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Casey C. Bennett, Čedomirka Stanojević, S. Šabanović, J. Piatt, Seongcheol Kim

∗ Socially-Assistive Robots (SARs) hold great potential to revolutionize the way we manage chronic illness outside clinical settings, but a current limitation to their broad adoption for this purpose is the lack of “ground truth” around interactions between robots and humans in in-home settings. Such ground truth is a necessity for using robotic sensor data for machine learning models of patient activity patterns or to create AI to customize robotic interactive behavior autonomously. Traditional subjective recall-based data collection methods lack the fine-grained temporal detail to support such AI development, as well as suffering from “recall bias” effects. One potential solution to this challenge is to adapt novel forms of interaction assessment, such as ecological momentary assessment (EMA), to collect patient interaction data in real-time . Here we describe a pilot study utilizing such an EMA system with SARs. We describe the development of the EMA framework, theoretical design issues, and lessons learned. Preliminary machine learning results indicate 75-80% accuracy for detecting specific interaction modalities. We also discuss the potential utility of EMA for exploring cross-cultural differences with in-the-wild robot use, and as a tool to support participatory design research on robotics in healthcare settings.

Sthephanine Mourão Freitas, Lilianne Meneses de Araújo, Luciana Rodrigues da Silva, Francisca Jeis Lima Araujo, D. L. L. Damasceno, Talyta Ruthyelem de Sousa e Silva, Wesliana Silveira de Sousa, A. Costa et al.

Ana Damjanovic, Burak Koyutürk, Yan-Sheng Li, D. Menga, C. Eickes, H. El-Sayed, H. Gasteiger, Tim‐Patrick Fellinger et al.

S. Popović, Ljiljana Stević

This paper shall explore the reasons that triggered China to boost its security and economic influence within the United Nations Peacekeeping Operations (UNPKO) as a tool for embracing international challenges. By doing so, China is not just sharing the burden of providing international stability and achieving the UN Sustainable Development Goals, but exerting its influence in the process. Analysing the proposed subject, it will be demonstrated that China faces numerous obstacles whilst trying to insert the “Chinese characteristics” within the geopolitical order, geo-economics distribution of wealth and international security architecture. Instead of being perceived as a responsible stakeholder, China`s ambitious initiatives can, additionally, stir the China Threat Theory in the international community. This paper shall be consisted of two parts. The first part will tackle China`s growing footprint within the UNPKO from the end of the Cold War onward. The second part will explore the reasons that triggered China to swift its role within the UNPKO. Both global and domestic reasons will be analysed too.

Šejla Bjelopoljak, Arijana Midžić

Education reform that follows the needs of all students, parents and employees in educational institutions would imply goal-oriented action. The practice that promotes a concept focused on the teaching content and which does not even announce the learning outcomes in the pedagogical records confirms that the student is not a subject of the educational process and that there is a possible gap between theory and practice. However, what if we see this realization as a possibility? If we started the analysis of the quality of practice orientations and “from the end,” we would determine the factual role of all those involved in the educational process without, possibly unnecessary, polar orientations “for and against”. The aim of this paper is to examine the orientation of the curriculum present in the practice of educational institutions in order to conclude about the pedagogical discourse as the basis for change. The paper first operationalizes the concepts with regard to the types of curriculum present in educational practice, and then empirically verifies the testing of the set hypotheses. The obtained research results show that all curriculum orientations are equally represented in educational practice; classroom and subject teachers do not differ in the implementation of the educational process according to the type of curriculum and the orientation to learning outcomes and teaching goals contribute to the explanation of the open and closed curriculum. The last part of the paper explains and critically discusses pedagogical discourse as an agent for changes in the field of educational practice quality based on initial reflections on the current focus on competencies as a pedagogical standard. The contribution to the research was given by 113 educators employed in primary schools by providing answers to the created e-Instrument for the purpose of the research.

