The Role of AI in Serious Games and Gamification for Health: Scoping Review.

BACKGROUND: Artificial intelligence (AI) and game-based methods such as serious games or gamification are both emerging technologies and methodologies in health care. The merging of the two could provide greater advantages, particularly in the field of therapeutic interventions in medicine. OBJECTIVE: This scoping review sought to generate an overview of the currently existing literature on the connection of AI and game-based approaches in health care. The primary objectives were to cluster studies by disease and health topic addressed, level of care, and AI or games technology. METHODS: For this scoping review, the databases PubMed, Scopus, IEEE Xplore, Cochrane Library, and PubPsych were comprehensively searched on February 2, 2022. Two independent authors conducted the screening process using Rayyan software (Rayyan Systems Inc). Only original studies published in English since 1992 were eligible for inclusion. The studies had to involve aspects of therapy or education in medicine and the use of AI in combination with game-based approaches. Each publication was coded for basic characteristics, including the population, intervention, comparison, and outcomes (PICO) criteria; the level of evidence; the disease and health issue; the level of care; the game variant; the AI technology; and the function type. Inductive coding was used to identify the patterns, themes, and categories in the data. Individual codings were analyzed and summarized narratively. RESULTS: A total of 16 papers met all inclusion criteria. Most of the studies (10/16, 63%) were conducted in disease rehabilitation, tackling motion impairment (eg, after stroke or trauma). Another cluster of studies (3/16, 19%) was found in the detection and rehabilitation of cognitive impairment. Machine learning was the main AI technology applied and serious games the main game-based approach used. However, direct interaction between the technologies occurred only in 3 (19%) of the 16 studies. The included studies all show very limited quality evidence. From the patients' and healthy individuals' perspective, generally high usability, motivation, and satisfaction were found. CONCLUSIONS: The review shows limited quality of evidence for the combination of AI and games in health care. Most of the included studies were nonrandomized pilot studies with few participants (14/16, 88%). This leads to a high risk for a range of biases and limits overall conclusions. However, the first results present a broad scope of possible applications, especially in motion and cognitive impairment, as well as positive perceptions by patients. In future, the development of adaptive game designs with direct interaction between AI and games seems promising and should be a topic for future reviews.

The untapped potential of Games for Health in times of crises. A critical reflection.

Given its promising role in public health to address hard to reach population groups, game-based interventions (i.e., Games for Health, G4H) have experienced growing interest in recent years. Therefore, it is surprising that they have played only a minor role during the COVID-19 pandemic. Hence, the aim of this paper is to reflect the opportunities and challenges of G4H especially during the pandemic but also with regard to future health crises. As commercial video games (i.e., those that primarily aim to entertain its users) were often used to deal with the containment measures during the COVID-19 pandemic, we call for greater cooperation with commercial game makers to distribute health-related messages via entertainment games. With regard to G4H we see a need to (i) strengthen the intervention theory underlying game-based applications, (ii) to enhance the appeal of games in order to maintain the interest of users in the long term, and (iii) to improve the evidence base using appropriate study designs. Finally, we argue for (iv) greater user involvement, both in terms of developing game-based approaches and as co-researchers in solving complex health problems.

Publication activities relating to digital teaching and learning in the GMS Journal for Medical Education - a descriptive analysis (1984-2020).

Aims and objectives: Digital teaching, learning and assessment have been part of medical education and continuing education for decades. The objective of this review paper is to highlight developments and perspectives in these areas in the GMS Journal for Medical Education (GMS JME). Methodology: In the spring of 2020, we conducted a systematic literature search of the Journal for Medical Education (JME) and analysed the articles with regard to different categories such as article type, digital tools used or mode of data collection. Results: Of the 132 articles analysed, 78 were digital interventions (53 of which were exploratory-descriptive), 28 were project descriptions, 16 were surveys of needs or equipment and 10 were concept papers. About one-third of the studies and project reports each dealt with virtual patients or case-based learning, whereas no articles were published on trends such as serious games or virtual reality. Overall, our analysis shows that in many respects, the studies on digital teaching were more broadly based, especially between 2006 and 2010, after which this trend tended to decline again. Conclusions: Our analysis shows that publications in the JME consider some key aspects of digital teaching in medical education and continuing education, such as educational videos or virtual patients. The variability of information and methods of presentation advocate the use of guidelines to optimise the quality of scientific papers. Furthermore, clues for future research topics and experimental study designs are identified.

