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Experiences and perceptions of a 12-week combined exercise and dietary supplement program for individuals with knee osteoarthritis : a qualitative focus group study
Tina Čeh, Jernej Završnik, Nejc Šarabon, Mirko Prosen, 2026, izvirni znanstveni članek

Opis: Background Exercise program and dietary supplements are commonly used in the conservative management of knee osteoarthritis (KOA) and have both been shown to reduce pain and improve physical function. Combining these approaches may offer additive benefits or introduce specific adherence challenges from the patient perspective. The combination of structured exercise with dietary supplements remains underexplored, especially through qualitative approaches. This study aims to investigate the lived experiences, perceived benefits, challenges, and motivational factors among participants of a targeted exercise program combined with dietary supplementation. Methods A qualitative study design with three focus group was used to explore participants overall experiences, motivational factors, and barriers to participation immediately after program. The sample included 16 older adults with KOA (Kellgren–Lawrence grade 1–3, 14 women and 2 men). Two moderators facilitated each focus group using topic guide. Data were analysed using inductive thematic analysis. Results Six main themes were identified: (1) recognized effects of exercise, (2) motivators and barriers to exercise, (3) group exercise and its impact on daily life, (4) recognized health care limitations, (5) experiences and practices of dietary supplement use, and (6) perspectives on program continuation and expansion. Conclusions Participants’ experiences with the combined exercise and dietary supplementation program for KOA highlighted the importance of social support, professional guidance, and self-motivation. Barriers included physical limitations, time constraints, and psychological challenges, while reported benefits included reduced pain, improved mood, and enhanced social engagement. Participants’ tendency to perceive exercise and supplementation as separate components indicates that, in practice, combined interventions may function as parallel rather than integrated strategies unless explicitly framed and supported as a unified approach
Ključne besede: knee osteoarthritis, exercise program, dietary supplements, qualitative study, physical rehabilitation, patient experience, motivation
Objavljeno v RUP: 21.02.2026; Ogledov: 243; Prenosov: 1
.pdf Celotno besedilo (1006,15 KB)
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Qualitative control learning can be much faster than reinforcement learning
Domen Šoberl, Ivan Bratko, 2025, izvirni znanstveni članek

Opis: Reinforcement learning has emerged as a prominent method for controlling dynamic systems in the absence of a precise mathematical model. However, its reliance on extensive interactions with the environment often leads to prolonged training periods. In this paper, we propose an alternative approach to learning control policies that focuses on learning qualitative models and uses symbolic planning to derive a qualitative plan for the control task, which is executed by an adaptive reactive controller. We conduct experiments utilizing our approach on the cart-pole problem, a standard benchmark in dynamic system control. We additionally extend this problem domain to include uneven terrains, such as driving over craters or hills, to assess the robustness of learned controllers. Our results indicate that qualitative learning offers significant advantages over reinforcement learning in terms of sample efficiency, transferability, and interpretability. We demonstrate that our proposed approach is at least two orders of magnitude more sample efficient in the cart-pole domain than the usual variants of reinforcement learning.
Ključne besede: qualitative modeling, qualitative reasoning, qualitative control, transfer learning
Objavljeno v RUP: 07.08.2025; Ogledov: 748; Prenosov: 17
.pdf Celotno besedilo (1,53 MB)
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Learning qualitative models of dynamical systems from numerical data : final project paper
Mia Miletić, 2024, diplomsko delo

Ključne besede: qualitative modeling, Padé algoritem, dynamical system
Objavljeno v RUP: 08.09.2024; Ogledov: 1707; Prenosov: 15
.pdf Datoteka (2,30 MB)

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Therapists' experiences and views on working with suicidal clients : a qualitative study
Tina Podlogar, Diego De Leo, Gregor Žvelc, 2019, objavljeni povzetek znanstvenega prispevka na konferenci

Ključne besede: psychotherapy, suicidality, experiences, qualitative study
Objavljeno v RUP: 16.10.2019; Ogledov: 3902; Prenosov: 22
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Perceptions of novel food consumption : magistrska naloga
Gabriel Lagunes Martínez, 2016, magistrsko delo

Ključne besede: novel food, consumption, socioeconomic, quantitative, qualitative
Objavljeno v RUP: 10.11.2016; Ogledov: 3680; Prenosov: 160
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