Amer Kajmakovic, Samuel Manfredi, Markus Brillinger, Dominik Leder

The proliferation of the industrial digitisation through paradigms such as Industry 4.0 or Industrial Internet of Things have created a more complex work environment for human workers. Even though robots and machines have been created to make workers’ jobs easier and less stressful, work-related stress is still present in industrial environments. In addition to the traditional stressors such as workload or strict deadlines, the constant demand for interaction with robots and machines and the poorly designed and unclear interfaces lead to additional cognitive stress for workers. In this poster, we outline a system based on wearable sensors that can collect and store data relevant to the assessment of workers’ stress. The sensors measure physiological indicators such as heart rate or respiratory rate, as well as geospatial data that includes GPS coordinates and workers’ movement, speed and acceleration. The data generated by the sensors is transmitted to the lightweight on-board unit on the back of the fabrics (T-shirt or bra) and then streamed to the processing unit (Raspberry Pi) via BLE. The collected data will be processed in order to describe the relationships between the stressors and the workers’ health status and behavior.

A. Facciorusso, B. Kovacevic, Dennis Yang, F. Vilas-Boas, B. Martínez-Moreno, S. Stigliano, G. Rizzatti, M. Sacco et al.

Background and study aims Endoscopic ultrasound-guided through-the-needle biopsy (TTNB) of pancreatic cystic lesions (PCLs) is associated with a non-negligible risk for adverse events (AEs). We aimed to identify the hierarchic interaction among independent predictors for TTNB-related AEs and to generate a prognostic model using recursive partitioning analysis (RPA). Patients and methods Multicenter retrospective analysis of 506 patients with PCLs who underwent TTNB. RPA of predictors for AEs was performed and the model was validated by means of bootstrap resampling. Results Mean cysts size was 36.7mm. Most common diagnoses were intraductal papillary mucinous neoplasm (IPMN, 45%), serous cystadenoma (18.8%), and mucinous cystadenoma (12.8%). Fifty-eight (11.5%) AEs were observed. At multivariate analysis, age (odds ratio [OR] 1.32, 1.09-2.14; p=0.05), number of TTNB passes (OR from 2.17, 1.32-4.34 to OR 3.16, 2.03-6.34 with the increase of the number of passes), complete aspiration of the cyst (OR 0.56, 0.31-0.95; p=0.02), and diagnosis of IPMN (OR 4.16, 2.27-7.69; p<0.001) were found to be independent predictors of AEs, as confirmed by logistic regression and random forest analyses. RPA identified three risk classes: high-risk (IPMN sampled with multiple microforceps passes, 28% AEs rate), low-risk (1.4% AE rate, including patients <64 years with other-than-IPMN diagnosis sampled with ≤2 microforceps passes and with complete aspiration of the cyst) and middle-risk class (6.1% AEs rate, including the remaining patients). Conclusion TTNB should be selectively used in the evaluation of patients with IPMN. The present model could be applied during patient selection as to optimize the benefit/risk of TTNB.

