forestry

Selective breeding of basil (Ocimum basilicum L.) is primarily aimed at improving plant architecture and essential oil quality, which are critical factors in increasing yield. In lemon-scented basil, the citral component responsible for the intense lemony aroma has significant commercial value in the cosmetics and perfumery industries. This study aimed to evaluate the genetic variability, heritability, and genetic advance of nine agronomic and quality related traits in lemon basil lines, and to explore the interrelationships among these traits. The phenotypic coefficient of variation (PCV) was higher than the genotypic coefficient of variation (GCV) for all traits, suggesting the influence of …

Landscape Character Analysis And Assesment At Local Scale, Eli̇f Önal, Serkan Özer

Turkish Journal of Agriculture and Forestry

​Landscape areas are one of the most important elements of human life all over the world. Varied landscape areas are a valuable natural resource and have high cultural value. The first step to ensure the effective landscape use is to identify these areas, analyze them in detail, and determine their characteristics. The northeastern Anatolia region in Türkiye has a rich diversity of landscapes because of varied geographic, climatic, and topographic features. The aim of this study was to identify the landscape character types in the Tortum district, located in the Tortum River basin in northeastern Türkiye, and to assess the …

Beyond Autophagic Dysregulation: Vma21 Deficiency Reveals Altered Vesicle Trafficking And Broadens The Pathogenic Framework Of X-Linked Myopathy With Excessive Autophagy, Christian Suarez

Arts & Sciences Graduate Student Theses and Dissertations

Maintenance of protein homeostasis is essential for cellular function and depends on the coordinated regulation of protein synthesis and degradation. The major intracellular pathways responsible for protein degradation are the ubiquitin-proteasome system (UPS) and autophagy. Disruption of these processes has been implicated in a broad range of diseases, including neuromuscular disorders. X-linked myopathy with excessive autophagy (XMEA) is a rare vacuolar myopathy caused by mutations in VMA21, which encodes an assembly chaperone required for proper assembly of the vacuolar H⁺-ATPase (V-ATPase), the primary proton pump responsible for acidifying intracellular compartments, including lysosomes. Although impaired lysosomal acidification and autophagic dysregulation have …

Trace Elements In Complete Feeds Used In Intensive Rearing Of Cattle, Poultry, And Pigs: Occurrence And Predicted Transferred Concentrations In Animal-Derived Food, Elizabeta Dimitrieska Stojkovikj, Vangelica Enimiteva, Aleksandra Angjeleska, Risto Uzunov

Turkish Journal of Veterinary & Animal Sciences

This study investigated the concentrations of essential (Zn, Cu, Mn, Co, and Mo) and toxic (Pb, Cd, As, and Hg) trace elements in complete feeds used for the intensive rearing of cattle, poultry, and pigs in North Macedonia and predicted their transfer into animal-derived foods. A total of 107 feed samples were collected from 40 farms between May 2023 and April 2024 and analyzed using inductively coupled plasma mass spectrometry. The results revealed that while most essential elements were within the regulatory limits, Co exceeded the maximum level in two cattle feed samples. Zn, Cu, and Mn levels were generally …

Molecular Characterization Of Pasteurella Multocida Capsular Type A Strains Isolated From Different Regions Of Anatolia, Türkiye​, Adam Bashir Tawor, Osman Ergani̇ş, Asli Balevi̇, Suliman Mohamed Yousof Sadam

Turkish Journal of Veterinary & Animal Sciences

Pasteurella multocida serotype A is an important pathogen that causes respiratory illness in both farm animals and poultry, leading to severe economic losses worldwide. This study aimed to isolate P. multocida capsular type A (capA) as well as investigate the virulence-associated genes (VAGs) within the isolates. Samples (n = 250) were collected in the Anatolia region from cattle (n = 130), sheep (n = 70), goats (n = 45), and pet birds (n = 5) with clinical respiratory signs. Polymerase chain reaction (PCR) assays were conducted using kmt1 and capA primers for P. multocida species identification and capsular serogroup A …

Effect Of Rangeland Quality On Rumen Development Of Angora (Mohair) Goat Kids And Bucks, Betül Zehra Sariçi̇çek

