Analysis of a public repository for the study of automatic fall detection algorithms

The use of publicly available repositories containing movement traces of real or experimental subjects is a key aspect to define an evaluation framework that allows a systematic assessment of wearable fall detection systems. This papers presents a detailed analysis of a public dataset of traces which employed five sensing points to characterize the user’s mobility during the execution of ADLs (Activities of Daily Living) and emulated falls. The analysis is aimed at analysing two main factors: the importance of the election of the position of the sensor and the possible impact of the user’s personal features on the statistical characterization of the movements. Results reveal the importance of the nature of the ADL for the effectiveness of the discrimination of the falls.Universidad de Málaga. Campus de Excelencia Internacional Andalucía Tech

Serum, Saliva, and Gingival Crevicular Fluid Osteocalcin: Their Relation to Periodontal Status and Bone Mineral Density in Postmenopausal Women

Background: Periodontitis and osteoporosis are characterized by the loss of bone mass. Osteocalcin levels have been postulated as a marker of inhibition of bone formation. The aim of the present study was to assess plasma, saliva, and gingival crevicular fluid (GCF) levels of osteocalcin and correlate them with periodontitis and osteoporosis. Methods: Seventy-three postmenopausal women, over 35 years old, were recruited for the study. Serum, saliva, and GCF osteocalcin were measured. Vertebral bone mineral density was measured by dual-energy x-ray absorptiometry. Differences between groups were assessed by analysis of variance (ANOVA), chi-square test, and non-parametric Kruskal-Wallis test. Results: Thirty-four (46.6%) were classified in the normal healthy bone group, 11 women (15.1%) in the osteopenic group, and 28 women (38.4%) in the osteoporotic group. No statistically significant differences between these densitometric groups were observed in probing depth (P = 0.24); clinical attachment level (P = 0.11); or mean osteocalcin concentrations in serum, saliva, and GCF. Twenty-seven (37.0%) of the women were classified without periodontitis (NPG) and 63.0% (N = 46) with periodontal disease (PG). There were no statistical differences in serum and saliva osteocalcin concentrations between these two groups. GCF osteocalcin concentrations were significantly higher in the PG women than in the NPG group (P = 0.008). Mean probing depth correlated significantly with GCF osteocalcin concentrations (r = 0.35; P = 0.002). Conclusion: The results further support the concept that osteocalcin levels in GCF correlates with periodontal but not with osteoporosis status

Influence of obesity on microarchitecture and biomechanical properties in patients with hip fracture.

La obesidad y la osteoporosis (OP) son dos patologías muy prevalentes en nuestra sociedad actual. El efecto de la obesidad sobre la calidad ósea se encuentra en debate en la actualidad. Objetivo: Valorar el efecto del peso corporal sobre la microestructura y las propiedades biomecánicas de hueso trabecular procedente de biopsias de extremidad proximal de fémur de pacientes con fractura de cadera por fragilidad. Material y método: Estudio transversal de 16 pacientes con fractura de cadera. 2 grupos según su IMC: (A) sujetos normopeso y (B) con obesidad. Recogimos biopsias de hueso trabecular de cabeza femoral. Valoramos determinaciones bioquímicas (PTH, 25(OH) vitamina D e IGF-1), marcadores de remodelado óseo (PINP,CTX), masa ósea (DMO cuello y cadera total), microestructura ósea y estudio biomecánico (µCt). El análisis estadístico: t-Student (SPSS 22.0) significación p<0,05. Resultados: Todos los pacientes presentaron DMO de cadera en rango osteoporótico. El grupo de obesos presentó niveles superiores de PTH e inferiores de IGF-1, vitamina D y PINP. No encontramos diferencias en los parámetros relacionados con el metabolismo óseo. El grupo de obesos presentó mejores índices microestructurales alcanzando la significación: mayor volumen óseo (BV/TV: 36,6±12,7 vs. 19,4±11,4%, BS/TV: 5,5±1,1 vs. 3,9±1,3%), mayor número de trabéculas (Tb.N: 1,6±0,4 vs. 1,01±0,4), mayor anchura de trabéculas (Tb.Th: 0,22±0,003 vs. 0,17±0,05) y menor separación trabecular (Tb.Sp: 0,51±0,12 vs. 0,66±0,16). Los parámetros biomecánicos confirman una mayor resistencia del hueso trabecular en pacientes obesos. Conclusión: La obesidad puede ser un factor protector de la calidad ósea en la región femoral y tiene menos efecto sobre la densidad mineral ósea.Obesity and osteoporosis (OP) are two very prevalent diseases in our society today. The effect of obesity on bone quality is currently a subject under discussion. Objective: To assess the effect of body weight on the microstructure and biomechanical properties of trabecular bone biopsies from the proximal end of the femur in patients with hip fracture fragility. Material and methods: Cross-sectional study of 16 patients with hip fracture. The 2 groups are divided according to their BMI: (A) normal weight individuals and (B) those with obesity. We collected biopsies of cancellous bone from the femoral head and assessed biochemical determinations (PTH, 25 (OH) vitamin D and IGF-1), bone remodeling markers (PINP, CTX), bone mass (BMD neck and total hip), bone microstructure and biomechanical study (µCt). Statistical analysis: Student's t test (SPSS 22.0) significance p<0.05. Results: All patients had hip BMD in osteoporotic range. The obese group had higher levels of PTH and lower IGF-1, vitamin D and PINP. We found no differences in the parameters related to bone metabolism. The obese group showed better indices reaching microstructural significance: increased bone volume (BV/TV: 36.6±12.7 vs 19.4±11.4%, BS/TV: 5.5±1.1 vs 3.9±1.3%), higher trabecular number (Tb.N: 1.6±0.4 vs 1,01±0,4), greater trabecular width (Tb.Th: 0.22±0.003 vs 0.17±0.05) and lower trabecular separation (Tb.Sp: 0.51±0.12 vs 0.66±0.16). Biomechanical parameters confirm greater strength of trabecular bone in obese patients. Conclusion: Obesity may be a protective factor of bone quality in the femoral region and has less effect on bone mineral density