S. Pierson, K. Kanhai, A. Bagg, D. Alapat, M. Lim, M. Lechowicz, G. Srkalović, T. Uldrick et al.

Idiopathic multicentric Castleman disease (iMCD) is a rare, life-threatening hematologic disorder involving multi-organ dysfunction driven by inflammatory cytokines, often including interleukin-6 (IL-6). The five-year overall survival rate varies considerably between cohorts, ranging from 50 to 77%. It is not well understood why administration of therapies such as the anti-IL-6 monoclonal antibody siltuximab induces complete and durable remission in some patients, whereas others succumb to their disease despite therapy. The aim of this study was to identify laboratory parameters associated with mortality in iMCD. To this end, iMCD patients enrolled in the ACCELERATE registry with fatal and non-fatal outcomes were compared. To determine differences in the laboratory profiles at time of diagnosis between the non-fatal (control) (n = 66) and fatal (mortality) (n = 6) iMCD groups, we performed two-tailed t-tests with Welch correction. P < 0.05 was considered significant. Due to the exploratory nature of this study and limited sample size, we did not perform correction for multiple comparisons among the 25 parameters assessed. In the fatal iMCD group, all patients were white, aged 15-66, and 33.3% were male. Four patients had a hypervascular histopathological subtype; one subtype was not stated, and one was mixed. The non-fatal iMCD group was mixed race and included 57.6% male patients; 38 patients had a hypervascular subtype, 19 had a mixed subtype, five patients had a plasmacytic subtype, three were not stated and one had a hyaline vascular subtype. The mean time from final diagnosis to death was 586.2 days (range: 16-2952 days). Around the time of diagnosis, immunoglobulin M (IgM) (Figure 1A), international normalized ratio (INR) (Figure 1B), and platelet count (PC) (Figure 1C) were significantly decreased in the fatal group compared with the non-fatal group (Figure 1D), with three mortality patients below the lower limit of normal (LLN) for IgM, and four mortality patients below the LLN for PC. Unlike the other two parameters, the INR levels were closer to normal in the fatal group than the non-fatal group. While C-reactive protein (CRP) levels were higher and hemoglobin (Hb) levels were lower in the mortality group, they did not surpass the significance threshold. These data provide new insights into differences between patients who have fatal and non-fatal outcomes. These preliminary findings from a small cohort of deceased patients demonstrate that patients with iMCD who have fatal outcomes may differ from those who do not. For instance, patients in the fatal group may be in a state of greater immune dysregulation (indicated by a lower IgM) and at increased risk of bleeding events (lower PC), compared with patients who go on to survive. The lower PC in the fatal group is likely reflective of patients with the recently-defined thrombocytopenia, anasarca, fever/elevated CRP, reticulin fibrosis/renal dysfunction, organomegaly (TAFRO) clinical subtype of iMCD having lower platelets and a more aggressive course. Thus, early evaluation of platelet count may be an early and actionable indicator of someone's likelihood of death. Additional research is needed into the role of PC and markers of inflammation and anemia in predicting mortality as well as the timing of decline of these markers. If validated in a larger cohort, certain laboratory values may be of use to identify patients at increased risk of death. Figure 1 Figure 1. Kanhai: EUSA Pharma: Current Employment. Bagg: Scopio Labs: Research Funding. Lim: EUSA Pharma: Honoraria. Srkalovic: EUSA Pharma: Speakers Bureau; Takeda: Speakers Bureau; Foundation Medicine: Speakers Bureau; Janssen Pharmaceuticals: Speakers Bureau. Uldrick: Celgene: Research Funding; Merck: Other: Receives study drug; Roche: Research Funding; Regeneron: Current Employment. Fajgenbaum: EUSA Pharma: Research Funding; Pfizer: Other: Study drug for clinical trial of sirolimus; N/A: Other: Holds pending provisional patents for 'Methods of treating idiopathic multicentric Castleman disease with JAK1/2 inhibition' and 'Discovery and validation of a novel subgroup and therapeutic target in idiopathic multicentric Castleman disease'.