Turkish Journal of Veterinary & Animal Sciences

This study was conducted to determine the effect of rangeland quality on the rumen development of Angora goat kids and bucks. Twenty male singleton Angora goat kids with similar birth dates and birth weights were selected from each farm in an area with three different rangeland quality levels (good, medium, or poor) in Ankara Province. The kids were weaned at 60 days of age and then grazed completely on rangeland until slaughter. Rumen volumetric and papillary development of animals slaughtered at 4 and 7 months of age were determined. Empty rumen length, width, and weight were affected by rangeland quality …

Hard Palate Morphology In The Anatolian Water Buffalo (Bubalus Bubalis), Mehmet Can, Şükrü Hakan Atalgin, Mehmet Faruk Aydin, Soner Bekmezci̇

Turkish Journal of Veterinary & Animal Sciences

This study aimed to examine the morphological and histological features of the hard palate in the Anatolian water buffalo through light and scanning electron microscopy, complemented by gross and morphometric evaluations. Eight hard palates were used in the study. A total of eight Anatolian water buffalo heads from healthy adult female water buffaloes were collected immediately after slaughter from various slaughterhouses in Balıkesir, Türkiye. After analyzing and identifying the obtained hard palate samples, measurements were taken and documented through photography. The papilla incisiva, located in the middle of the caudal concave edge on the ventral surface of the pulvinus dentalis, …

Arterial Architecture Of The Goat Spleen (Capra Hircus) Revealed By Corrosion Casting And Scanning Electron Microscopy, Baran Erdem, Sevi̇nç Ateş, Meryem Karan

Turkish Journal of Veterinary & Animal Sciences

The spleen is an essential organ involved in hematopoietic and immune functions. A comprehensive understanding of its anatomy, including vascular topography and segmentation, is essential for the accurate diagnosis and treatment of splenic diseases, and the minimization of complications during surgical procedures. Detailed knowledge of the vascular architecture also supports the accurate prediction and management of hemorrhage severity in cases of splenic rupture. The spleen’s microvascular system has a unique and complex organization that is distinct from other organs, and its elucidation is critical for understanding splenic function. In the present study, the spleens of 20 hair goats were examined. …

Crispr-Cas9: An Emerging And Precise Genome Editing System For Crops To Combat Food Insecurity, Muhammad Faran Tahi̇r, Muhammad Hamzah Saleem, Sidra Aslam, Emi̇ne Orhan, Hayat Topçu, Tauqeer Ahmed Qadri, Khalid Ali Khan, Muhammad Anas

Turkish Journal of Agriculture and Forestry

Genome editing has emerged as a transformative tool to improve crop productivity, resilience, and nutritional quality, helping address global food insecurity. Among gene-editing platforms, clustered regularly interspaced short palindromic repeats (CRISPR)/ Cas systems (notably CRISPR-Cas9) offer simple, efficient, and scalable methods for targeted modifications, including knockouts, base edits, and precise “search-and-replace” prime edits. In plants, recent advances such as improved base editors, optimized prime-editing platforms, and DNA-free delivery methods have expanded the scope of edits achievable while reducing off-target effects and regulatory concerns. This review summarizes CRISPR principles, highlights technical breakthroughs and crop applications that mitigate biotic and abiotic stresses, …

Enhancing Salinity Tolerance In Phyla Nodiflora L. With Potassium Humate: Crosstalk Between Osmolytes, Antioxidants, And Mineral Uptake, Fatemeh Sadeghi, Somayeh Esmaeili, Mehrangiz Chehrazi

Turkish Journal of Agriculture and Forestry

Salinity stress impairs plant growth, nutrient homeostasis, and metabolism, particularly in arid ecosystems. Phyla nodiflora, a ground cover used for erosion control, shows preliminary salinity tolerance, but the mechanistic basis of its long-term adaptation and the potential for enhancement via potassium humate (KH) were unknown. Plant growth, key biochemical attributes, and nutrient uptake were assessed to elucidate how KH modulates physiological performance under increasing salinity. In a 129-day greenhouse experiment, plants were exposed to five salinity levels (0 to 16 dS m⁻¹ NaCl) and three KH concentrations (0, 500, and 1000 mg L⁻¹). Severe salinity (16 dS m⁻¹) without KH …