Osmium impregnated on magnetite as a heterogeneous catalyst for the syn-dihydroxylation of alkenes

A new catalyst derived from osmium has been prepared, fully characterized and tested in the dihydroxylation of alkenes. The catalyst was prepared by wet impregnation methodology of OsCl3·3H2O on a commercial micro-magnetite surface. The catalyst allowed the reaction with one of the lowest osmium loadings for a heterogeneous catalyst and was selective for the monodihydroxylation of 1,5-dienes. Moreover, the catalyst was easily removed from the reaction medium by the simple use of a magnet. The selectivity of catalyst is very high with conversions up to 99%. Preliminary kinetics studies showed a first-order reaction rate with respect to the catalyst.This work was supported by the Spanish Ministerio de Economía y Competitividad (CTQ2011-24151). J. M. P. thanks the M.E.C. for a fellowship through the FPI program

Multicomponent Azide-Alkyne Cycloaddition Catalyzed by Impregnated Bimetallic Nickel and Copper on Magnetite

A new bimetallic catalyst derived from nickel and copper has been used successfully for the first time in the multicomponent reaction of terminal alkynes, sodium azide, and benzyl bromide derivatives. The presence of both metallic species on the surface of magnetite seems to have a positive and synergetic effect. The catalyst loading is the lowest ever published for a catalyst of copper anchored on any type of iron support. The catalyst could be easily removed from the reaction media just by magnetic decantation and it could be reused up to ten times without any negative effect on the initial results

Influence of vitamin D on biomechanical microstructure and properties of patients with hip fracture.

