Digital Commons Network^™

Effect Of Kebar Leaf (Biophytum Petersianum) Extract On Lh Levels And Ovarian Follicle Development In A Pcos Rat Model, Aprilia Pratiwi Iriani Bahar, Sri Ratna Dwiningsih, Widjiati Widjiati, Sutrisno Sutrisno

Folia Medica Indonesiana

Polycystic Ovary Syndrome (PCOS) is a prevalent endocrine disorder affecting women of reproductive age, commonly characterized by elevated luteinizing hormone (LH) and decreased follicle-stimulating hormone (FSH) levels. These hormonal imbalances impair folliculogenesis and ovulation, often resulting in infertility. This study aimed to evaluate the effects of Biophytum petersianum (Kebar leaf) extract on LH levels and ovarian follicle development in a testosterone propionate-induced rat model of PCOS. A total of 30 adult female white rats (Rattus norvegicus) were randomly assigned to five groups: a negative control (K^–), a positive control with PCOS induction (K⁺), and …

Cracking The Code Of Resistance: Carbapenem-Resistant Urinary Tract Infections In Public And Private Hospitals, Shaista Bakhat, Fakhur Uddin, Muhammad Sohail, Shehla M. Baqai, Naresh Kumar, Saman Nadeem

Folia Medica Indonesiana

This research aimed to analogize the resistance patterns against carbapenem antibiotics in Enterobacterales uropathogens between two healthcare facilities. The authors performed this study at the Basic Medical Sciences Institute, Jinnah Postgraduate Medical Center, and the National Medical Center. A total of 374 UTI patients were enrolled, equally distributed in the two centers (187 each hospital). Molecular assays supplemented phenotypic susceptibility testing to detect carbapenem resistance. Statistical analysis, including multivariate logistic regression, was performed to identify associations between hospital type and carbapenem resistance. Of 374 urine samples, CA-UTIs were found in 86 (23.1%) and 90 (24%), while HA-UTIs occurred in 101 …

The Effect Of Self-Hypnosis On Self-Efficacy, Anxiety, And Depression In Mothers Of Children With Chronic Kidney Disease, Rohmaningtyas Hidayah Setyaningrum, Mohammad Fanani, I Gusti Bagus Indro Nugroho, Debree Septiawan, Siti Wahyuni, Damar Upahita

Folia Medica Indonesiana

More than half of caregivers of children with chronic kidney disease (CKD) report experiencing moderate depression (53.3%), while 30% and 16.7% report mild and severe depression, respectively. As primary caregivers, mothers require strong self-efficacy to manage psychological burden associated with caring for children with CKD. Self-hypnosis may enhance self-efficacy and alleviate anxiety and depression in this population. The aim of this study was to evaluate the effects of self-hypnosis in improving self-efficacy and reducing anxiety and depression in mothers of children with CKD. A randomized controlled trial was conducted at Dr. Moewardi Hospital, Surakarta, Indonesia. Thirty-two mothers were randomly assigned …

Burden And Determinants Of Diarrheal Disease Among Children Under Five In East Java, Indonesia: Findings From Ssgi 2024, Raudia Faridah Humaidy, Soraya Isfandiary Iskandar, Sophia Zahra, Sovia Salamah

Folia Medica Indonesiana

Diarrhea is one of the leading causes of morbidity among children under five in Indonesia and remains a major public health concern, particularly in the province East Java, which has the second-highest disease burden in the country. Unfortunately, evidence for provincial-level predictors of childhood diarrhea using recent national data is limited. This study aimed to estimate the burden of diarrhea among children under five and identify its associated factors to support targeted child health interventions. A cross-sectional analysis was conducted utilizing data from the 2024 Indonesian Nutrition Status Survey (SSGI). Data on children under five residing in East Java with …

Effectiveness Of Laser Acupuncture Therapy Compared With Nsaids On Pain Reduction And Quality Of Life In Patients With Knee Osteoarthritis: A Randomized Controlled Trial, Virgyawan Rizki, Teuku Nanta Aulia, Putri Ade Mueratana, Onarisa Ayu, Muhammad Yusuf