S. Pierson, A. Bagg, D. Alapat, M. Lim, M. Lechowicz, G. Srkalović, T. Uldrick, F. van Rhee et al.

Castleman disease (CD) describes a group of heterogeneous lymphoproliferative disorders with characteristic histopathology that are classified based on the number of enlarged lymph node (LN) stations, etiological drivers, and clinical phenotype. CD histopathology includes a broad spectrum from plasmacytic to hyaline/hyper vascular with a mixed pattern in between. Unicentric CD (UCD) involves a single enlarged LN station and mild symptoms, whereas multicentric CD (MCD) involves multiple stations of enlarged LNs and more severe symptoms. MCD is subclassifed into Human Herpesvirus-8 associated MCD, POEMS-associated MCD, and idiopathic MCD (iMCD). iMCD cases are further subdivided into thrombocytopenia, anasarca, fever/elevated C-reactive protein (CRP), renal dysfunction, organomegaly (TAFRO) or iMCD-not otherwise specified (NOS), who often have thrombocytosis and hypergammaglobulinemia. Recently, it has been reported that some iMCD patients can have more oligocentric lymphadenopathy (above or below the diaphragm) whereas others have generalized lymphadenopathy (above and below the diaphragm). Given the heterogeneity across CD, we leveraged data from a longitudinal natural history study of CD to characterize the spectrum of CD. Specifically, we set out to determine if patients with multicentric lymphadenopathy localized to above or below the diaphragm (oligocentric CD, OCD) appeared to be more similar to UCD or iMCD with more generalized lymphadenopathy. In total, 130 patients enrolled in an international CD registry were confirmed to have CD by a panel of experts. Patients were assigned UCD, OCD, or iMCD per the following: UCD, 1 station of enlarged LNs (N=32); OCD, ≥2 stations of enlarged LNs, either above or below the diaphragm (N=29); iMCD, ≥2 stations of enlarged LNs, both above and below the diaphragm (N=69). Clinical data is provided closest to date of diagnosis +/-90 days. Sustained response is defined as ≥50% symptom improvement sustained without the addition of subsequent drug treatments. When appropriate, statistical testing was performed by Chi-square, Fisher's exact, or two-tailed T test. Among the 69 iMCD patients, 42 (61%) were classified as TAFRO and 27 (39%) were NOS. In contrast, only 1 of 29 OCD patients (3%) was TAFRO and 28 (97%) were NOS. No UCD patients were TAFRO. Breakdown of histopathological subtype can be found in Table 1. There was a mean (SD) of 8.4 (3.7) enlarged LNs in iMCD at diagnosis, compared with 2.8 (1.4) in OCD and 1 (0) in UCD. While enlarged LNs in the abdomen/pelvis region occurred in 56% of UCD, only 19% of OCD patients demonstrated lymphadenopathy in this region. Clinically, OCD patients demonstrated symptoms and laboratory abnormalities more comparable to UCD than iMCD (Table 2). In fact, there was no difference in symptoms between UCD and OCD groups, while there were significantly more symptoms in iMCD than OCD. iMCD had significantly worse anemia, albumin, creatinine, CRP, and other markers of inflammation than OCD, whereas OCD patients had significantly increased CRP (p=0.03) and alkaline phosphatase (p=0.03) compared to UCD. IgM was greater in OCD than both UCD (p=0.02) and iMCD (p=0.01) (Table 2). The number of patients receiving drug treatments differed by subtype: 7 UCD (22%), 18 OCD (62%), and 67 iMCD (97%). Fifty-five patients (UCD: 1, OCD: 7, iMCD: 47) received anti-IL-6 therapy (+/- steroids), including the only FDA-approved drug, siltuximab. Sustained response to anti-IL-6 (+/- steroids) was observed in 23/47 (49%) iMCD, 3/7 (43%) OCD, and 0/1 UCD. Within iMCD clinical subgroups, response was observed in 12/27 (44%) iMCD-TAFRO and 11/20 (55%) iMCD-NOS as well as across the histopathogical subtypes, suggesting that anti-IL-6 therapy can be effective across the spectrum. Overall, this study highlights the heterogeneity of CD. Importantly, it uncovers a group of CD patients that meet diagnostic criteria for iMCD but their lymphadenopathy is confined to above or below the diaphragm and they appear to behave more similarly to UCD. Given that 1/3 of OCD patients were managed without drug treatment, further work is needed to determine the relative benefits of UCD-like surgical treatment versus iMCD-like drug-based therapy for OCD. The clinical subtype of TAFRO, which was present in more than half of the iMCD patients, was observed in only one OCD case and no UCD cases. Further work is needed to determine optimal treatments across these subgroups. Figure 1 Figure 1. Bagg: Scopio Labs: Research Funding. Lim: EUSA Pharma: Honoraria. Srkalovic: Takeda: Speakers Bureau; Janssen Pharmaceuticals: Speakers Bureau; EUSA Pharma: Speakers Bureau; Foundation Medicine: Speakers Bureau. Uldrick: Merck: Other: Receives study drug; Roche: Research Funding; Regeneron: Current Employment; Celgene: Research Funding. Fajgenbaum: Pfizer: Other: Study drug for clinical trial of sirolimus; N/A: Other: Holds pending provisional patents for 'Methods of treating idiopathic multicentric Castleman disease with JAK1/2 inhibition' and 'Discovery and validation of a novel subgroup and therapeutic target in idiopathic multicentric Castleman disease'; EUSA Pharma: Research Funding.

