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- MakaleAçık Erişim2026Scopus SJRQ3Structural Transformation in Interest Rate and Inflation Dynamics: The Case of Türkiye’s Post-2021 Policy Regime Shift; [Faiz ve Enflasyon Dinamiklerinde Yapısal Dönüşüm: Türkiye Örneğinde 2021 Sonrası Rejim Değişimi]
Okur, Fatih
This study examines the relationship between inflation and interest rates in Türkiye during the 2015-2024 period, with a specific focus on the monetary policy shift implemented in September 2021. Using the ARDL model, Toda-Yamamoto causality test, and structural break analysis, the findings reveal a reversal in the inflation-interest rate relationship after the policy change. The results suggest that the observed dynamics may reflect not a temporary anomaly but a structural transformation aligned with the Neo-Fisher effect, offering critical insights into the effectiveness of monetary policy under changing regimes.
AtıfOpenAlex1
İncele - Kitap BölümüYalnız künye2026The First Stop on the Perceived Taste Journey: Appearance
Nazikgül, Mehmet
- EditoryalAçık Erişim2025Scopus SJRQ2Effect of geriatric massage in elderly patients with type 2 diabetes: A randomized controlled trial
Apaydın, Emine; Hintistan, Sevilay
Objective: This randomized controlled trial examined the effects of geriatric massage on diabetes-related symptoms and blood parameters in older adults with type 2 diabetes. The study included 59 participants (29 in the geriatric massage group and 30 in the control group). Methods: Data were collected using the Older Adults Information Form, the Diabetes Symptoms Checklist, and the Blood Parameters Monitoring Form. Participants in the intervention group received 30-minute geriatric massage sessions twice weekly for 12 weeks. Statistical analyses included the Shapiro–Wilk test, Mann–Whitney U test, ANOVA, Friedman test, Wilcoxon test, Chi-square test, Fisher–Freeman–Halton test, Greenhouse–Geisser correction, Bonferroni adjustment, and paired and independent t-tests. Results: Compared with the control group, participants receiving geriatric massage showed a significant reduction in diabetes symptoms (p < 0.001), an increase in HDL cholesterol levels, and decreases in other blood parameters (p < 0.05). Discussion: Geriatric massage may help reduce diabetes symptoms and improve selected blood parameters in older adults with type 2 diabetes.
AtıfScopus1WoS1OpenAlex1İncele - MakaleAçık Erişim2026Scopus SJRQ4Investigation of the effects of imagery practices on target-aimed punch, motor imagery skills and proprioceptive senses of karate players; [Дослідження впливу практик уявлень на цільові удари, навички рухової образності та пропріоцептивні відчуття каратистів]
Boz, Emre; Kul, Murat
Background and Study Aim. This study aims to examine the effects of an 8-week motor imagery training program on target-oriented punch performance, motor imagery skills, and proprioceptive senses in karate athletes aged 15-17. Material and methods. The research employed an "non-equivalent control group design." A total of 31 athletes were divided into experimental (n=16) and control (n=15) groups. The experimental group participated in motor imagery sessions in addition to their routine karate training for 8 weeks, while the control group only performed standard technical training. Data were collected at four different intervals using a target-oriented punch performance test, a joint reposition test (proprioception), and a movement imagery scale. Statistical analysis included descriptive statistics, Repeated Measures ANOVA, Paired Samples t-test, and Bonferroni corrections. Results. The results indicated that while both groups showed improvements in target-oriented striking performance, the experimental group achieved significantly higher mean scores in post-test measurements compared to the control group. Regarding proprioceptive sensory measurements and movement imagery scales (both kinesthetic and visual), the experimental group demonstrated superior development, reaching scores near the maximum possible value. However, retention test measurements revealed a relative decline in shoulder joint sense and technical performance compared to the immediate post-test values. Conclusions. It was concluded that motor imagery exercises practiced in parallel with kumite training significantly enhance technical striking precision, mental imagery capacity, and deep sensory perception in karate athletes.