Folia Medica Indonesiana

Knee osteoarthritis (OA) is a major cause of chronic pain and disability, and although NSAIDs are widely used, prolonged therapy may increase the risk of adverse effects. Laser acupuncture has been proposed as a non-invasive option to reduce pain and improve knee-related outcomes. This randomized controlled trial compared laser acupuncture and NSAID therapy in 32 patients with knee OA (Kellgren–Lawrence grade II–III) who were randomized equally to laser acupuncture (n = 16) or NSAIDs (n = 16). The authors assessed pain using the Visual Analog Scale (VAS). Meanwhile, we evaluated knee function and knee-related quality of life using the Knee …

Glucose-Lowering Effects Of Epigallocatechin Gallate And Metformin In Diabetic Zebrafish Models: A Systematic Review And Meta-Analysis, Dinda Ayu Permatasari, Abdul Khairul Rizki Purba, Maftuchah Rochmanti, Rizky Alvian Adi Kurniawan, Shilvi Haliza Pratiwi

Folia Medica Indonesiana

Metformin is widely recognized as an effective glucose-lowering agent for type 2 diabetes mellitus, while epigallocatechin gallate (EGCG) has exhibited promising antidiabetic and antioxidant properties in experimental settings. This systematic review and meta-analysis aimed to assess the impact of EGCG and metformin on blood glucose concentrations in diabetic zebrafish models and to synthesize the related metabolic and mechanistic findings. The protocol was registered with PROSPERO (CRD420261461237) and the review was conducted in accordance with PRISMA 2020 guidelines. Comprehensive searches were performed in PubMed/MEDLINE, Scopus, Web of Science, and Embase for in vivo zebrafish studies published from January 2010 to August …

Addressing Data Scarcity In Malware Classification Via Pixel-Level Synthetic Image Generation, Mounika Krishna Teja Karumudi, Fabio Di Troia

Faculty Research, Scholarly, and Creative Activity

Deep learning-based malware classification using image representations has emerged as a highly effective paradigm for threat detection. However, training robust neural networks is frequently bottlenecked by data scarcity and severe class imbalances in real-world repositories. This study investigates the viability of using an autoregressive PixelCNN framework to synthesize high-fidelity, class-specific malware images to augment limited training distributions. Utilizing the benchmark Malimg dataset, we systematically evaluate a Convolutional Neural Network (CNN) classifier across varying ratios of synthetic-to-authentic data under strict data scarcity constraints (ranging from 10 to 80 authentic samples per family). Our experimental results reveal that while PixelCNN successfully replicates …

The Pivotal Role Of Artificial Intelligence In Optimizing Pharmaceutical Formulation And Delivery, Ali Khidher Abbas, Mustafa M. Noori, Ibtihal Abdulkadhim Dakhil, Mohammed Hussain Al-Mayahy

Al-Esraa University College Journal for Medical Sciences

Artificial intelligence (AI) has emerged as a transformative technological paradigm within the pharmaceutical sciences, offering innovative and forward-looking solutions to surmount the inherent limitations associated with conventional drug development, formulation design, and therapeutic delivery systems. Traditional pharmaceutical methodologies frequently entail protracted development timelines, extensive experimental procedures, and substantial financial expenditures, particularly within the domains of formulation optimization and drug delivery design. The integration of AI-driven technologies – encompassing machine learning (ML), deep learning (DL), artificial neural networks (ANNs), and predictive analytics – has considerably accelerated pharmaceutical research by refining decision-making processes, alleviating experimental burden, and enhancing formulation efficiency. The present …

The Pathological Interaction Between Diabetes And Hypertension: Mechanisms And Clinical Complications, Alaa Al-Noori, Ayad Ahmed Al-Taweel, Qater Alnada Jassim Mohammed, Tarik Muhammad Ali, Majeed Mihsin B. Al-Hamdani, Noor Thair Tahir

Al-Esraa University College Journal for Medical Sciences

Among the most prevalent chronic conditions, diabetes and hypertension frequently coexist in a single patient, aggravating vascular problems and hastening the deterioration of target organs, especially the kidneys. By raising intraglomerular pressure, impairing endothelial function, and triggering oxidative stress and inflammation, hypertension directly increases the chance of developing diabetes sequelae, including diabetic nephropathy. Chronic kidney disease advances more quickly when poorly managed hyperglycemia and hypertension combine to cause a decrease in glomerular filtration rate and an increase in urine albumin excretion. Other consequences like retinopathy, neuropathy, and cardiovascular disease are also encouraged by this pathological occurrence. Reducing the advancement of …

