TY - JOUR A1 - Wehner, Helena A1 - Huchler, Katharina A1 - Fritz, Johannes T1 - Quantification of foraging areas for the Northern Bald Ibis (Geronticus eremita) in the northern Alpine foothills: a random forest model fitted with optical and actively sensed earth observation data JF - Remote Sensing N2 - The Northern Bald Ibis (Geronticus eremita, NBI) is an endangered migratory species, which went extinct in Europe in the 17th century. Currently, a translocation project in the frame of the European LIFE program is carried out, to reintroduce a migratory population with breeding colonies in the northern and southern Alpine foothills and a common wintering area in southern Tuscany. The population meanwhile consists of about 200 individuals, with about 90% of them carrying a GPS device on their back. We used biologging data from 2021 to model the habitat suitability for the species in the northern Alpine foothills. To set up a species distribution model, indices describing environmental conditions were calculated from satellite images of Landsat-8, and in addition to the well-proven use of optical remote sensing data, we also included Sentinel-1 actively sensed observation data, as well as climate and urbanization data. A random forest model was fitted on NBI GPS positions, which we used to identify regions with high predicted foraging suitability within the northern Alpine foothills. The model resulted in 84.5% overall accuracy. Elevation and slope had the highest predictive power, followed by grass cover and VV intensity of Sentinel-1 radar data. The map resulting from the model predicts the highest foraging suitability for valley floors, especially of Inn, Rhine, and Salzach-Valley as well as flatlands, like the Swiss Plateau and the agricultural areas surrounding Lake Constance. Areas with a high suitability index largely overlap with known historic breeding sites. This is particularly noteworthy because the model only refers to foraging habitats without considering the availability of suitable breeding cliffs. Detailed analyses identify the transition zone from extensive grassland management to intensive arable farming as the northern range limit. The modeling outcome allows for defining suitable areas for further translocation and management measures in the frame of the European NBI reintroduction program. Although required in the international IUCN translocation guidelines, the use of models in the context of translocation projects is still not common and in the case of the Northern Bald Ibis not considered in the present Single Species Action Plan of the African-Eurasian Migratory Water bird Agreement. Our species distribution model represents a contemporary snapshot, but sustainability is essential for conservation planning, especially in times of climate change. In this regard, a further model could be optimized by investigating sustainable land use, temporal dynamics, and climate change scenarios. KW - Northern Bald Ibis KW - conservation KW - species distribution modeling KW - random forest modeling KW - remote sensing KW - reintroduction Y1 - 2022 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-262245 SN - 2072-4292 VL - 14 IS - 4 ER - TY - JOUR A1 - Wegener, Sonja A1 - Schindhelm, Robert A1 - Sauer, Otto A. T1 - Implementing corrections of isocentric shifts for the stereotactic irradiation of cerebral targets: Clinical validation JF - Journal of Applied Clinical Medical Physics N2 - Purpose: Any Linac will show geometric imprecisions, including non-ideal alignment of the gantry, collimator and couch axes, and gantry sag or wobble. Their angular dependence can be quantified and resulting changes of the dose distribution predicted (Wack, JACMP 20(5), 2020). We analyzed whether it is feasible to correct geometric shifts during treatment planning. The successful implementation of such a correction procedure was verified by measurements of different stereotactic treatment plans. Methods: Isocentric shifts were quantified for two Elekta Synergy Agility Linacs using the QualiForMed ISO-CBCT+ module, yielding the shift between kV and MV isocenters, the gantry flex and wobble as well as the positions of couch and collimator rotation axes. Next, the position of each field's isocenter in the Pinnacle treatment planning system was adjusted accordingly using a script. Fifteen stereotactic treatment plans of cerebral metastases (0.34 to 26.53 cm3) comprising 9–11 beams were investigated; 54 gantry and couch combinations in total. Unmodified plans and corrected plans were measured using the Sun Nuclear