- MakaleAçık Erişim2025Scopus SJRQ1Investigation of environmental effects through long-term vibration monitoring on the structural behavior and seismic performance assessment of the Hagia Sophia Bell Tower
Yanik, Yusuf; Türker, Temel; Öztürk, Hasan Tahsin; Demirtaş, Betül; Aymelek, Abdullah; Yildirim, Ömer; Çalik, İsmet
This study presents development and application of a high-precision, multi-channel vibration measurement system to monitor structural behavior of Hagia Sophia Bell Tower. The research focused on assessing the dynamic characteristics of the tower, both through experimental measurements and numerical simulations. The study began by conducting an in-depth analysis of the tower's dynamic properties using finite element (FE) models, enabling the identification of experimental frequencies. Long-term monitoring was carried out using the newly developed vibration measurement system, complemented by a digital sensor that enabled simultaneous recording of environmental conditions such as temperature and humidity. These parameters were continuously monitored to assess their potential impact on the frequencies and dynamic responses of the tower. Subsequently, regression analyses were performed to establish the relationship between environmental factors, and the tower's structural behavior. The experimental data were used to update FE models, ensuring a more accurate representation of the tower's actual behavior under varying conditions. Earthquake analyses were also conducted on the FE models to evaluate the seismic performance. The results of the study confirmed that vibration testing, combined with environmental monitoring, was a highly effective method for detecting changes in structural behavior. The findings highlighted the significant influence of environmental factors on the dynamic characteristics, with frequency variations reaching an average of 3.6%. These effects should be considered in ongoing monitoring. It was demonstrated that updating FE models reduced numerical errors below 2.5%. These findings gave importance of integrating long-term monitoring with FE model updating, providing more accurate protection and assessment strategies.
AtıfScopus4WoS4OpenAlex4İncele - MakaleAçık Erişim2026Scopus SJRQ1Effects of graviola oil extract on fattening performance and circadian rhythms of adipokine, cardiac and mitochondrial function markers in lambs
Kotan, Gökşad Cemil; Bayraktar, Bülent
Background: This study investigated the effects of dietary graviola (Annona muricata L.) oil extract (GOE) (supplemented at 200, 400, and 600 mg/kg) on the growth performance and circadian rhythm profiles of adipokine, cardiac, and mitochondrial function biomarkers in 48 male Anatolian Merino lambs (2.5 months old). Methods: Lambs were assigned to a control group (G0) or supplementation groups (G200, G400, G600 mg/kg) for a 60-day trial (70 days total). The study was conducted under a 12-h light/12-h dark cycle to ensure controlled environmental conditions. To analyze circadian profiles, blood samples were collected on days 0, 15, 30, 45, and 60 at four time points (07:00, 13:00, 19:00, and 01:00). Serum levels of Apelin, cTnI, BMAL1, MOTS-c, and BMCP1 were measured by ELISA. Data were analyzed using GLM Multivariate analysis (p < 0.05). Results: Key findings showed the G400 dose resulted in the most effective linear increase in live weight and live weight gain by day 60, and had a significant overall effect on live weight (p < 0.05). The G200 dose significantly improved the feed conversion ratio (p < 0.05), while feed consumption was unaffected (p > 0.05). Regarding biomarkers on day 60, the G400 dose effectively modulated BMAL1, MOTS-c, and BMCP1 (peak at 19:00). The G600 dose yielded the best results for Apelin (peak at 19:00) and cTnI (peaks at 13:00 and 07:00). Conclusions: In conclusion, GOE at a dose of 400 mg/kg (G400) not only optimizes fattening performance in Anatolian Merino lambs but also supports metabolic homeostasis by modulating adipokine levels, cardiac function, and mitochondrial biogenesis processes in a manner consistent with the circadian rhythm. These findings demonstrate that the G400 dose is a safe and effective phytogenic strategy for improving animal health and production efficiency.
- MakaleAçık Erişim2026Scopus SJRQ2Investigation of the Effects of Low-Temperature Thermal Treatment Applied to Graphite in Spent Lithium-Ion Anode Recycling
Kara, Adem; Temur, Hakan
As the use of lithium-ion batteries (LIB) increases rapidly, recovery of graphite, the main component of the anode, from spent batteries has become important from environmental and economic perspectives. In this study, an acid leaching step followed by thermal treatment under partial atmosphere at a relatively low calcination temperature was investigated to recover graphite from spent lithium-ion batteries. The molecular and chemical structures of the recovered graphite in all spent anode samples were investigated using FTIR, ICP-MS, XRD, SEM–EDX and TEM–EDX. It was observed that organic impurities and volatile components were largely removed after acid leaching and thermal treatment at 750 °C. In addition, it was observed that graphite layers were rearranged and the distance between the layers decreased under the effect of thermal treatment. Partial atmosphere calcination at 750 °C can be considered as a feasible method for graphite recovery, offering energy efficiency and scalability. However, in an efficient calcination, it is necessary to maintain controlled oxygen levels to prevent excessive graphite loss and to perform preliminary acid leaching to reduce metal impurities. In order to best recycle graphite in waste lithium-ion anode recovery, a balance must be achieved between temperature, energy efficiency and material recovery. Considering this balance, a calcination temperature of 750 °C appears to be preferable for recycling.