Genetic Diversity And Population Structure Of Carob Germplasm From Lebanon, Morocco, And Spain Reveal Potential For Innovative Breeding Programs, Mohamad Ali El Chami, Guillermo Palacios-Rodriguez, Rafael Maria Navarro-Cerrillo, Lamis Chalak, Maria Dolores-Rey

Turkish Journal of Agriculture and Forestry

The carob tree (Ceratonia siliqua L.) is a drought-tolerant species native to the Mediterranean Basin. It has been cultivated for centuries for its highly nutritious, edible pods. Genetic diversity is one of the key requirements for the effective management and utilization of plant genetic resources. In this study, we evaluated the genetic diversity and population structure of 169 seminatural carob individuals from Lebanon, Spain, and Morocco using nine expressed sequence tag-simple sequence repeat (EST-SSR) markers. A total of eight polymorphic EST-SSR loci produced 43 alleles, with Cesi_187 and Cesi_1187 identified as the most informative markers. Results of AMOVA and SAMOVA …

Full Issue, Volume 14, Number 1., Donna J. Peterson Dr., Scott Cummings, Elizabeth Gregory North

Journal of Human Sciences and Extension

No abstract provided.

The Gut-Bladder Axis: How Symbiont Microbes Alter Urinary Tract Infections, Benjamin S. Olson

Arts & Sciences Graduate Student Theses and Dissertations

Urinary tract infections (UTIs) are among the most common bacterial infections worldwide. Consequently, they are one of the leading indications for antibiotic prescription. Despite the typically successful treatment of an acute UTI, recurrent infections are exceedingly common, particularly among women. Nearly a quarter of otherwise healthy women will suffer recurrent UTIs (rUTI) after a primary UTI; why these select individuals are continually afflicted is unkown. There are no successful therapeutics to treat rUTI representing a gap not just in the medical toolkit but in our understanding of why rUTI is so prevalent. There are many hypotheses for the risk factors …

Integrative Evidence For Cryptic Diversity In The Thomomys Mazama Species Complex: Phylogenetics, Cranial Morphometrics, And Ecological Niche Modeling, Jessica Kate St. Michael

Dissertations and Theses

The population genetic structure and geographic distribution of the pocket gopher genus Thomomys Wied-Neuwied, 1839, lends itself to speciation events. Conserved morphology, ecological specialization, and high rates of molecular evolution may increase the probability of allopatric speciation, thereby contributing to the presence of morphologically cryptic taxa. In light of these patterns of evolution, we assessed genetic divergence and phylogenetic relationships, cranial morphometric differentiation, and ecological divergence among taxa in the Thomomys mazama species complex to test the hypothesis that T. mazama is a single species. Species delimitation analysis using Bayesian Poisson Tree Processes (bPTP) and data from the mitochondrial cytochrome …

New Locality Records And Future Habitat Suitability Of Sassanidotus Gracilis (Birula, 1900) (Scorpiones: Buthidae) In The Iran–Afghanistan–Pakistan Arid Belt, Ersen A. Yağmur, Kerim Çiçek, Homa Barati, Mohammad Moradi

Euscorpius

This study reports new locality records from Iran and a climate-based habitat suitability assessment for Sassanidotus gracilis (Birula, 1900) (Scorpiones: Buthidae) in the Iran–Afghanistan–Pakistan arid belt. We document new specimens from Sistan and Baluchestan Province, Iran, with an updated distribution map and illustrations, and we model the species' potential distribution across south-eastern Iran and adjacent parts of Afghanistan and Pakistan.