SRS-MapCHECK with the Stereophan phantom and evaluated using gamma analysis. Results: Geometric imprecisions, such as shifts of up to 0.8 mm between kV and MV isocenter, a couch rotation axis 0.9 mm off the kV isocente,r and gantry flex with an amplitude of 1.1 mm, were found. For eight, mostly small PTVs D98 values declined more than 5% by simulating these shifts. The average gamma (2%/2 mm, absolute, global, 20% threshold) was reduced from 0.53 to 0.31 (0.32 to 0.30) for Linac 1 (Linac 2) when including the isocentric corrections. Thus, Linac 1 reached the accuracy level of Linac 2 after correction. Conclusion: Correcting for Linac geometric deviations during the planning process is feasible and was dosimetrically validated. The dosimetric impact of the geometric imperfections can vary between Linacs and should be assessed and corrected where necessary. KW - isocenter KW - quality assurance KW - stereotactic irradiation Y1 - 2022 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-312906 VL - 23 IS - 5 ER - TY - JOUR A1 - Wegener, Christian A1 - Chen, Jiangtian T1 - Allatostatin A signalling: progress and new challenges from a paradigmatic pleiotropic invertebrate neuropeptide family JF - Frontiers in Physiology N2 - Neuropeptides have gained broad attraction in insect neuroscience and physiology, as new genetic tools are increasingly uncovering their wide-ranging pleiotropic functions with high cellular resolution. Allatostatin A (AstA) peptides constitute one of the best studied insect neuropeptide families. In insects and other panarthropods, AstA peptides qualify as brain-gut peptides and have regained attention with the discovery of their role in regulating feeding, growth, activity/sleep and learning. AstA receptor homologs are found throughout the protostomia and group with vertebrate somatostatin/galanin/kisspeptin receptors. In this review, we summarise the current knowledge on the evolution and the pleiotropic and cell-specific non-allatostatic functions of AstA. We speculate about the core functions of AstA signalling, and derive open questions and challengesfor future research on AstA and invertebrate neuropeptides in general. KW - neuropeptide signalling KW - feeding KW - intestinal control KW - sleep/activity KW - kisspeptin/galanin/spexin signalling KW - metabolism and growth KW - learning KW - cardioactive factor Y1 - 2022 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-278749 SN - 1664-042X VL - 13 ER - TY - JOUR A1 - Wech, Tobias A1 - Ankenbrand, Markus Johannes A1 - Bley, Thorsten Alexander A1 - Heidenreich, Julius Frederik T1 - A data-driven semantic segmentation model for direct cardiac functional analysis based on undersampled radial MR cine series JF - Magnetic Resonance in Medicine N2 - Purpose Image acquisition and subsequent manual analysis of cardiac cine MRI is time-consuming. The purpose of this study was to train and evaluate a 3D artificial neural network for semantic segmentation of radially undersampled cardiac MRI to accelerate both scan time and postprocessing. Methods A database of Cartesian short-axis MR images of the heart (148,500 images, 484 examinations) was assembled from an openly accessible database and radial undersampling was simulated. A 3D U-Net architecture was pretrained for segmentation of undersampled spatiotemporal cine MRI. Transfer learning was then performed using samples from a second database, comprising 108 non-Cartesian radial cine series of the midventricular myocardium to optimize the performance for authentic data. The performance was evaluated for different levels of undersampling by the Dice similarity coefficient (DSC) with respect to reference labels, as well as by deriving ventricular volumes and myocardial masses. Results Without transfer learning, the pretrained model performed moderately on true radial data [maximum number of projections tested, P = 196; DSC = 0.87 (left ventricle), DSC = 0.76 (myocardium), and DSC =0.64 (right ventricle)]. After transfer learning with authentic data, the predictions achieved human level even for high undersampling rates (P = 33, DSC = 0.95, 0.87, and 0.93) without significant difference compared with segmentations derived from fully sampled data. Conclusion A 3D U-Net architecture can be used for semantic segmentation of radially undersampled cine acquisitions, achieving a performance comparable with human experts in fully sampled data. This approach can jointly accelerate time-consuming cine image acquisition and cumbersome manual image analysis. KW - undersampling KW - cardiovascular magnetic resonance (CMR) KW - deep learning KW - radial KW - semantic segmentation Y1 - 2022 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-257616 VL - 87 IS - 2 ER - TY - THES A1 - Weber, Tanja T1 - Untersuchung des Einflusses verschiedener Lebenserfahrungen und unterschiedlicher Serotoninhomöostase auf die Neuromorphologie von Pyramidenzellen der CA3-Region des Hippocampus in Mäusen T1 - Investigation of the influence of different life histories and varying serotonin homeostasis on the neuromorphology of pyramidal cells in hippocampal Cornu ammonis sector 3 in mice N2 - Chronischer Stress hat negative Folgen, die sich im Verhalten und auf neuronaler Ebene äußern können. Als besonders stressempfindlich gelten die Neurone der dritten Region des hippocampalen Ammonshorns CA3. Sie reagieren auch im bereits ausgereiften Zustand noch sehr sensibel auf äußere Einflüsse, was als neuronale Plastizität bezeichnet wird. Sie erfahren unter anderem durch Stress und Serotonin morphologische und funktionelle Veränderungen. Serotonin-Transporter wahren das Serotonin-Gleichgewicht, indem sie dessen Wirkung schließlich durch Wiederaufnahme in die Zellen beenden. Polymorphismen, also verschiedene Gen-Varianten, bedingen Unterschiede in der Zahl der verfügbaren Transporter. Dieses Wechselspiel zwischen Gen-Varianten des Serotonin-Transporters und Stress wurde an Serotonin-Transporter-Knockout-Mäusen untersucht. Einige Mäuse erfuhren bereits früh im Leben Stress, der entweder anhielt oder im späteren Leben positiven Erfahrungen wich; weitere Mäuse hingegen machten in frühen Lebensabschnitten positive Erfahrungen, die sich später entweder fortsetzten oder durch Stresserfahrungen ersetzt wurden. Nach Durchführung von Verhaltenstests wurde zudem in deren Golgi-imprägnierten Gehirnen die Morphologie der Apikaldendriten von CA3-Kurzschaft-Pyramidenzellen lichtmikroskopisch untersucht und in 3D-Computermodellen abgebildet. Aufgrund regionaler Eigenheiten innerhalb von CA3 wurden diese Neurone verschiedenen Subpopulationen zugeordnet. Tatsächlich konnten mithilfe der Kombination aus vier verschiedenen Lebensgeschichten und drei unterschiedlichen Serotonin-Transporter-Genotypen Unterschiede in der Morphologie der CA3-Pyramidenzellen zwischen den einzelnen Gruppen festgestellt werden. Ohne Stresserleben zeigten sich die Neurone meist signifikant verzweigter; nach Stresserleben zeigten sich, zumindest in einer bestimmten Subpopulation, signifikante Verminderungen der Spines. Mäuse mit zwei oder einem wildtypischen Serotonin-Transporter-Allel und ausschließlich späten aversiven Erfahrungen hatten signifikant längere Apikaldendriten als die Referenz mit zwei wildtypischen Allelen und ohne Stresserfahrung; homozygot Serotonin-Transporter-defiziente Mäuse der gleichen Lebensgeschichte hatten zur Referenz signifikant verkürzte Apikaldendriten. Diese Ergebnisse lassen vermuten, dass Stress in Verbindung mit genetisch bedingt geringen Mengen des Serotonin-Transporters durchaus eine erhöhte Vulnerabilität für psychische Erkrankungen bedingen könnte, aber dass ausschließlich späte Stresserfahrungen bei höheren Mengen des Serotonin-Transporters auch protektiv wirken könnten. N2 - Chronic stress has a negative impact on behavior and neuronal networks. The neurons of Cornu ammonis sector 3 (CA3) of the hippocampus are shown to be very susceptible to stress. Even when mature, they still react sensitively to their environment, which is called neuronal plasticity. Stress and serotonin tend to influence the neurons morphologically as well as functionally. Serotonin transporters preserve the serotonin homeostasis by terminating the serotonergic effects on respective receptors through reuptake into the surrounding cells. Polymorphisms, several variants of the human serotonin transporter gene, account for differences in the numbers of available serotonin transporters. This interplay between variants of the serotonin transporter gene and stress has been investigated by using the animal model of serotonin transporter knockout mice. Life history of some of these mice started with stressful events that either persisted or was replaced by positive experiences in their later life; the other mice had a pleasant early life that in their late phase of life either went on or was interrupted and henceforth contained stressful incidents. Behavioral tests took place. Afterwards, the Golgi impregnated mouse brains were light microscopically studied for the morphology of the apical dendrites of CA3 short shaft pyramidal cells, which were then transferred into digital 3D models. Due