Valorar niveles séricos de 25-hidroxivitamina D -25(OH)D-, hormonas con influencia sobre el metabolismo óseo (parathormona -PTH- y factor de crecimiento insulínico -IGF-I-), marcadores de remodelado óseo (MRO) (telopéptido carboxilo-terminal del colágeno tipo I -β-CTX- y propéptido aminoterminal del procolágeno tipo I -PINP-), densidad mineral ósea (DMO), microestructura y biomecánica de cuello de fémur, en pacientes con fractura de cadera osteoporótica (OP) vs. pacientes artrósicos (OA). Material y métodos: Estudio observacional transversal de 29 pacientes OP y 14 OA, edad ≥50 años. Cuantificamos niveles séricos hormonales y MRO (inmunoensayo), DMO de cadera (DXA), microestructura (micro-CT) y biomecánica (ensayos de compresión uniaxial, sistema IGFA). Análisis estadístico (SPSS 20.0.) Resultados: Los pacientes OP presentaron niveles inferiores de 25(OH)D (p=0,02) y DMO de cadera (p<0,05), y superiores de PTH (p=0,029) y de β-CTX (p=0,04). Los niveles de 25(OH)D se correlacionaron positivamente con IGF-I (p=0,04) y negativamente con β-CTX (p=0,003). Los valores de PTH se correlacionaron negativamente con DMO de cadera (p=0,0005) y positivamente con la separación trabecular (Tb.Th) (p=0,006). Los pacientes con niveles de 25(OH)D <20 ng/mL presentaron niveles mayores de β-CTX (p=0,006), menores de IGF-I (p=0,007) y Tb.Th (p=0,04). Conclusiones: Los niveles de vitamina D son bajos en población anciana, sobre todo en pacientes con fractura de cadera osteoporótica. Además, en estos pacientes existen niveles elevados de PTH y MRO y descendidos de DMO. Los pacientes cuyos niveles de 25(OH)D son inferiores a 20 ng/mL presentan un remodelado óseo más elevado, con menores niveles de IGF-I y alteraciones de la estructura ósea (Tb.Th) que puedan estar en relación con un mayor riesgo de fracturas.To assess serum levels of 25-hydroxyvitamin D-25 (OH) D-hormones with influence on bone metabolism (parathormone -PTH- and insulin-like growth factor (IGF)-I), bone remodeling markers (BRM) (carboxy-terminal telopeptide of collagen type I-β-CTX- and amino-peptide pro-peptide of procollagen type I -PINP), bone mineral density (BMD), microstructure and biomechanics of the femoral neck, in patients with osteoporotic hip fracture (OH) versus arthritic patients (OA). Material and methods: A cross-sectional observational study of 29 OH and 14 OA, age ≥50 years. We quantified hormonal serum levels and BRM (immunoassay), hip BMD (DXA), microstructure (micro-CT) and biomechanics (uniaxial compression tests, IGFA system). Analysis (SPSS 20.0.) Results: OH patients had lower levels of 25(OH)D (p=0.02) and hip BMD (p<0.05), and higher PTH (p=0.029) and β-CTX (p=0.04). Levels of 25(OH)D correlated positively with IGF-I (p=0.04) and negatively with β-CTX (p=0.003). The PTH values were correlated negatively with hip BMD (p=0.0005) and positively with trabecular thickness (TbTh) (p=0.006). Patients with 25(OH)D <20 ng/mL presented higher levels of β-CTX (p=0.006), lower IGF-I (p=0.007) and TbTh (p=0.04). Conclusions: Vitamin D levels are low in the elderly population, especially in patients with osteoporotic hip fracture. These patients also presented raised levels of PTH and BRM and descended from BMD. Patients whose 25(OH)D levels are below 20 ng/mL present higher bone remodeling, with lower levels of IGF-I and alterations of the bone structure (TbTh) that may be linked to a greater risk of fractures

UMAFall: A Multisensor Dataset for the Research on Automatic Fall Detection

The progress in the field of inertial sensor technology and the widespread popularity of personal electronics such as smartwatches or smartphones have prompted the research on wearable Fall Detection Systems (FDSs). In spite of the extensive literature on FDSs, an open issue is the definition of a common framework that allows a methodical and agreed evaluation of fall detection policies. In this regard, a key aspect is the lack of a public repository of movement datasets that can be employed by the researchers as a common reference to compare and assess their proposals. This work describes UMAFall, a new dataset of movement traces acquired through the systematic emulation of a set of predefined ADLs (Activities of Daily Life) and falls. In opposition to other existing databases for FDSs, which only include the signals captured by one or two sensing points, the testbed deployed for the generation of UMAFall dataset incorporated five wearable sensing points, which were located on five different points of the body of the participants that developed the movements. As a consequence, the obtained data offer an interesting tool to investigate the importance of the sensor placement for the effectiveness of the detection decision in FDSs.Universidad de Málaga. Campus de Excelencia Internacional Andalucía Tech

A study of the influence of the sensor sampling frequency on the performance of wearable fall detectors

Last decade has witnessed a major research interest on wearable fall detection systems. Sampling rate in these detectors strongly affects the power consumption and required complexity of the employed wearables. This study investigates the effect of the sampling frequency on the efficacy of the detection process. For this purpose, we train a convolutional neural network to directly discriminate falls from conventional activities based on the raw acceleration signals captured by a transportable sensor. Then, we analyze the changes in the performance of this classifier when the sampling rate is progressively reduced. In contrast with previous studies, the detector is tested against a wide set of public repositories of benchmarking traces. The quality metrics achieved for the different frequencies and the analysis of the spectrum of the signals reveal that a sampling rate of 20 Hz can be enough to maximize the effectiveness of a fall detector.This research was funded by the Andalusian Regional Government (-Junta de Andalucía-) under grants FEDER UMA18-FEDERJA-022 and PAIDI P18-RT-1652, and by the Universidad de Málaga, Campus de Excelencia Internacional Andalucia Tech. Funding for open access charge: Universidad de Malaga / CBUA

Solving the Fm|block|Cmax problem using bounded dynamic programming

We present some results attained with two variants of Bounded Dynamic Programming algorithm to solve the Fm|block|Cmax problem using as an experimental data the well-known Taillard instances. We have improved the best known solutions for 17 of Taillard's instances, including the 10 instances from set 12.Preprin