AtıfScopus2WoS2İncele - MakaleAçık Erişim2025Scopus SJRQ2Life cycle cost and carbon footprint analysis of CuO–Al2O3/water hybrid nanofluids in thermoelectric vaccine refrigerators
Cuce, Pinar Mert; Guclu, Tamer; Cuce, Erdem
This study investigates the application of a CuO–Al2O3/water hybrid nanofluid as a coolant in thermoelectric vaccine refrigerators, aiming to enhance heat dissipation from the Peltier module’s hot side. A 35-L cooling cabinet was utilised, and experimental comparisons were made using water and a 2% CuO–Al2O3/water hybrid nanofluid. Results show that the vaccine cabinet reaches the target temperature of 4 °C in 990 s with nanofluid, compared to 1200 s with water. The system’s energy consumption was reduced by 18.3%, and carbon emissions decreased by 12.3% over a 15-year lifespan, highlighting its environmental benefits. Despite similar coefficients of performance (COP), the nanofluid system demonstrates enhanced efficiency, shorter cooling times, and long-term sustainability advantages. These findings support the adoption of hybrid nanofluids in thermoelectric cooling applications for energy-efficient and environmentally friendly refrigeration systems.
AtıfScopus6WoS6OpenAlex8İncele - MakaleYalnız künye2026Scopus SJRQ1From spiritual resilience to moral maturity: the role of religious education
Dombak, Kübra; Yayla, İbrahim Erdoğan; çelik, Eyüp
This study examined the mediating role of life in meaning and the moderating effect of religion education on the relationship between spiritual resilience and moral maturity. Data were collected using the Moral Maturity Scale, The Spiritual Resilience Scale and Meaning in Life Scale. The participants consisted of 203 women and 133 men aged 19–63 living in Turkey. Spiritual resilience, moral maturity, life in meaning and religion education were tested in the study using Hayes Process Macro Model 8 moderated mediation. The results revealed that life in meaning mediates the relationship between spiritual resilience and moral maturity. Additionally, the mediating model was found to be stronger among individuals who had received religion education. Furthermore, receiving religion education was found to have a moderating effect on the relationship between spiritual resilience and the presence of the meaning sub-dimension. These findings were discussed in the context of relevant literature.
- MakaleYalnız künye2025Scopus SJRQ2Pedagogical spectacle: performativity, platform capitalism, and the aesthetic capture of critique
Aksakallı, Ayhan
This text is not merely a study of pedagogy but an intervention in pedagogy as spectacle. Structured in seven scenes, it examines how education in the digital age becomes a performance of visibility, an algorithmic rhythm, and a commodified production of knowledge. Drawing on critical theory, poststructuralist thought, and radical pedagogy, it refuses conventional academic form through fragmentation, rhythmic rupture, and narrative interruption. The text reveals how the student is shaped into a marketable subject, how critique is aestheticized into consumable content, and how the classroom functions as the stage of algorithmic flows. Each scene—from the commodified image of Freire to the pornographization of knowledge—produces opacity and resistance against smooth circulation. The central claim is radical: authentic pedagogical resistance lies not in teaching, performing, or concluding, but in silence, delay, and withdrawal as deliberate acts of opposition.
AtıfScopus1OpenAlex1İncele - MakaleAçık Erişim2025Scopus SJRQ1Genotypic and Technological Characterization of Lactic Acid Bacteria and Coagulase-Negative Staphylococci Isolated from Sucuk: A Preliminary Screening of Potential Starter Cultures
Kaya, Mükerrem; Sayın, Bilge; Topçu, Kübra Çinar; Karadayı, Mehmet; Kamiloğlu, Aybike; Güllüce, Medine; Kaban, Güzin
This study aimed to characterize lactic acid bacteria (LAB) and coagulase-negative staphylococci (CoNS) isolated from traditionally produced sucuk for their potential use in starter culture development and food safety applications in fermented meat products. A total of 145 isolates (95 LAB and 50 CoNS) were analyzed through genetic identification, phylogenetic analysis, and assessments of technological properties. Antagonistic activity against Listeria monocytogenes and Staphylococcus aureus was also evaluated, along with antibiotic sensitivity. Among LAB, Lactiplantibacillus plantarum was the most prevalent species (60 isolates), while Staphylococcus xylosus was the predominant CoNS species (24 isolates). The isolates exhibited diverse technological properties and varying levels of antagonistic activity against the tested pathogens. Antibiotic sensitivity tests indicated that 15 selected isolates were negative for antibiotic resistance genes. Overall, this comprehensive characterization provides valuable insights for the development of starter cultures and for enhancing food safety in fermented meat products.