to regional differences in CA3 associated with a large variance in the morphology of these neurons located there, investigated neurons were subdivided into various subpopulations. With the combination of four different life histories and three different serotonin transporter genotypes, differences in the morphology of the CA3 pyramidal cells between the individual groups could be determined. Without the experience of stress, the neurons mostly had significantly more nodes; after stress, the spines were shown to be significantly reduced in at least one of the subpopulations. Mice with two or one wildtype serotonin transporter allele and experiencing only late aversive events had significantly longer apical dendrites than the reference with two wildtype alleles and experiencing no stress at all; homozygous serotonin transporter knockout mice of the same life history had significantly shorter apical dendrites compared to the reference. According to these findings, it can be supposed that stress in conjunction with genetically caused low amounts of the serotonin transporter can indeed increase the vulnerability for psychological disorders but that only late experiences of stress in combination with higher amounts of the serotonin transporter could also have a protective effect. KW - Ammonshorn KW - Hippocampus KW - Stress KW - Angst KW - Serotoninstoffwechsel KW - Pyramidenzelle KW - CA3 Y1 - 2022 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-283542 ER - TY - JOUR A1 - Weber, Heike A1 - Maihofer, Adam X. A1 - Jaksic, Nenad A1 - Bojic, Elma Feric A1 - Kucukalic, Sabina A1 - Dzananovic, Emina Sabic A1 - Uka, Aferdita Goci A1 - Hoxha, Blerina A1 - Haxhibeqiri, Valdete A1 - Haxhibeqiri, Shpend A1 - Kravic, Nermina A1 - Umihanic, Mirnesa Muminovic A1 - Franc, Ana Cima A1 - Babic, Romana A1 - Pavlovic, Marko A1 - Mehmedbasic, Alma Bravo A1 - Aukst-Margetic, Branka A1 - Kucukalic, Abdulah A1 - Marjanovic, Damir A1 - Babic, Dragan A1 - Jakovljevic, Miro A1 - Sinanovic, Osman A1 - Avidbegović, Esmina A1 - Agani, Ferid A1 - Warrings, Bodo A1 - Domschke, Katharina A1 - Nievergelt, Caroline M. A1 - Dzubur-Kulenovic, Alma A1 - Erhardt, Angelika T1 - Association of polygenic risk scores, traumatic life events and coping strategies with war-related PTSD diagnosis and symptom severity in the South Eastern Europe (SEE)-PTSD cohort JF - Journal of Neural Transmission N2 - Objectives Posttraumatic stress disorder (PTSD) is triggered by extremely stressful environmental events and characterized by high emotional distress, re-experiencing of trauma, avoidance and hypervigilance. The present study uses polygenic risk scores (PRS) derived from the UK Biobank (UKBB) mega-cohort analysis as part of the PGC PTSD GWAS effort to determine the heritable basis of PTSD in the South Eastern Europe (SEE)-PTSD cohort. We further analyzed the relation between PRS and additional disease-related variables, such as number and intensity of life events, coping, sex and age at war on PTSD and CAPS as outcome variables. Methods Association of PRS, number and intensity of life events, coping, sex and age on PTSD were calculated using logistic regression in a total of 321 subjects with current and remitted PTSD and 337 controls previously subjected to traumatic events but not having PTSD. In addition, PRS and other disease-related variables were tested for association with PTSD symptom severity, measured by the Clinician Administrated PTSD Scale (CAPS) by liner regression. To assess the relationship between the main outcomes PTSD diagnosis and symptom severity, each of the examined variables was adjusted for all other PTSD related variables. Results The categorical analysis showed significant polygenic risk in patients with remitted PTSD and the total sample, whereas no effects were found on symptom severity. Intensity of life events as well as the individual coping style were significantly associated with PTSD diagnosis in both current and remitted cases. The dimensional analyses showed as association of war-related frequency of trauma with symptom severity, whereas the intensity of trauma yielded significant results independently of trauma timing in current PTSD. Conclusions The present PRS application in the SEE-PTSD cohort confirms modest but significant polygenic risk for PTSD diagnosis. Environmental factors, mainly the intensity of traumatic life events and negative coping strategies, yielded associations with PTSD both categorically and dimensionally with more significant p-values. This suggests that, at least in the present cohort of