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The last few years have seen incredibly rapid progress in the field of generative artificial intelligence. Talking to machines and getting answers in natural language is part of our new, elusive normal. Driven by the exponential growth of both computing power and internet-scale data, our new digital assistants are trained by estimating the most likely next element of a given context. Recent years have clearly shown that this general objective can lead to the ability to develop complex and diverse capabilities from simple principles. At the same time, however, it can lead to interesting structures in the compression of the training data and sometimes to unpredictable artefacts. The aim of this article is to shed light on the mechanisms behind current large language models and to provide guidance on how to get the best answers to a question.

Dear josha-journal readers, Welcome to our second issue 2024! The josha team has selected an interesting range of topics for all readers. One thing will increasingly accompany medicine and all of us in the coming years. Medicine without artificial intelligence will be unthinkable in the future. It is already expanding our horizons enormously and still holds a wealth of possibilities for the future. A team of AI and medicine experts in Freiburg is testing the many possibilities in oncology. However, despite the wide range of potential, ethical and regulatory considerations are taken into account when developing therapies. Medicine, psychology, education and artificial intelligence also play a key role in other articles in this issue. Papers come from Brazil, Nigeria and Germany. The josha team wishes all readers an exciting and scientifically enlightening read.

This communication presents the long-term vision of AI-optimized cancer therapy based on automated adaptive dosing. The idea is to have an AI-controlled therapeutic system that administers microdoses from information obtained from low-power sensors, which could improve patient quality and survival. While this idea has not been implemented for cancer yet, there are similar health interventions in cancer (not using AI) and in diabetes (using AI) that serve as precedents. However, there are still major challenges to tackle, such as identifying relevant, measurable, and reasonably costly tumor markers and dealing with the enormous combinatorial potential for a rapid and effective response in individual cases. The paper proposes a dual process to address these challenges, involving collecting initial findings in vitro and investigating tumor markers for their transferability to in vivo systems.

This final Chapter provides an overview of the critical interplay between religious education and peace education in Northern Nigeria, a region marked by its diverse religious landscape and recurring interfaith conflicts. Al-amin argues that integrating peace education into religious curricula and community programs can play a pivotal role in mitigating religious-based conflicts in Northern Nigeria. He highlights the importance of inclusive, non-biased education that respects the plurality of beliefs and promotes peaceful coexistence. He discusses the challenges and opportunities in implementing such an approach, including the engagement of religious leaders, educational institutions, and civil society organizations.

Quality assurance in education has become an increasingly important topic in Nigeria due to the need to improve the standard of education in the country. Chapter Seven discusses the challenges and ways to improve the quality of education in the Colleges of Education in Nigeria. Al-amin investigated that the challenges of quality assurance in the Colleges of Education in Nigeria include inadequate funding, poor infrastructure, inadequate staffing, lack of standardization, and inadequate monitoring and evaluation. He further proffers solutions to these challenges which include adequate funding, provision of infrastructure, employment of qualified staff, standardization of curricula, and effective monitoring and evaluation.

Chapter Six is full of numerous challenges that hinder the effectiveness of producing quality teachers in the colleges of education in Nigeria. The major challenges identified by Al-amin include inadequate funding, lack of qualified personnel, outdated curriculum, poor infrastructure, and inadequate facilities. He opined that these challenges have significant implications for the quality of teacher education in Nigeria and the nation's educational system as a whole.

In Chapter Five, Al-amin identifies the problems and solutions to the administration of colleges of education in Nigeria. According to Al-amin, some of these major challenges are inadequate funding, poor infrastructure, inadequate staff, and ineffective management. Therefore, he recommends the need for increased funding, improved infrastructure, recruitment of qualified staff, and effective management strategies as possible solutions to these challenges. He finally concludes that addressing these challenges would enhance the quality of education and training provided by colleges of education in Nigeria, leading to the development of a more skilled and productive workforce.

In Chapter Four, Al-amin identifies the challenges hindering the state of girls' education in Nigeria and proposes possible solutions to these problems. He concludes that the Nigerian government needs to implement policies that promote equal opportunities for girls' education, invest in infrastructure development, and prioritize education in the country's budget allocation. Non-governmental organizations should also partner with government agencies to provide scholarships and support services to girls from impoverished backgrounds. He finally suggests that cultural and traditional practices that discriminate against the girl-child need to be addressed through sensitization campaigns and community-based interventions.

Makarantar Ilimi and its curriculum occupy a special and important position in the transmission of knowledge in Northern Nigerian society, shedding light on its significance in fostering education, preserving traditional knowledge, and promoting social cohesion. In Chapter Three, Al-amin examines Makarantar Ilimi and its curriculum in the context of northern Nigeria. He argues that understanding its curriculum is essential for appreciating the rich tapestry of education in Nigeria, where traditional and formal systems often coexist and complement each other in shaping the nation's future generations.

Ulrich Rommelfanger’s paper addresses the complex issue of academic misconduct. With respect to claiming financial damage due to plagiarism, he overlooks the fact that, as a rule, the author of the original text had to assign his copyright to the academic publisher before publication. The reader wonders what is the point of all the fuss and the appeal to professors to take action against plagiarism if no copyright holder is demanding damages. From JOSHA's point of view, the fight against data fabrication, deliberate falsification and misinterpretation is much more important. This actually causes immense damage to patients, subsequent research, sponsors and society as a whole. Here, Rommelfanger remains brief and resigned to the lack of effective control by peer reviews.