Clinical Significance Of Liver Enzyme Biomarkers In Chronic Statin Users, Muayad Khaleel Ibrahim, Saad Mahmoud Saeed

Al-Esraa University College Journal for Medical Sciences

It is possible that statins, by their dual capacity to modulate (both stimulate and suppress) immune responses, could play a role in influencing the course of autoimmune diseases. Consequently, our investigation was designed to explore how statins impact both the innate and adaptive branches of the immune system, as well as their effect on the crucial mechanism of self-tolerance. This was achieved through the comprehensive measurement of various antibody profiles, specifically including the detection and quantification of autoantibodies, such as antinuclear antibodies and Creatinine kinase, Aldolase, HMGCR antibody, Albumin and Bilirubin and Alanine transaminase, Aspartate aminotransferase, Our investigation employed a …

Some Pathogenic Agents Isolated From Gento-Urinary Tract Of Females Patients In Baghdad Area, I. M. Al-Saqur, A. N. Al-Thwani, E. M. Abdul Ameer, S. W. Abd-Al-Zhra, M. K. Sahan, H. S. Ferman, A. A. Hassan, H. M. Hassan

Al-Esraa University College Journal for Medical Sciences

The Urinary Tract Infection (UTI) represents a significant global health burden and the pathogens which inhibit the geneto - urinary Tract (GUT) of women cause devastating consume. In this study investigation UGT were carried out through examination of 186 women (183 married and 65 unmarried) who attended Damascus Private Medical Center-Baghdad, through the period from the beginning of January 2023 to the end of August 2023. Detection were conducted according to the standard methods after macroscopically and macroscopically examination of u samples. The results, indicated that 121 (65.05%) were infected and married women had high infection (78.86%) than the unmarried …

Measuring The Concentration Of Heavy Metals In The Serum Of Traffic Police And Their Impact On Heart Disease In The Future, Hanaa Khalil Sacheat

Al-Esraa University College Journal for Medical Sciences

The spread of heavy metals such as lead, cadmium and nickel is a clear danger that threatens the earth and disrupts the ecological balance. In this research, we evaluated the danger of these metals present in the areas of traffic points for traffic policemen who are present for long periods at traffic points. 25 blood samples were collected from traffic policemen present at traffic points, with information about age, date of joining the job, and smoking, The comparison was made with the same number of samples of people who were in a job inside buildings, The results showed a significant …

Experimental Analysis Of Diesel Engine Combustion Chamber Performance Using Field Measurements At The State Company For Heavy Engineering Equipment, Mohammed Kanaan Sedeeq

Al-Esraa University College Journal for Engineering Sciences

The current paper provides a detailed experiment and numerical study of the performance of the combustion chamber of a heavy-duty diesel engine in the common Iraqi industrial conditions at the State Company of Heavy Engineering Equipment (HEESCO). The main goal is to close the difference between what is specified by the manufacturers concerning the performance data, which is usually assumed to be under ideal conditions of the ISO standard, and the real efficiency of operation as witnessed in the field. The methodology is based on a hybrid approach that combines direct field measurements of in-cylinder pressure, temperature and fuel flow …

An Ai And Iot Framework For Dynamic Optimization And Sustainability In Smart Cities, Zeinab E. Ahmed, Rashid A. Saeed, Salah Hagahmoodi, Mamoon M. Saeed, Khalid Hamid, Sally D. Abugasim, Eyman F. A. Elsmany

Al-Esraa University College Journal for Engineering Sciences

Smart cities are emerging as a critical solution for creating more efficient, sustainable, and comfortable urban environments. This transformation is primarily driven by the synergistic integration of the Internet of Things (IoT) and Artificial Intelligence (AI). The IoT provides a pervasive network of connected sensors that collect real-time urban data, while AI serves as the analytical engine that processes this information to optimize city-wide systems. This paper presents a comprehensive framework that leverages this AI-IoT convergence for dynamic optimization to achieve long-term urban sustainability. The framework focuses on enabling intelligent, data-driven decision-making across core urban domains. The discussion and analysis …

Optimization Of Bearing Design In Centrifugal Pumps Using Finite Element And Experimental Methods: Application At South Refineries Company, Basra, Mohammed Hasab Naser Al-Mtasher