war-related trauma, the association of environmental factors and current individual coping strategies with PTSD psychopathology was stronger than the polygenic risk. KW - life events KW - PTSD KW - CAPS KW - polygenic risk score KW - coping style Y1 - 2022 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-268541 SN - 1435-1463 VL - 129 IS - 5-6 ER - TY - THES A1 - Warnecke, Sandra T1 - Numerical schemes for multi-species BGK equations based on a variational procedure applied to multi-species BGK equations with velocity-dependent collision frequency and to quantum multi-species BGK equations T1 - Numerische Verfahren für multispezies BGK Gleichungen mittels Variationsansatz angewandt auf multispezies BGK Gleichungen mit geschwindigkeitsabhängiger Stoßfrequenz sowie auf quantenmechanische multispezies BGK Gleichungen N2 - We consider a multi-species gas mixture described by a kinetic model. More precisely, we are interested in models with BGK interaction operators. Several extensions to the standard BGK model are studied. Firstly, we allow the collision frequency to vary not only in time and space but also with the microscopic velocity. In the standard BGK model, the dependence on the microscopic velocity is neglected for reasons of simplicity. We allow for a more physical description by reintroducing this dependence. But even though the structure of the equations remains the same, the so-called target functions in the relaxation term become more sophisticated being defined by a variational procedure. Secondly, we include quantum effects (for constant collision frequencies). This approach influences again the resulting target functions in the relaxation term depending on the respective type of quantum particles. In this thesis, we present a numerical method for simulating such models. We use implicit-explicit time discretizations in order to take care of the stiff relaxation part due to possibly large collision frequencies. The key new ingredient is an implicit solver which minimizes a certain potential function. This procedure mimics the theoretical derivation in the models. We prove that theoretical properties of the model are preserved at the discrete level such as conservation of mass, total momentum and total energy, positivity of distribution functions and a proper entropy behavior. We provide an array of numerical tests illustrating the numerical scheme as well as its usefulness and effectiveness. N2 - Wir betrachten ein Gasgemisch, das aus mehreren Spezies zusammengesetzt ist und durch kinetische Modelle beschrieben werden kann. Dabei interessieren wir uns vor allem für Modelle mit BGK-Wechselwirkungsoperatoren. Verschiedene Erweiterungen des Standard-BGK-Modells werden untersucht. Im ersten Modell nehmen wir eine Abhängigkeit der Stoßfrequenzen von der mikroskopischen Geschwindigkeit hinzu. Im Standard-BGK-Modell wird diese Abhängigkeit aus Gründen der Komplexität vernachlässigt. Wir nähern uns der physikalischen Realität weiter an, indem wir die Abhängigkeit von der mikroskopischen Geschwindigkeit beachten. Die Struktur der Gleichungen bleibt erhalten, allerdings hat dies Auswirkungen auf die sogenannten Zielfunktionen im Relaxationsterm, welche sodann durch einen Variationsansatz definiert werden. Das zweite Modell berücksichtigt Quanteneffekte (für konstante Stoßfrequenzen), was wiederum die Zielfunktionen im Relaxationsterm beeinflusst. Diese unterscheiden sich abhängig von den jeweils betrachteten, quantenmechanischen Teilchentypen. In dieser Doktorarbeit stellen wir numerische Verfahren vor, die auf oben beschriebene Modelle angewandt werden können. Wir legen eine implizite-explizite Zeitdiskretisierung zu Grunde, da die Relaxationsterme für große Stoßfrequenzen steif werden können. Das Kernstück ist ein impliziter Löser, der eine gewisse Potenzialfunktion minimiert. Dieses Vorgehen imitiert die theoretische Herleitung in den Modellen. Wir zeigen, dass die Eigenschaften des Modells auch auf der diskreten Ebene vorliegen. Dies beinhaltet die Massen-, Gesamtimpuls- und Gesamtenergieerhaltung, die Positivität von Verteilungsfunktionen sowie das gewünschte Verhalten der Entropie. Wir führen mehrere numerische Tests durch, die die Eigenschaften, die Nützlichkeit und die Zweckmäßigkeit des numerischen Verfahrens aufzeigen. N2 - Many applications require reliable numerical simulations of realistic set-ups e.g. plasma physics. This book gives a short introduction into kinetic models of gas mixtures describing the time evolution of rarefied gases and plasmas. Recently developed models are presented which