AtıfScopus4WoS4OpenAlex2
İncele - MakaleYalnız künye2026Scopus SJRQ1The effect of augmented reality-enriched stories on altruistic sharing behavior
Kotaman, Hüseyin; Balcı, Aslı; Tutkun, Cansu; Bayram, Zeynep
This study aims to determine the effect of reading augmented reality (AR)-enriched stories related to sharing on children’s altruistic sharing behavior. In recent years, AR applications have been increasingly utilized in early childhood education to enhance engagement and motivation; however, there is limited knowledge about their impact on children’s social and moral development. Addressing this gap, the present study focuses on how interactive, immersive storytelling environments can foster prosocial behaviors, particularly altruistic sharing, in preschool children. A total of 300 children aged 4–6 from 21 kindergarten classrooms participated in the study. The classrooms were randomly assigned to one of three groups: a group that received an AR-enriched sharing storybook, a group that received a non-AR digital sharing storybook, and a group that received a digital storybook unrelated to sharing (control group). The sharing behavior of the participating children was measured before and after the story sessions using a standardized sticker-sharing protocol. Each child was read the story individually, according to their assigned group. The difference between children’s post-story and pre-story sharing behaviors was calculated, and the sharing differences among the three groups were compared using ANOVA. As a result, it was found that the children who listened to the AR-enriched story about sharing showed a significantly greater increase in sharing behavior compared to the other two groups. These findings highlight the potential of AR-supported storybooks as effective pedagogical tools for enhancing altruistic and prosocial behaviors in early childhood education.
AtıfScopus2WoS1OpenAlex2İncele - Kitap BölümüYalnız künye2025Artificial Intelligence- Supported Formative and Summative Assessment Approaches in Blended Learning Environments
Yavuz, Mehmet; Kayali, Bünyami
This chapter explores the role of artificial intelligence (AI) and summative assessment in blended learning environments, beginning with the historical evolution of assessment systems. It highlights the limitations of traditional methods in objectivity, validity, inclusiveness, and feedback. AI technologies address these issues through functions such as personalised learning, real- time feedback, automated scoring, and enhanced test security. AI not only reduces teachers' workload but also enriches students' learning through data- driven insights. While formative assessment guides learning based on immediate performance data, summative assessment evaluates outcomes effectively. These AI- supported approaches transform assessment into a continuous, integrated component of the learning process. The chapter also addresses ethical concerns, such as data privacy and algorithmic fairness, stressing the importance of teacher competence and secure data handling. In conclusion, AI- enhanced assessment extends beyond traditional boundaries and becomes a dynamic tool to support learning.
AtıfScopus1OpenAlex1İncele - MakaleAçık Erişim2026Scopus SJRQ2Bioactive profile and mineral composition of fruit extracts from four wild hawthorn (Crataegus spp.) species
Çakır, Özlem; Çınar Topçu, Kübra; Sefali, Abdurrahman; Bayyiğit, İshak; İlhan, Gülçe; Singh, Jyoti
This study compared the antioxidant capacity, total phenolic content (TPC), phenolic composition, lipid oxidation level, and mineral profiles of extracts obtained from four wild hawthorn species (Crataegus tanacetifolia, C. orientalis subsp. orientalis, C. orientalis subsp. szovitsii, and C. monogyna) collected from northeastern Türkiye. Significant interspecific variations were observed in DPPH, FRAP, and CUPRAC assays. While C. monogyna had the highest reducing capacity and TPC, C. orientalis subsp. szovitsii had the highest DPPH activity. Ultra-high performance liquid chromatography coupled to tandem mass spectrometry analysis showed that catechin, epicatechin, chlorogenic acid, and quinic acid were the major phenolics, and were particularly abundant in C. monogyna. Despite having a high phenolic content, C. monogyna had the highest malondialdehyde level, indicating that phenolics alone were insufficient to fully inhibit lipid oxidation. Inductively coupled plasma-mass spectrometry mineral analysis detected high levels of K, Mg, and P in all species. Principal component analysis effectively distinguished the species based on their antioxidant, phenolic, and mineral profiles. Overall, hawthorn fruits were confirmed as valuable sources of natural antioxidants and essential minerals.