Al-Esraa University College Journal for Engineering Sciences

In the study, nonlinear vibration and thermo-mechanical characteristics of centrifugal pump bearings utilized in the cooling tower system of South Refineries Company (Basra) were properly examined using a combined experimental and numerical method. The intent of the study was to learn the impact of misalignment, the nature of the lubrication film, and thermal gradients on the stability of the operation of these bearings and their service life under realistic industry environment conditions. Finite element model (FEM) was constructed and tested on the basis of real field data obtained at the working pumps that allowed realistic distribution of stress and temperature. …

Crispr/Cas9-Based Genome Editing: Understanding Differences In Dna Repair Pathways, Profiles, And Outcomes, Samuel Effah, Shirley Barrera, Nahia Urturi Ortiz, Will Dampier, Michael Nonnemacher, Brian Wigdahl

Kimmel Cancer Center Faculty Papers

Over a decade of advances in Clustered Regularly Interspersed Short Palindromic Repeats (CRISPR) and CRISPR-associated protein 9 (Cas9)-based technologies have culminated in the first-ever FDA-approved CRISPR/Cas-based therapy. Aside from this approved therapy for sickle cell anemia, several CRISPR/Cas-based therapies are currently under development or testing for a range of chronic diseases, including viral diseases like human immunodeficiency virus type 1 (HIV-1) infection, genetic diseases like familial hypercholesterolemia, and cancer. The success of these therapies hinges on the effective delivery of CRISPR/Cas9 components to target regions, efficient Cas endonuclease editing, repair profiles generated, and their resulting outcomes. Here, we discuss the …

Evaluation Of A Vortex Flow Device On A Center Pivot Irrigation System, Ankit Chandra, Derek M. Heeren, Tyler Smith

Department of Agricultural and Biological Systems Engineering: Presentations and White Papers

This study presents the first independent field evaluation of a passive vortex flow device designed to reduce hydraulic friction in pressurized irrigation systems. Experiments were conducted on a full-scale, groundwater-fed center pivot irrigation system at the Eastern Nebraska Research, Extension, and Education Center (ENREEC). A paired comparison approach was used to quantify differences in flow rate, energy consumption, and pressure distribution along the pivot lateral under baseline (no device) and treatment (device installed) conditions. Results showed negligible change in system flow rate (621 vs. 618 gpm) and energy consumption (~1.2% difference), consistent with expectations for pressure-regulated irrigation systems. However, the …

Us Race/Ethnic Disparities In Diabetes Technologies: A Systematic Review And Meta-Analysis Of 950 000 Individuals, Maria L. M. Rego, Maxim Barnett, Maria Helena Siqueira Tavares De Melo, Ana Rivadeneira

Einstein Health Papers

PURPOSE: To provide a descriptive summary and to quantitatively examine racial and ethnic disparities in the use of continuous glucose monitoring (CGM) and continuous subcutaneous insulin infusion (CSII) among people living with diabetes in the United States.

RESEARCH DESIGN AND METHODS: We followed the Cochrane and PRISMA guidelines (PROSPERO: CRD420251124678). Search was conducted on PubMed, Embase, and Cochrane up to August 2025. Observational studies were included if they (1) were conducted in the United States, (2) evaluated the use of CGM/CSII across different races/ethnic groups, and (3) reported odds ratios (ORs) for between-group comparisons. Three-level random-effect meta-analyses examined OR in …

Antimicrobial Resistance Profiles And Clinical Dynamics Of Listeriosis In Small Ruminants: A One Health Review, Muhammad Aqeel, Pervez Ahmed Khoso, Amjad Hussain Mirani, Dildar Hussain Kalhoro, Abdul Ahad Soomro

Journal of Bioresource Management

Although the incidence of listeriosis is much lower in small ruminants, it has implications for food safety, herd health and appropriate antibiotic usage as well as zoonotic potential. Both have been reported to be robust pathogens and Listeria monocytogenes is generally recognized as the most common etiologic agent, but in ovine or caprine abortion it should be included as a significant differential diagnosis. This is a narrative one health review that summarizes status of the information published to date on the epidemiology and clinical signs of infection, resistance patterns found and diagnosis and prevention methods employed in small ruminant populations. …

The Impact Of Strategic Intelligence On Organizational Conflict Management Patterns: An Analytical Study At The University Of Mosul, Shuaib Ahmed Aziz Al-Mawla, Kalthoom Hameed Ramadan Al-Hilali