S. Karović, Marina Simović

Every human activity, regardless of its nature, type and other specifics, strives to achieve the highest possible efficiency. In that sense, it is necessary to observe the tendency of the efficiency of criminal proceedings in terms of clarifying and resolving certain criminal matters, as well as making a court decision. The efficiency of the criminal procedure is directly manifested and articulated through the criminal procedure activities that are undertaken by the criminal procedure subjects during the realization of the criminal procedure task. The intention of the authors is to recognize, identify and emphasize the key or most important aspects of the qualitative component in the work of the main and secondary criminal procedure subjects on which the efficiency of the criminal procedure directly depends. Also, attention and interest are focused on the mutual relationship, interaction and opposition of two tendencies, namely tendencies of efficiency of criminal procedure and tendencies of protection of basic human rights and freedoms with special reference to meeting the standard of proof in different phases of undertaking criminal proceedings.

This paper provides an overview of the seven possible hand-related traits, with an idea to estimate the statistical phenotypic association between them. The traits observed in this study were: midphalangeal hair, Hitchhiker’s thumb, extensibility of proximal joint of thumb, digital index, nail shape, crooked fifth finger and hand clasping. The mentioned characteristics were observed in 7431 unrelated subjects, with approximately equal gender distribution. For each case, three groups were formed: total, male and female. The subjects were evenly distributed throughout Bosnia and Herzegovina’s various geographical regions, and they properly represent the country’s national and ethnic composition. The Chi-squared test was used to determine the statistical significance of the association between these traits, while Fisher’s exact test was utilized as an extra test to analyze the association between each pair of observed features. Also, Chi-squared test was applied for observing differences in the frequencies of the phenotypic characteristics of the hand between the genders. Following traits were shown to have a statistically significant association: midphalangeal hair-Hitchhiker’s thumb, midphalangeal hair – digital index, midphalangeal hair – nail shape, midphalangeal hair – crooked fifth finger, Hitchhiker’s thumb- extensibility of proximal joint of thumb, digital index – nail shape, digital index -crooked fifth finger, midphalangeal hair – hand clasping, crooked fifth finger – hand clasping. Analysis of differences in the frequencies of the observed phenotypic traits of the hand according to the genders showed statistical significance for D, Dht, Ref and Lf.

I. Visnjic, Marin Jovanovic, Sebastian Raisch

Building on an in-depth study of a manufacturing company’s shift from a product to a product-service business model, we explore how single-focus companies transition to a dual orientation. Although companies generally use highly sophisticated practices to manage a dual orientation, those that transition to one successfully start with less sophisticated practices. Early on, the use of simple tradeoff practices, which maintain the product and service logics, helps single-focus companies explore the emergent tensions that their transition to a dual orientation causes. Conversely, adopting more sophisticated practices at this early stage overwhelms them. At a later stage, these companies’ growing understanding of the tensions allows them to experiment with more comprehensive paradox practices that transcend the product and service logics. Conversely, maintaining simple practices at this stage prevents them from gaining the solution experience required to complete the transition. The evolutionary process culminates in sophisticated routinized practices that institutionalize recurrent tensions’ solution, while allowing for further experimentation to deal with new tensions. The different practices’ appropriate sequence and pacing during the evolutionary process facilitate companies’ transition to a dual orientation.

Kenan Sehic, Alexandre Gramfort, J. Salmon, Luigi Nardi

While Weighted Lasso sparse regression has appealing statistical guarantees that would entail a major real-world impact in nance, genomics, and brain imaging applications, it is typically scarcely adopted due to its complex high-dimensional space composed by thousands of hyperparameters. On the other hand, the latest progress with high-dimensional hyperparameter optimization (HD-HPO) methods for black-box functions demonstrates that high-dimensional applications can indeed be eciently optimized. Despite this initial success, HD-HPO approaches are mostly applied to synthetic problems with a moderate number of dimensions, which limits its impact in scientic and engineering applications. We propose LassoBench , the rst benchmark suite tailored for Weighted Lasso regression. LassoBench consists of benchmarks for both well-controlled synthetic setups (number of samples, noise level, ambient and eective dimensionalities, and multiple delities) and real-world datasets, which enables the use of many avors of HPO algorithms to be studied and extended to the high-dimensional Lasso setting. We evaluate 6 state-of-the-art HPO methods and 3 Lasso baselines, and demonstrate that Bayesian optimization and evolutionary strategies can improve over the methods commonly used for sparse regression while highlighting limitations of these frameworks in very high-dimensional and noisy settings.

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