The use of the online Inverted Classroom Model for digital teaching with gamification in medical studies.

Introduction: In 2014, a newly designed, case-based seminar was successfully implemented in the subjects of health systems, health economics and public health care (GGG). The seminar "The Lonely Patient" is based on a real patient case and deals with the German health care system from the perspective of a patient. In order to create more space for discussion and exchange among students, the seminar was redesigned on the basis of the Inverted Classroom Method (ICM). Project description: Due to the COVID-19 pandemic, new, purely digital teaching formats had to be developed quickly in the sense of Emergency Remote Teaching. Therefore, the Inverted Classroom concept of the seminar was transformed into an online ICM. In order to promote active learning based on the ICAP model (Interactive, Constructive, Active, Passive), the online face-to-face part was designed as a synchronous interactive learner-centered course using the gamified audience response system Kahoot! Results: Evaluation results to date and feedback rounds with students indicate that the online ICM-version of the seminar leads to at least as good evaluation results as the previous face-to-face course. In particular, the students positively emphasize the use of Kahoot! as an activating digital medium. Discussion: Through the use of the ICM and the gamified audience response system Kahoot!, students could be activated in meaningful ways. The resulting discussions about the patient case and teaching content of the quiz questions in the synchronous online course could be implemented just as well as in the classroom-based course of previous semesters. Conclusion: The application of the online ICM, along with the consideration of the ICAP Model, has led to the successful implementation of a digital course within the context of the increased difficulty surrounding the emergency remote teaching. Additionally, students' learning success has remained at a similar level as during traditional classroom-based courses of previous semesters.

Digital health communication and health literacy in times of COVID-19. Planning and implementation of a special course of study in health promotion and prevention.

As a result of the corona pandemic, the amount of digital health information has increased substantially. As the quantity and diversity of information increased, so does the need for evidence based and reliable health information. In the special course of study "Health Communication", students of the Bachelors program "Health Promotion" at Fulda University of Applied Sciences are enabled to develop and disseminate evidence-based health information and preventive messages that meet the demands of the target group. Due to the corona-related university closure, the module "Digital Health Communication" was realized in a digital format during the summer semester 2020. In order to activate students and promote teamwork, the study course used the approach of problem-based and research-based learning. Moreover, the course concept is based on a variety of methods, including MS Teams with screencasts, videos, synchronous teaching sessions, gamified audience response systems, the online Inverted Classroom Model and a final oral examination. Despite various challenges such as the short planning period or the necessary restructuring of a part previously planned as "en bloc", the experiences are mostly positive. Among other things, the use of MS Teams as an integrated learning, collaboration and communication platform has proven to be useful. In the students' feedback, the broad use of methods, the gamification elements and the flexibility of the lecturers are evaluated positively.

Digital teaching as an instrument for cross-location teaching networks in medical informatics: opportunities and challenges.