Journal of Economics and Administrative Sciences

This paper aims to analyze the relationship and influence between strategic intelligence and its dimensions (foresight, systems thinking, future vision, and motivation) and organizational conflict management (Avoidance, Collaboration, Settlement, Competition, and Waiver) at the University of Mosul. The research problem arose from variation in organizational conflict management across the university's colleges and the scarcity of studies examining the relationship between these two variables. The study adopted a descriptive-analytical approach, using a questionnaire as the primary data collection tool. The research population comprised administrative and academic leaders from several colleges within the University of Mosul. One hundred and forty questionnaires were …

Barley Virtual Water Determinants In Iraq: An Econometric Analysis Study For The Period (1990–2023), Muna Jabbar Rahim, Basim H. Al-Badri

Journal of Economics and Administrative Sciences

The paper aims to analyze the determinants of virtual water use for barley crops in Iraq over the period (1990–2023), in light of increasing water challenges and declining inflows of the Tigris and Euphrates Rivers. The research adopts a descriptive and econometric analytical approach, employing the Autoregressive Distributed Lag (ARDL) model to examine the relationship between imported virtual water quantity (VW) as the dependent variable and a set of independent variables, including agricultural GDP, blue water, the water self-sufficiency ratio, and the degree of agricultural trade openness. The results of the Bounds Test indicate the existence of a long-run equilibrium …

The Role Of The Carbon Footprint In Assessing Environmental Performance In Economic Units: A Case Study Of The Kufa Cement Plant, Muna Mohammed Murad, Bahaa Hussein Mohammed

Journal of Economics and Administrative Sciences

This paper aims to assess the environmental performance of the industrial sector, using the Kufa Cement Plant as a case study due to the tangible environmental impacts of this activity in the areas of gaseous and dust emissions, energy consumption, and waste management. It emphasizes the importance of adopting systematic assessment tools that align with sustainability frameworks and local and international regulations. This research employs a descriptive-analytical methodology, based on the theoretical framework for environmental performance assessment and the principles of environmental management, utilizing performance indicators derived from the international standard ISO 14031 to analyze the plant's operational and environmental …

Nonparametric Control Charts Estimation Using Hybrid Cyber-Intelligence Algorithms For Stock Market Monitoring, Mariam Jumaah Mousa, Munaf Yousif Hmood

Journal of Economics and Administrative Sciences

This paper introduces a novel nonparametric hybrid cyber-intelligence-based statistical process control and anomaly detection framework in time series data. It is developed to overcome the shortcomings of the classical control schemes in dealing with complex, abnormal, and noisy input data, especially when it is autocorrelated. The proposed methodology combines three technical pillars: First, it utilizes a bidirectional long-short-term memory architecture (Bi-LSTM) to capture long-term time dependency and learn nonlinear patterns, leaving only true deviations as residuals that remove trends and noises from the market. Second, it adopts the Golden Eagle Optimizer (GEO) algorithm for optimal parameter selection. This intelligent algorithm …

Effect Of Earnings Ratio And Capital Structure On Share Price: The Moderating Role Of Free Cash Flow In The Industrial Sector, Shakhawan Saeed Sangawi, Chnar Abdullah Rashid, Kaiwan Hasan Salih

Journal of Economics and Administrative Sciences

The objective of this paper is to investigate the effect of the earnings ratio and capital structure on share price, with special focus on the moderating role of free cash flow (FCF) in the manufacturing sector listed on the Iraqi Stock Exchange (ISX) for the period 2016 to 2023. Using a quantitative research method, the study draws data from audited financial statements, including the income statement, balance sheet, and cash flow statement, and analyzes 10 manufacturing companies over eight years. The analysis employs a regression model, descriptive statistics, correlation analysis, ANOVA, and tests of cross-sectional dependence and non-stationarity to ensure …

Out-Of-Pocket Health Spending And Household Impoverishment In Tanzania Using The 2020/21 National Panel Survey, John Geofrey Massito Dr, Hinju John Gabriel Dr

Tanzanian Economic Review

Out-of-pocket health spending (OOPHS) can convert healthcare needs into financial hardship, particularly where risk-pooling mechanisms are limited. Evidence on its direct contribution to household impoverishment in Tanzania remains limited. This study estimates the impoverishing effect of OOPHS and examines the factors associated with household exposure to healthcare payments. We analysed nationally representative data from the 2020/21 Tanzania National Panel Survey. Household welfare was assessed before and after OOPHS using the Foster–Greer–Thorbecke poverty framework. Changes in the poverty headcount, poverty gap and poverty severinty were used to identify poverty entry and poverty deepening. Determinants of OOPHS were estimated using a two-part …