extend existing literature by including more physical phenomena. We develop a numerical scheme for these more elaborated equations. The scheme is proven to maintain the physical properties of the models at the discrete level. We show several numerical test cases inspired by physical experiments. KW - Kinetische Gastheorie KW - Simulation KW - Numerisches Verfahren KW - Gasgemisch KW - Plasma KW - multi-fluid mixture KW - kinetic model KW - entropy minimization KW - IMEX KW - velocity-dependent collision frequency Y1 - 2022 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-282378 SN - 978-3-95826-192-1 SN - 978-3-95826-193-8 N1 - Parallel erschienen als Druckausgabe in Würzburg University Press, ISBN 978-3-95826-192-1, 32,90 EUR. PB - Würzburg University Press CY - Würzburg ET - 1. Auflage ER - TY - GEN A1 - Warmdt, Julia A1 - Frisch, Henrik T1 - Digital Storytelling mit Hund Milo – Eine Geschichte im inklusiven Anfangsunterricht am iPad lesen und weitererzählen N2 - „Digital Storytelling mit Hund Milo“ beinhaltet neben dem digitalen Bilderbuch „Hund Milo“ (Illustration: Lena Kaufmann) auch Zusatzmaterial sowie Aufgaben zur Differenzierung. Das Bilderbuch und alle Materialien wurden für erste und zweite inklusive Klassen mit Kindern der Grundschule und des Schwerpunkts Geistige Entwicklung konzipiert. Ziel ist es, Schüler:innen im inklusiven Anfangsunterricht in multimodale Erzählmöglichkeiten der App Book Creator einzuführen (Kapitel eins und zwei), mit denen sie anschließend digital eine Geschichte weitererzählen können (Kapitel drei und vier). In Kapitel fünf wird den Schüler:innen ein mögliches Ende der Geschichte angeboten. Alle Materialien wurden mit Blick auf die oben genannten spezifischen Zielgruppen entwickelt und erprobt. Sie sind im Rahmen des BMBF-geförderten Projekts CoTeach-Arbeitspaket 4 „Medienkompetenzen in inklusiven Grundschulklassen im Bereich Digital Storytelling“ entstanden, das von Prof Dr. Sanna Pohlmann-Rother und Prof. Dr. Christoph Ratz geleitet wird. KW - Bilderbuch KW - Medienkompetenz KW - Inklusiver Unterricht KW - Anfangsunterricht KW - Erzählen KW - Digital Storytelling Y1 - 2022 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-292803 N1 - 2., korrigierte Auflage 2023 verfügbar unter: https://doi.org/10.25972/OPUS-30222 ER - TY - THES A1 - Wanner, Jonas Paul T1 - Artificial Intelligence for Human Decision-Makers: Systematization, Perception, and Adoption of Intelligent Decision Support Systems in Industry 4.0 T1 - Künstliche Intelligenz für menschliche Entscheidungsträger: Systematisierung, Wahrnehmung und Akzeptanz von intelligenten Entscheidungsunterstützungssystemen im Kontext der Industrie 4.0 N2 - Innovative possibilities for data collection, networking, and evaluation are unleashing previously untapped potential for industrial production. However, harnessing this potential also requires a change in the way we work. In addition to expanded automation, human-machine cooperation is becoming more important: The machine achieves a reduction in complexity for humans through artificial intelligence. In fractions of a second large amounts of data of high decision quality are analyzed and suggestions are offered. The human being, for this part, usually makes the ultimate decision. He validates the machine’s suggestions and, if necessary, (physically) executes them. Both entities are highly dependent on each other to accomplish the task in the best possible way. Therefore, it seems particularly important to understand to what extent such cooperation can be effective. Current developments in the field of artificial intelligence show that research in this area is particularly focused on neural network approaches. These are considered to be highly powerful but have the disadvantage of lacking transparency. Their inherent computational processes and the respective result reasoning remain opaque to humans. Some researchers assume that human users might therefore reject the system’s suggestions. The research domain of explainable artificial intelligence (XAI) addresses this problem and tries to develop methods to realize systems that are highly efficient and explainable. This work is intended to provide further insights relevant to the defined goal of XAI. For this purpose, artifacts are developed that represent research achievements regarding the systematization, perception, and adoption of artificially intelligent decision support systems from a user perspective. The focus is on socio-technical insights with the aim to better understand which factors are important for effective