The increasingly digitized healthcare system requires new skills from all those involved. In order to impart these competencies, appropriate courses must be developed at educational institutions. In view of the rapid development of new aspects of digitization, this presents a challenge; suitable teaching formats must be developed successively. The establishment of cross-location teaching networks is one way to better meet training needs and to make the necessary spectrum of educational content available. As part of the Medical Informatics Initiative, the HiGHmed consortium is establishing such a teaching network, in the field of medical informatics, which covers many topics related to the digitization of the health care system. Various problem areas in the German education system were identified that hinder the development of the teaching network. These problem areas were prioritized firstly according to the urgency of the solution from the point of view of the HiGHmed consortium and secondly according to existing competencies in the participating societies. A workshop on the four most relevant topics was organized with experts from the German Society for Medical Informatics, Biometry and Epidemiology (GMDS), the Society for Medical Education (GMA) and the HiGHmed consortium. These are: recognition of exam results from teaching modules that are offered digitally and across locations, and their integration into existing curricula; recognition of digital, cross-location teaching in the teachers' teaching load; nationwide uniform competencies for teachers, in order to be able to conduct digital teaching effectively and with comparable quality; technical infrastructure to efficiently and securely communicate and manage the recognition of exam results between educational institutions. For all subject areas, existing preliminary work was identified on the basis of working questions, and short- and long-term needs for action were formulated. Finally, a need for the redesign of a technologically supported syntactic and semantic interoperability of learning performance recording was identified.

Blended learning: ten tips on how to implement it into a curriculum in healthcare education.

Blended learning is a meaningful combination of online and face-to-face teaching and learning. In this article we summarize relevant aspects of this format and provide ten tips for educators and curriculum developers on implementing a blended learning curriculum in healthcare education. These general tips are derived from our experience and the available literature and cover the planning and implementation process.

[Game-based approaches to prevention and health promotion: serious games and gamification]. / Spielerische Ansätze in Prävention und Gesundheitsförderung: Serious Games und Gamification.

Digital game-based approaches can be used in the field of prevention and health promotion, for example to promote health-related information or to foster health behavior change. The two most relevant game approaches are "serious games" (games with a serious background) and "gamification" (the application of game-typical elements in nongame contexts). The term serious games is used to describe games that are used to convey serious content, such as health issues. Gamification uses game-design elements such as points, leaderboards, awards, profile design, and team events to increase motivation and performance, for example in learning environments. This narrative article examines the mode of action and study situation as well as the advantages and disadvantages of playful applications in prevention and health promotion and exemplifies some of these applications.Serious games and gamification show great potential in prevention and health promotion. Especially in the case of target groups that are difficult to reach and disinterested, a direct connection to their living environment can be established. The foundations for the effective use of playful approaches in the work and training of health professionals are their already high level of familiarity with the medium of games and that games directly address the basic psychological needs to increase motivation.

The online inverted classroom model (oICM). A blueprint to adapt the inverted classroom to an online learning setting in medical and health education.

This article was migrated. The article was marked as recommended. The idea of this paper is to offer a blueprint, with that facilitators have a guide to set up a complete digital teaching scenario according to the latest insights of didactical research. The corona pandemic forced higher education institutions all around the world to radically shift their curricula from a mix of face-to-face and remote teaching methods to a fully remote curriculum. Though challenging, this time provides opportunities to implement new educational methods and improve the quality of digital teaching. The classical concept of the inverted classroom was modified to meet the special needs of online settings. The proposed online Inverted Classroom Model (oICM) includes the following phases: (1) pre-phase, (2) self-learning-phase, (3) Synchronous online face-to-face phase, (4) transfer-phase, (5) evaluation. Recommendations and potential tools are provided for each phase. The oICM is an innovative and easy to use approach to shape digital teaching and learning processes during and after the CoVid19 pandemic. This blueprint is developed by the committee "Digitalization" of the German Association for Medical Education (GMA) for facilitators without any prior experience with the ICM, but also for those who already teach in a traditional ICM.

[Learning from Mistakes using a Case-based Curriculum in Medical Education for Health Systems/health Economics and Public Health Care]. / Lernen aus Fehlern anhand eines fallbasierten Curriculums im medizinischen Querschnittsbereich Gesundheitssysteme/Gesundheitsökonomie und öffentliche Gesundheitspflege.