Habitat suitability was associated mainly with precipitation seasonality, precipitation of the wettest month, precipitation of the driest month, and slope. In an arid setting these rainfall variables are unlikely to indicate a need for moist habitat; they more plausibly track …

Tardigrade Bio-Exploration Reproduction Research Payload, Natalie Brattain, Chloe Nissen, Kylie Nager, Peter Ulrich, Enoch Tonkine

Discovery Day - Daytona Beach

The Tardigrade Bio-ExplorAtion Reproduction Research Payload (tBEARR) is an external International Space Station (ISS) standardized laboratory payload module mission under development by the Embry-Riddle Orbital Research Association (ERORA), an undergraduate research organization at Embry-Riddle Aeronautical University (ERAU) in Daytona Beach, Florida. As a club-driven mission, tBEARR provides undergraduate students with hands-on experience across all phases of space research, including payload design, biological experimentation, systems integration, and mission operations. The mission is supported by a biology research team focused on stress-response biology, experimental design, and biological validation throughout ground testing, high-altitude balloon flights, and orbital operations.   The primary objective of tBEARR …

Effects Of Human-Animal Interaction On Positive Youth Development: A Replication Study, Allison Pachunka, Jay Jeffries, Lisa Karr, Lena Luck, Bryan A. Reiling, Douglas H. Schultz, Jeffrey R. Stevens

People and Animals: The International Journal of Research and Practice

Interacting with animals can improve health and well-being across the lifespan. Some programs such as 4-H and FFA center around youth interacting with animals, potentially enhancing youth development. Mueller (2014) investigated whether these interactions and attitudes about animals influenced measures of positive youth development. The aim of our studies was to replicate Mueller’s methods and extend her work by evaluating whether membership in animal-focused youth programs moderate associations between interactions, attitudes, and positive youth development. We did not find strong relationships among human–animal inter-action and positive youth development, which failed to replicate Mueller’s findings. However, we did find relationships between …

Evaluating The Potential Of Cajanus Cajan (L.) Millsp. Root To Improve Atopic Dermatitis With Different Anti-Inflammatory Models And Active Compounds, Shu-Er Yang, Xiang-Ming Cai, Yu-Wen Chu, Jen-Chieh Tsai, Mey-Fann Lee, Tuzz-Ying Song

Journal of Food and Drug Analysis

Atopic dermatitis (AD) is a chronic inflammatory disease characterized by recurrent bacterial infections that cause pruritus, erythema, xerosis and thickening. Cajanus cajan root extract prepared with 95% ethanol (EECR95) has been shown to possess antioxidant, anti-inflammatory, and antibacterial properties in previous studies. This study aimed to evaluate EECR95’s ability to improve AD by inhibiting methicillin-resistant Staphylococcus aureus (MRSA) growth and reducing inflammation. This study found EECR95 effectively inhibits MRSA growth (IC₅₀ = 103.74 μg/mL) and reduces pro-inflammatory cytokine production in an MRSA-keratinocyte-macrophage model. LC/MS/MS analysis revealed the presence of active compounds- flavonoids, isoflavones, and flavonoid glycosides, highlighting EECR95's potential …

The Defining Role Of Ago4 And Its Catalytic Activity During De Novo Rna-Directed Dna Methylation, Tianyi Li

Arts & Sciences Graduate Student Theses and Dissertations

Plant transposable elements and transgenes are continuously targeted for transcriptional repression via the pathway of RNA-directed DNA methylation (RdDM). Although perpetual RdDM of the endogenous genomic loci has been well studied in the field, much less is known about the de novo RdDM pathway, the pioneering round of DNA methylation responsible for triggering and initiating silencing of new transgenes. Despite being two distinct pathways, both perpetual and de novo mechanisms of RdDM require the production of small interfering RNAs (siRNAs) and the key proteins of the ARGONAUTE4 (AGO4) clade. However, the order and likely mechanism of recruitment of AGO4 to …

Interplay Between Patterning And Morphogenesis During Zebrafish Embryonic Development, Chia-Teng Chang

Arts & Sciences Graduate Student Theses and Dissertations

Patterning and morphogenesis occur concurrently during embryonic development. In many contexts, both processes are regulated by morphogen signaling: morphogens specify spatially organized cell identities while also influencing the cell behaviors that shape tissues. This creates a reciprocal problem. Morphogen signaling can affect how cells move, while cell movement can change how cells experience and interpret morphogen signals. This dissertation investigates this reciprocal problem during zebrafish gastrulation and neurulation. First, it examines how the ventral-to-dorsal bone morphogenetic protein (BMP) activity gradient regulates germ-layer morphogenesis during gastrulation. BMP signaling is known to pattern dorsal–ventral cell fate and regulate mesodermal convergence and extension …

