Preference learning plays a crucial role in AI applications, particularly in recommender systems and personalized services. Traditional pairwise comparisons, while foundational, present scalability challenges in large-scale systems. This study explores alternative elicitation methods such as ranking, numerical ratings, and natural language feedback, alongside a novel hybrid framework that dynamically integrates these approaches. The proposed methods demonstrate improved efficiency, reduced cognitive load, and enhanced accuracy. Results from simulated user studies reveal that hybrid approaches outperform traditional methods, achieving a 40% reduction in user effort while maintaining high predictive accuracy. These findings open pathways for deploying user-centric, scalable preference learning systems in dynamic environments.

A user is considered to be someone who would be actually using the system. The definition of a user is contextual and for any specific software project it depends on the software development methodology being developed. Satisfaction is the fulfillment of one’s wishes, expectations, needs or the pleasure that is derived from using a software product therefore “user satisfaction “is a reflection of quality from different perspective than measuring defects or code structure. Measurement in software engineering makes comparison possible and when you compare you have a choice and quality is quantified in terms of values. Therefore, this paper aims to explore the impact of software measurement scales on user satisfaction.

The growing unconcern and poor attitude of some Ghanaians towards environmental protection and sanitation practices has become very endemic in Ghanaian Societies. Littering especially is considered a major environmental problem within the setting of this study. This study employed the mixed-method approach in integrating qualitative and quantitative research data. The study adopted a convergent parallel research design. The population for this study consisted of all teaching staff and students of Sefwi Wiawso Senior High Technical School and St. Joseph Catholic Senior High School in Sefwi Wiawso municipality in the Western North Region of Ghana. Purposive, simple random, and convenient sampling techniques were used to select the schools, teachers and students for the study. A sample size of one hundred and ninety-eight (198) consisting of one hundred eighty-eight (188) students and ten (10) teachers were selected for the study. The two main instruments used for data collection were questionnaires and interview guides. The quantitative data obtained from the questionnaire were coded with numerical values and keyed into the data view of the SPSS version 23. The qualitative data was analysed through content analysis and was further transcribed into themes for analysis with a side-by-side comparison with the quantitative data. The qualitative data gathered and presented, were organised and analysed manually using emerging themes. The study revealed that littering is currently caused by irresponsible behaviour among some staff and students coupled with other factors such as lazy attitudes among people, inadequate waste bins on campus, and more seriously, less sensitization of people on littering in the various senior high schools. The study also indicated that provisions of adequate waste bins at vantage points in the various campuses, awarding prizes to individual students and groups with good waste management practices on campus, implementing rules and regulations on littering, as well as educating, and sensitizing students and staff on littering on campuses formed the possibilities on how schools can shape up staff and student’s attitudes towards healthy environment by avoid littering. It is recommended that Students with good waste management practices should be rewarded to encourage others in Senior High Schools. It is also recommended that sustainable waste management practices (collection, transportation, and treatment) should be employed in all the Senior High Schools across the country.

Background: Cyclophosphamide (CPA) is a drug with a wide spectrum of clinical uses. Its effectiveness in the treatment of cancer (acute and chronic leukemias, lymphoma, and multiple myeloma) and non-malignant diseases such as rheumatoid arthritis and vasculitis has been well established. Objectives: The present investigation aimed to study the effect of a sub-lethal dose of the cyclophosphamide, 5-FU combination of 5-FU, and CPA on haematological parameters in the albino rats. Materials and Methods: Twenty-eight male adults were grouped randomly into four groups (n=5 in each group). Group I (control): Rats were injected with saline intraperitoneally at a dose of 1.0 ml/kg b.w. for 14 days. Group II cyclophosphamide (CPA): Cyclophosphamide at a dose of 10 mg/kg day by day through i.p. to rats for 14 days. Group III Fluorouracil (5-FU): 5-Fluorouracil at a dose of 10 mg/kg day by day in saline was given through i.p. to rats for 14 days. Group IV (CPA+5-FU): Rats were given CPA followed by 5-FU at a dose of 10 mg/kg per day (day by day) through i.p. to rats for 14 days. At the end of the experimental period, rats were anesthetized using light ether. Blood samples were taken for hematological evaluation. Results: White blood cells, hemoglobin content and red blood cell counts were significantly decline in rats treated with individual treatment with CPA and 5-FU in comparison to the control group, while the Combination antagonize the changes produced by CPA in hemoglobin and red blood cell counts. Intraperitoneal individual treatment with CPA and 5-FU in rats caused a significant reduction in the hematocrit and platelet. The reductions in these measured hematological parameters were also significantly and slightly ameliorated when the animals were given a combination of CPA and 5-FU. Cyclophosphamide and 5-FU individually reduced lymphocytes, neutrophils, eosinophils, and monocytes; while the combination of CPA and 5-FU antagonized these changes compared to CPA treated group. Conclusion: It could be concluded that the treatment of mammals with chemotherapy is associated with the production of free radicals that lead to hazardous alterations in hematological parameters. However, 5-FU and CPA combination could produce a significant amelioration in most cases for these changes. Future work should consider combined chemotherapy regimens, as two or more mechanisms of action of chemotherapeutic drugs could be more powerful than one mechanism. Using cyclophosphamide and 5-fluorouracil in combination may reduce cyclophosphamide’s side effects when given individually.

In mid 2000s, a new Fintech era has commenced which is known as “Crowd lending” or “FinTech Credit” whereby credit activities are realized online through internet platforms that match borrowers with lenders (investors). Those kinds of lending activities are named Peer to Peer Lending (P2P). The purpose of this study to elaborate the functioning and regulatory framework of P2P lending in US and China. Those two countries can be considered as two conspicuous example of the application of P2P lending especially in terms of regulation. China transformed its P2P market in 2015 after a long loose regulation period and US from the very beginning applied a strict regulation on the market. By that way, a set of terms of regulation is aimed to be proposed especially for the emerging market countries. It is thought that P2P lending can contribute to the economic development of the emerging market countries if it is applied properly. The contribution of this study to newly developing literature is to provide a comparison and also a set of terms of regulation to be applied in the emerging market countries.