AtıfScopus1WoS1İncele - Derleme MakaleAçık Erişim2026Scopus SJRQ1Functional and Technological Roles of Limosilactobacillus reuteri and Its Critical Metabolites in Food Systems
Yildirim, Sema Nur; İspirli, Hümeyra; Dertli, Enes
Limosilactobacillus reuteri is a lactic acid bacteria (LAB) recognized for its significant technological and functional properties. This species produces diverse metabolites, including reuterin, exopolysaccharides (EPSs), B-group vitamins, short-chain fatty acids (SCFAs), and bioactive peptides, which benefit food systems and host health. However, high strain-specificity and metabolite complexity present challenges in elucidating precise mechanisms of action of these metabolites for their functional and technological roles. This review provides a comprehensive perspective on the latest applications of Lmb. reuteri and its metabolites in food technology by focusing on its utilization in diverse matrices, including dairy, plant-based products, supplements, and edible packaging systems, where it serves to extend shelf life, enhance nutritional profiles, and improve sensory attributes. The strain-specific nature of Lmb. reuteri allows for tailored applications to meet technological requirements. As consumer demand for clean-label and health-promoting foods increases, Lmb. reuteri stands out as a critical LAB species, for the development of next-generation functional foods and preservation strategies. Understanding the potential roles of this species in human and animal health and food safety will help us to build a roadmap for future research and industrial implementation.
AtıfScopus1WoS1OpenAlex2İncele - MakaleAçık Erişim2026Scopus SJRQ4Virucidal and antiviral activities of maca (Lepidium meyenii) root powder on three pathways of Norovirus as a foodborne pathogen; [Actividades viricidas y antivirales del polvo de raíz de maca (Lepidium meyenii) en tres vías del norovirus como patógeno transmitido por los alimentos]
Korkmaz, Irem Omurtag; Korkmaz, Serol; Parmasiz, Ayse; Mavili, Seda; Bayraktar, Bülent; Sait, Ahmet; Keles, Aysen Gargili
Vitamin C equivalency, the cytotoxicity on murine macrophage cells, and the virucidal and antiviral activities of maca (Lepidium meyenii) powder on murine norovirus (MNV) as a norovirus surrogate for human as a foodborne pathogen were studied. The antioxidant capacity of the maca was determined by MTT assay as vitamin C equivalency (VCEAC). The 50% cytotoxic concentration (CC50) was calculated with the linearity of maca concentrations-cell viability. The activities of maca against the virus was determined as the 50% tissue culture infective dose with Spearman–Karber method. The VCEAC of maca linearly increased with the concentration. The non-cytotoxic concentrations of maca were measured on murine macrophage with a CC50 of 5.77 mg/mL and a CC80 of 1.28 mg/mL. As maca reduced the virus titration based on contact time in the virucidal assay in several conditions, it did not significantly inhibit MNV on three infectivity pathways of host cell at non-cytotoxic concentrations of maca. The result of this first study presented that despite its ineffective in the treatment and prophylaxis of norovirus infection, maca might be an alternative food additive and preservative against human norovirus as an important foodborne pathogen causing outbreaks worldwide. © Los autores. Este artículo es publicado por la Rev Inv Vet Perú de la Facultad de Medicina Veterinaria, Universidad Nacional Mayor de San Marcos. Este es un artículo de acceso abierto, distribuido bajo los términos de la licencia Creative Commons Atribución 4.0 Internacional (CC BY 4.0) [https://creativecommons.org/licenses/by/4.0/deed.es] que permite el uso, distribución y reproducción en cualquier medio, siempre que la obra original sea debidamente citada de su fuente original
- Kitap BölümüYalnız künye2025Money and cryptocurrencies
Ayvacik, Eda
- MakaleAçık Erişim2026Scopus SJRQ3State, Law, and Authority in 17th-Century Ottoman Political Language: The Metaphorical Representation of Crisis and Restoration in Koçi Bey’s Treatise; [XVII. YÜZYIL OSMANLI SİYASET DİLİNDE DEVLET, HUKUK VE OTORİTE: KOÇİ BEY RİSALESİ’NDE KRİZİN VE İHYANIN METAFORİK TASAVVURU]
Özdemir, Gazi
Koçi Bey's Treatise, one of the fundamental texts reflecting the perception of crisis in 17th-century Ottoman political thought, constructs institutional dissolution through a normative discourse rather than an objective report. Utilizing Cognitive Metaphor Theory (CMT), this study examines how the abstract perception of crisis was built within the political language of the treatise. Through qualitative content analysis, organic and cosmic metaphors such as the "body" (beden), "rose garden" (gülşen), "cover" (libâs), "corpse" (lâşe), and "mirror" (ayna) were categorized into four thematic clusters: state structure, legal status, bureaucratic dissolution, and the restoration of authority (ihya). The findings indicate that these metaphors function not merely as aesthetic rhetorical devices, but as strategic tools that objectify the deterioration of meritocracy as an ontological corruption (fesâd). Consequently, they legitimize the refortification of central authority on Sharia-customary (şer'î-örfî) grounds. The treatise encodes socio-economic upheavals not as an empirical collapse, but as a moral illness requiring healing around the ideal of the classical order (nizâm-ı kadîm). Ultimately, this study aims to provide an interdisciplinary contribution by revealing how historical reality was structured through literary discourse within the Ottoman crisis literature (decline topos).