Comparing Non-Invasive Survey Methods For Southern Flying Squirrels (Glaucomys Volans) At The Western Edge Of Their Range, Jay E. Winfield, Jeremy A. White

Transactions of the Nebraska Academy of Sciences and Affiliated Societies

The southern flying squirrel (Glaucomys volans) is a threatened species in Nebraska that occurs along the Missouri River in the southeastern corner of the state. Recently, a population was discovered in the city of Lincoln, but it is unknown whether this population represents a natural range expansion from the Missouri River population or whether it is isolated and results from a human-assisted movement. A survey of southern flying squirrels in Nebraska is needed, but surveys of this elusive species are challenging. This study investigated and compared two noninvasive survey techniques for rapid detection of flying squirrels: acoustic detectors …

From Sunscreen To Seafood: Tracing The Ecological And Human Health Risks Of Oxybenzone Contamination In Local Fish, Alyssa Brasko

Discovery Day - Daytona Beach

Oxybenzone (benzophenone-3) is a widely used ultraviolet (UV) filter in sunscreens, offering protection against harmful radiation but raising significant environmental concerns due to its persistence and toxicity in aquatic ecosystems. This ongoing study aims to investigate the bioaccumulation and ecological impact of oxybenzone in fish species along Florida’s Space Coast, contributing to a broader understanding of its environmental fate and potential human exposure through seafood consumption. The research will employ advanced analytical techniques, including Gas Chromatography-Mass Spectrometry (GC-MS) and High-Performance Liquid Chromatography (HPLC), to quantify oxybenzone levels in locally sourced fish. Fish samples will be obtained from the non-profit organization …

Malt1 Protease Inhibition Restrains Glioblastoma Progression By Reversing Tumor-Associated Macrophage-Dependent Immunosuppression In Mice, Juliana Hofstätter Azambuja, Saigopalakrishna Yerneni, Lisa Maurer, Hannah Crentsil, Gabriela Debom, Linda Klei, Mei Smyers, Chaim Sneiderman, Kristina Schwab, Rajesh Acharya, Aivi Nguyen, Josie Emery, John Little, Jeffrey Meridew, Yijen Lin Wu, Prasanna Ekambaram, Dong Hu, Pete Gough, John Bertin, Ari Melnick, Gary Kohanbash, Riyue Bao, Peter Lucas, Linda Mcallister-Lucas

College of Life Sciences Faculty Papers

MALT1 protease is an intracellular signaling molecule that promotes tumor progression via cancer cell-intrinsic and cancer cell-extrinsic mechanisms. MALT1 has been mostly studied in lymphocytes, and little is known about its role in tumor-associated macrophages. We show that MALT1 is expressed in glioblastoma (GBM)-associated macrophages. Mechanistically, GBM tumor cells induce a MALT1-NF-κB signaling axis in macrophages, leading to enhanced macrophage migration and polarization toward an immunosuppressive ('M2-like') phenotype. Inactivation of MALT1 protease promotes transcriptional reprogramming that reduces migration and restores a macrophage anti-tumor 'M1-like' phenotype. Preclinical in vivo analysis shows that MALT1 inhibitor treatment results in immuno-reactivity of GBM-associated macrophages …

Cross-Reactivity Of 15 Jev Antigen-Directed Rabbit Antisera With Three Clinically Important Jev Serogroup Members: Wnv, Mvev, And Slev, Sang-Im Yun, Young-Min Lee