AIM OF THE STUDY: There are hardly any concepts on how to impart knowledge about the own health system to students and to clarify the importance and practical relevance of the topic. The case-based approach and the errors described therein should highlight the relevance of the topic to the medical profession. METHODOLOGY: A course concept was developed with focus on the practical relevance of the content to students. This was based on a method mix of game-based learning, case-based and cooperative learning. The seminar describes the path of a cancer patient through health care, an issue which, due to a lack of agreements and other interface problems, is dealt with unsatisfactorily. RESULTS: Analyses showed that students (n=1162) had moderate interest in the topic of the seminar during both survey periods. However, they found the method of case-based learning to be good and rated the relevance of the topic as high. CONCLUSIONS: The relevance of the topic complex GGG for later professional activity was apparently recognized by the students. The low motivation of the students to engage with this topic could be reduced, as confirmed by reports of the lecturers.

Teaching load - a barrier to digitalisation in higher education? A position paper on the framework surrounding higher education medical teaching in the digital age using Bavaria, Germany as an example.

This position paper describes the legal framework requirements when crediting digital teaching formats towards the teaching load in higher education medical teaching, as exemplified by the Federal State of Bavaria in Germany. It reveals the need for precise rules adapted to the advances in technology, if the process of digitalisation in higher education (HE) is not to come to a halt. If HE institutions are to act as centres of innovation with respect to the implementation of digital teaching and learning formats, then structural and strategic positioning with regard to e- and blended learning above all is called for in addition to financial resources, as well as the distribution and sustainable incorporation of digital offerings in faculties and HE institutions. There is a great deal of insecurity however with respect to the legal framework requirements and how best to count digital teaching towards one's own teaching load. This results to some extent from the complexity of current laws and regulations partially overtaken by didactic and methodological changes in education, with decentralised educational federalism only adding to the complexity. Bearing in mind teaching and learning formats that are undergoing change or have already been transformed, ways of adapting the (legal) framework to the digital shift need to be found, last but not least in order to offer enthusiastic teaching staff incentives to develop and expand digital formats.

[Digital learning and teaching in medical education : Already there or still at the beginning?] / Digitale Lehr- und Lernangebote in der medizinischen Ausbildung : Schon am Ziel oder noch am Anfang?

The current choice of digital teaching and learning formats in medicine is very heterogeneous. In addition to the widely used classical static formats, social communication tools, audio/video-based media, interactive formats, and electronic testing systems enrich the learning environment.For medical students, the private use of digital media is not necessarily linked to their meaningful use in the study. Many gain their experience of digital learning in the sense of "assessment drives learning", especially by taking online exams in a passive, consuming role. About half of all medical students can be referred to as "e-examinees" whose handling of digital learning is primarily focused on online exam preparation. Essentially, they do not actively influence their digital environment. Only a quarter can be identified as a "digital all-rounder", who compiles their individual learning portfolio from the broad range of digital media.At present, the use of digital media is not yet an integral and comprehensive component of the teaching framework of medical studies in Germany, but is rather used in the sense of a punctual teaching enrichment. Current trends in digital teaching and learning offerings are mobile, interactive, and personalized platforms as well as increasing the relevance of learning platforms. Furthermore, didactical concepts targeting the changed learning habits of the students are more successful regarding the acceptance and learning outcomes. In addition, digitalization is currently gaining importance as a component in the medical school curricula.

Concept and benefits of the Inverted Classroom method for a competency-based biochemistry course in the pre-clinical stage of a human medicine course of studies.