- MakaleAçık Erişim2026Scopus SJRQ1Cross-Cultural Patterns in Artificial Intelligence Literacy Development: Investigating Country and Gender Differences Among Pre-Service Teachers in Germany and Türkiye
Aksoy, Meltem; Aksoy, Dilara Arzugül; Polat, Elif; Hopcan, Sinan; Bush, Annika
As artificial intelligence (AI) rapidly transforms educational landscapes worldwide, developing AI literacy among pre-service teachers has become increasingly crucial for effective classroom integration and responsible implementation. This comparative study examines AI literacy levels among pre-service teachers in Türkiye (Turkey officially changed its name to Türkiye in a 2022 letter to the UN, with the change taking immediate effect. See here) and Germany, addressing a critical gap in cross-cultural educational research. Using the Scale for the Assessment of Non-Experts' AI Literacy (SNAIL), we analysed data from 605 participants through correlation, ANOVA and MANOVA methods. Our findings reveal significant effects of both country and gender on AI literacy development, with German participants demonstrating higher overall literacy scores than their Turkish counterparts, particularly in critical appraisal and practical application dimensions. Conversely, Turkish participants exhibited stronger technical understanding. Across both countries, male participants consistently achieved higher AI literacy scores than females, though this gender gap was most pronounced in technical understanding. The country variable emerged as the more influential factor across all subdimensions. These results highlight the interplay between educational systems, cultural contexts and gender on AI literacy acquisition, offering valuable insights for teacher education programs seeking to prepare educators for increasingly AI-integrated learning environments.
AtıfScopus1WoS1OpenAlex2İncele - MakaleAçık Erişim2026Scopus SJRQ1A Hybrid Deep Learning–Fuzzy–Genetic Framework for Climate-Resilient Agricultural Investment and Resource Allocation Under Carbon Market Uncertainty
Erdogdu, Aylin; Dayi, Faruk; Yildiz, Ferah; Esmer, Yusuf; Ganji, Farshad
Climate variability, environmental uncertainty, and carbon-market dynamics increasingly challenge agricultural investment and resource allocation decisions worldwide. This study proposes an integrated hybrid decision-support framework combining Long Short-Term Memory (LSTM) deep learning, Interval Type-2 Fuzzy Logic Systems, and Genetic Algorithms to support climate-resilient agricultural investment analysis under uncertainty. The framework integrates predictive modeling, uncertainty representation, and multi-objective optimization within a unified computational architecture. The empirical analysis was conducted using agricultural, climate, and carbon-market datasets covering Europe, Asia, and Africa over the 2010–2025 period. Agricultural productivity indicators, commodity price variables, climate-risk parameters, and carbon-market data were integrated into the modeling process. LSTM models were employed to analyze temporal agricultural and climate-related dynamics, while Interval Type-2 fuzzy systems were used to represent ambiguity associated with environmental and market uncertainty. Genetic Algorithms were subsequently applied to optimize investment allocation under conflicting objectives related to profitability, sustainability, and risk. The findings suggest that the proposed hybrid framework may improve adaptive investment evaluation and optimization performance under uncertain climate conditions relative to standalone computational approaches within the scope of the analyzed datasets. The results further highlight the importance of integrating predictive analytics, uncertainty modeling, and sustainability-oriented optimization within agricultural decision-support systems. However, the framework should be interpreted as a climate-resilient decision-support architecture rather than a universally deterministic forecasting mechanism. Overall, the study contributes to the emerging literature on agricultural sustainability and climate-resilient investment by presenting a transparent and uncertainty-aware computational framework under evolving environmental and carbon-market conditions.
AtıfScopus1WoS1OpenAlex2İncele