Animal, Dairy, and Veterinary Science Faculty Publications

Japanese encephalitis virus (JEV), the prototype member of the JEV serogroup within the genus Orthoflavivirus (family Flaviviridae), is closely related to West Nile virus (WNV), Murray Valley encephalitis virus (MVEV), and St. Louis encephalitis virus (SLEV). To characterize antigenic cross-reactivity within this group, we evaluated 15 region-specific rabbit antisera, previously generated against nearly the entire JEV protein-coding region, by immunoblotting whole-cell lysates from BHK-21 cells infected with WNV, MVEV, or SLEV, with JEV included as a reference. Six antisera (α-E^N-term, α-NS2B, α-NS3^N-term, α-NS3^C-term, α-NS5^N-term, and α-NS5^C-term) robustly recognized homologous …

First Insular Record And Dna Barcoding Of Euscorpius Vailatii Tropea & Fet, 2015 From Trizonia Island (Fokida, Greece), Konstantinos Kalaentzis, Francesco Frigioni, Alexios Panagiotopoulos, Elias Tzoras, Styliani Minoudi, Alexandros Triantafyllidis

Euscorpius

Euscorpius vailatii Tropea & Fet, 2015 (Scorpiones: Euscorpiidae), originally described from Aitoloakarnania and Fokida (Greece), is herein reported from Trizonia Island in the Gulf of Corinth, representing the first insular record for the species. The examined specimens are consistent with the diagnostic morphology of E. vailatii. The first molecular data for the species are provided, based on both mainland and insular populations. Comparative analyses further highlight the distinctiveness of E. vailatii from geographically close congeners, while phylogenetic results indicate a sister-taxon relationship with E. erymanthius, supporting a Quaternary biogeographic history shaped by the evolution of the Gulf of …

Escherichia Coli Concentrations In Sand And Water At Tributary-Influenced Lake Michigan Beaches, Josie Elaine Kuhlman

Masters Theses

Contamination of public recreational water and sand is a human health concern, creating a management challenge for public health officials. Past research has shown that Escherichia coli can persist in sediment and can be washed into recreational water. Currently, beach monitoring practices only utilize E. coli concentrations in water samples to determine beach safety and do not consider potential exposure to sediment/sand concentrations. In this study, I investigated the relationship between E. coli concentrations in water and sand samples, which will aid public health officials in making more informed decisions about beach closures. I utilized culture-based measurements of E. coli …

Transcriptomic Profiling Of The Donkey Endometrium Reveals Dynamic Molecular Transitions Across The Estrous Cycle, Limeng Shi, Shuaishuai Wu, Mingyue Zhao, Wenhao Zhou, Abd Ullah, Muhammmad F. Akhtar, Changfa Wang, Muhammad Z. Khan, Ying Han

The Thai Journal of Veterinary Medicine

The endometrium undergoes extensive cyclical remodeling essential for reproductive success; however, the molecular mechanisms governing these processes in donkeys (Equus asinus) remain poorly characterized. To address this gap, we performed high-throughput RNA sequencing on endometrial tissues collected from Dezhou donkeys (n = 16) at four post-ovulation stages: Day 0 (ovulation), Day 3 (early luteal), Day 7 (mid-luteal), and Day 18 (late luteal/pre-luteolysis). Differential gene expression analysis, Gene Ontology enrichment, and KEGG pathway mapping were conducted to characterize temporal transcriptomic dynamics. We identified 2,474, 6,548, and 1,288 differentially expressed genes in Day 0 versus Day 3, Day 0 versus …

Adaptive Phishing Url Detection Using Hybrid Fuzzy C-Means Clustering And Xgboost, Muntadher Mohammed Kareem, Rawaa I. Farhan

Karbala International Journal of Modern Science

Phishing attacks continue to evolve in sophistication, rendering static detection methods increasingly ineffective. Existing URL-based approaches suffer from limited adaptability to emerging phishing patterns, mislabeled training data, and insufficient validation protocols. This paper proposes a hybrid phishing URL detection system that integrates Fuzzy C-Means (FCM) clustering with XGBoost classification, enhanced by a novel Micro Adaptive Feature Extractor (MAFE). The system employs a multi-stage pipeline: feature engineering generating 36 statistical and interaction features, MAFE producing 15 adaptive features through class-aware dynamic weighting, micro-pattern detection, and entropy analysis, and FCM with K=2 clusters providing soft membership features to XGBoost. A two-pass confidence-based …