Background: Medical students often have a problem recognising the relevance of basic science subjects for their later professional work in the pre-clinical stage of their studies. This can lead to a lower motivation to learn biochemical content and dissatisfaction in the courses amongst the students. Alternative teaching methods such as the Inverted Classroom (IC) method can address this deficiency. The goal of this study was: to analyse the motivation and satisfaction of the students in a biochemistry seminar through the use of the e-learning-based IC method, to investigate the acceptance against the IC teaching method in biochemistry, and to compare the learning success achieved using the IC approach with that of a traditional course. We also investigated how a biochemistry course in the pre-clinical stage of a human medicine course of studies can be successfully organised according to the IC method. Furthermore, we examined the benefits of the IC method over conventional teaching formats. Method: The IC method was implemented in accordance with the guidelines of the GMA committee "New Media" [30] in a biochemistry seminar for two student IC intervention groups with 42 students. A part of the factual knowledge from the on-site phase in the form of teaching videos together with self-learning control tasks were provided online before the seminar for both IC intervention groups. Exporting content to the self-learning phase creates new free time in the on-site phase, during which the content can be critically considered and processed and additional competency-based learning objectives can be taught. Identical biochemistry teaching content was taught in parallel control groups (14 student groups with n=299 students), but no material was handed out beforehand for a self-learning phase. These students only received the materials after the on-site phase. Motivation and satisfaction as well as the acceptance for the teaching methods were recorded by questionnaires, the acquisition of knowledge by MC exams. Results: On a Likert scale from 1 (strongly disagree) to 6 (strongly agree), the students in the IC intervention groups could be seen to be much more motivated (5.53) than students in the control group (4.01). Students in the IC intervention groups also recognised the relevance of the learning content much more clearly (5.44) than students in the control group (4.01). Furthermore, the IC group also observed that additional competencies were trained in addition to the biochemistry content. In addition, the IC intervention group award the event a school grade of 1.53, the traditional control group a grade of 2.96. The teaching videos were rated very positively by both groups with an average school grade of 1.3 in each case. A qualitative analysis showed that the motivation and a positive attitude of the lecturers played a decisive role in the successful implementation of the IC method. Discussion and conclusion: Pre-clinical students display a high acceptance of the e-learning-based IC method. Teaching communication competencies in a biochemistry seminar was also rated very positively by the students. The quality of the teaching video and the motivation of the lecturers were shown to be a critical parameter for the successful performance of the IC method. What's more, the IC method can contribute to implementing a competence orientation in medical studies.

An Introduction to the Inverted/Flipped Classroom Model in Education and Advanced Training in Medicine and in the Healthcare Professions.

In describing the inverted classroom model (ICM), the following paper is meant to provide an introduction to the subject matter and to serve as a practical guide for those wishing to employ its methods in basic and advanced medical training and education. The ICM is a blended-learning method in which a self-directed learning phase (individual phase) precedes the classroom-instruction phase. During the online phase, factual knowledge is imparted that serves as a basis for the classroom phase. The classroom phase should subsequently be used to assimilate and implement the previously gained knowledge. In contrast, traditional course concepts impart factual knowledge in lectures, for example, or in other face-to-face teaching formats and are followed by the students' self-instruction in order to assimilate this knowledge. The goal of the ICM is the shift from passive learning to accelerated learning in order to foster learning at cognitively demanding levels such as analysis, synthesis and evaluation. The concurrent increase in production and use of screencasts and educational videos, the Open Educational Resources "movement" and the widespread use of Massive Open Online Courses (MOOCS) have contributed to the increased dissemination of the inverted-classroom method. The intention of the present paper is to provide an introduction to the subject matter and simultaneously to offer a short overview of important projects and research results in the field of medical education and other health professions. Furthermore, an outline is given of the advantages and disadvantages of the model as well as its potential benefit to the future of medical education and training.

A qualitative analysis of virtual patient descriptions in healthcare education based on a systematic literature review.

BACKGROUND: Virtual Patients (VPs) have been in the focus of research in healthcare education for many years. The aim of our study was to analyze how virtual patients are described in the healthcare education literature, and how the identified concepts relate to each other. METHODS: We performed a literature review and extracted 185 descriptions of virtual patients from the articles. In a qualitative content analysis approach we inductively-deductively developed categories and deducted subcategories. We constructed a concept map to illustrate these concepts and their interrelations. RESULTS: We developed the following five main categories: Patient, Teacher, Virtual Patient, Curriculum, and Learner. The concept map includes these categories and highlights aspects such as the under-valued role of patients in shaping their virtual representation and opposing concepts, such as standardization of learner activity versus learner-centeredness. CONCLUSIONS: The presented concept map synthesizes VP descriptions and serves as a basis for both, VP use and discussions of research topics related to virtual patients.