human-machine cooperation. The elaborations predominantly represent extended grounded research. Thus, the artifacts imply an extension of knowledge in order to develop and/ or test effective XAI methods and techniques based on this knowledge. Industry 4.0, with a focus on maintenance, is used as the context for this development. N2 - Durch innovative Möglichkeiten der Datenerhebung, Vernetzung und Auswertung werden Potenziale für die Produktion freigesetzt, die bisher ungenutzt sind. Dies bedingt jedoch eine Veränderung der Arbeitsweise. Neben einer erweiterten Automatisierung wird die Mensch-Maschinen-Kooperation wichtiger: Die Maschine erreicht durch Künstliche Intelligenz eine Komplexitätsreduktion für den Menschen. In Sekundenbruchteilen werden Vorschläge aus großen Datenmengen von hoher Entscheidungsqualität geboten, während der Mensch i.d.R. die Entscheidung trifft und diese ggf. (physisch) ausführt. Beide Instanzen sind stark voneinander abhängig, um eine bestmögliche Aufgabenbewältigung zu erreichen. Es scheint daher insbesondere wichtig zu verstehen, inwiefern eine solche Kooperation effektiv werden kann. Aktuelle Entwicklungen auf dem Gebiet der Künstlichen Intelligenz zeigen, dass die Forschung hierzu insbesondere auf Ansätze Neuronaler Netze fokussiert ist. Diese gelten als hoch leistungsfähig, haben aber den Nachteil einer fehlenden Nachvollziehbarkeit. Ihre inhärenten Berechnungsvorgänge und die jeweilige Ergebnisfindung bleiben für den Menschen undurchsichtig. Einige Forscher gehen davon aus, dass menschliche Nutzer daher die Systemvorschläge ablehnen könnten. Die Forschungsdomäne erklärbare Künstlichen Intelligenz (XAI) nimmt sich der Problemstellung an und versucht Methoden zu entwickeln, um Systeme zu realisieren die hoch-leistungsfähig und erklärbar sind. Diese Arbeit soll weitere Erkenntnisse für das definierte Ziel der XAI liefern. Dafür werden Artefakte entwickelt, welche Forschungsleistungen hinsichtlich der Systematisierung, Wahrnehmung und Adoption künstlich intelligenter Entscheidungsunterstützungssysteme aus Anwendersicht darstellen. Der Fokus liegt auf sozio-technischen Erkenntnissen. Es soll besser verstanden werden, welche Faktoren für eine effektive Mensch-Maschinen-Kooperation wichtig sind. Die Erarbeitungen repräsentieren überwiegend erweiterte Grundlagenforschung. Damit implizieren die Artefakte eine Erweiterung des Wissens, um darauf aufbauend effektive XAI-Methoden und -Techniken zu entwickeln und/ oder zu erproben. Als Kontext der eigenen Erarbeitung wird die Industrie 4.0 mit Schwerpunkt Instandhaltung genutzt. KW - Künstliche Intelligenz KW - Entscheidungsunterstützungssystem KW - Industrie 4.0 KW - Explainable AI KW - Erklärbare Künstliche Intelligenz KW - Artificial Intelligence KW - Industry 4.0 KW - Decision Support Systems Y1 - 2022 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-259014 ER - TY - JOUR A1 - Wanner, Jonas A1 - Herm, Lukas-Valentin A1 - Heinrich, Kai A1 - Janiesch, Christian T1 - The effect of transparency and trust on intelligent system acceptance: evidence from a user-based study JF - Electronic Markets N2 - Contemporary decision support systems are increasingly relying on artificial intelligence technology such as machine learning algorithms to form intelligent systems. These systems have human-like decision capacity for selected applications based on a decision rationale which cannot be looked-up conveniently and constitutes a black box. As a consequence, acceptance by end-users remains somewhat hesitant. While lacking transparency has been said to hinder trust and enforce aversion towards these systems, studies that connect user trust to transparency and subsequently acceptance are scarce. In response, our research is concerned with the development of a theoretical model that explains end-user acceptance of intelligent systems. We utilize the unified theory of acceptance and use in information technology as well as explanation theory and related theories on initial trust and user trust in information systems. The proposed model is tested in an industrial maintenance workplace scenario using maintenance experts as participants to represent the user group. Results show that acceptance is performance-driven at first sight. However, transparency plays an important indirect role in regulating trust and the perception of performance. KW - user acceptance KW - intelligent system KW - artificial intelligence KW - trust KW - system transparency Y1 - 2022 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-323829 SN - 1019-6781 VL - 32 IS - 4 ER -