Melodrama And The Ecological Imagination: K-Dramas And Thai Lakorns As Instruments Of Soft Environmental Diplomacy, Antonio P. Contreras

Asia-Pacific Social Science Review

This paper examines how Asian serialized dramas, particularly Korean television dramas (K-Dramas) and Thai Lakorns, function as cultural texts that shape ecological imagination within the Philippine media environment. Using interpretive visual-textual analysis of Crash Landing on You, My Mister, 2gether: The Series, and Bad Genius: The Series, the study explores how visual aesthetics, emotional atmospheres, and narrative structures encode environmental values such as balance, restraint, and care. Rather than measuring audience impact, the paper interprets Filipino online audience commentary as illustrative reception discourse reflecting how viewers emotionally interpret these mediated landscapes. Anchored in theories of soft power, cultural proximity, and …

Conditionals And Modalities In Constructive Quantum Logics, Juan P. Aguilera, Guillaume Massas

Mathematics, Physics, and Computer Science Faculty Articles and Research

We investigate logics that generalize both intuitionistic logic and quantum logic. In earlier work, we introduced Ex-logic, an extension of Holliday's fundamental logic that coincides with the intersection of orthologic and the implication-free fragment of intuitionistic logic. In this paper, we add an implication connective to Ex-logic and axiomatize iEx-logic, the intersection of full intuitionistic logic and orthomodular logic with the implication connective interpreted as the Sasaki hook. As a consequence, we obtain a characterization of the lattice of logics extending iEx-logic as the product of the lattice of intermediate logics and the lattice of orthomodular logics. We also explore …

Faktor Yang Berhubungan Dengan Lama Rawat Inap Pasien Demam Berdarah Dengue Di Rumah Sakit Islam Nahdlatul Ulama Demak, Akhmad Safi’I, Solikhatur Rohmah, Muhammad Zulfikar Asumta, Abdul Aziz, Masruroh Hasyim, Zulfa Khusniyah, Mukhamad Rajin

Jurnal ARSI : Administrasi Rumah Sakit Indonesia

Dengue Hemorrhagic Fever (DHF) is an acute infectious disease that often requires hospitalization with a variable length of stay (LOS). Several factors have been shown to influence LOS; however, findings from previous studies conducted in different hospitals remain inconsistent. This study aimed to analyze the association between age, gender, platelet count, hematocrit level, and leukocyte count with LOS among patients with DHF at Nahdlatul Ulama Islamic Hospital (RSI NU) Demak. This study employed a cross-sectional design using medical record data from 64 hospitalized patients with DHF admitted between January and May 2025, selected through purposive sampling. The sample eligibility criteria …

Exploiting Uncertainty Of Computational Methodology In Optimizing User Interface In Human-Computer Interaction, Nada Mohamed, Alshaimaa A. Tantawy

Neutrosophic Systems with Applications

Human-computer interaction (HCI) evaluation and optimization of user interfaces (UIs) constitute a complex multi-criteria decision-making challenge, marked by conflicting evaluation dimensions, subjective expert judgments, and inherent uncertainty in user experience assessment. Traditional evaluation approaches, such as heuristic expert reviews and user satisfaction surveys, rely on sharp, binary classifications that fail to capture the gradual and overlapping nature of human cognitive and affective states. This limitation necessitates a more robust uncertainty-aware methodology that can model the true complexity of HCI evaluation. This paper proposes a hybrid mathematical model that integrates various Multi-Criteria Decision Making (MCDM) techniques of Entropy, and Simple Additive …

Generative Endurance Logic: An Axiomatic Framework For Reasoning About Outcome-Generating Objects Under Constraints, Hafiz Burhan Ul Haq, Muhammad Nauman Irshad

Neutrosophic Systems with Applications

This paper introduces Generative Endurance Logic (GEL), a formal framework for studying objects through the outcomes they can produce. In many cases, an object cannot be judged only by a fixed truth value, score, or utility value. A rule, model, action, or strategy may behave well in one situation but fail when the context changes or when small perturbations occur. GEL addresses this issue by treating each object as a generator of outcomes. Each object a is linked to a generation map Ga:X×Ω→Y, where X is the context space, Ω is the …