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1.
Sensors (Basel) ; 24(5)2024 Feb 23.
Artículo en Inglés | MEDLINE | ID: mdl-38474980

RESUMEN

This study investigates the biomechanical impact of a passive Arm-Support Exoskeleton (ASE) on workers in wool textile processing. Eight workers, equipped with surface electrodes for electromyography (EMG) recording, performed three industrial tasks, with and without the exoskeleton. All tasks were performed in an upright stance involving repetitive upper limbs actions and overhead work, each presenting different physical demands in terms of cycle duration, load handling and percentage of cycle time with shoulder flexion over 80°. The use of ASE consistently lowered muscle activity in the anterior and medial deltoid compared to the free condition (reduction in signal Root Mean Square (RMS) -21.6% and -13.6%, respectively), while no difference was found for the Erector Spinae Longissimus (ESL) muscle. All workers reported complete satisfaction with the ASE effectiveness as rated on Quebec User Evaluation of Satisfaction with Assistive Technology (QUEST), and 62% of the subjects rated the usability score as very high (>80 System Usability Scale (SUS)). The reduction in shoulder flexor muscle activity during the performance of industrial tasks is not correlated to the level of ergonomic risk involved. This preliminary study affirms the potential adoption of ASE as support for repetitive activities in wool textile processing, emphasizing its efficacy in reducing shoulder muscle activity. Positive worker acceptance and intention to use ASE supports its broader adoption as a preventive tool in the occupational sector.


Asunto(s)
Dispositivo Exoesqueleto , Humanos , Proyectos Piloto , Extremidad Superior/fisiología , Músculo Esquelético/fisiología , Hombro/fisiología , Electromiografía , Fenómenos Biomecánicos
2.
G Ital Med Lav Ergon ; 44(1): 59-76, 2022 03.
Artículo en Inglés | MEDLINE | ID: mdl-36346300

RESUMEN

SUMMARY: Rehabilitation based on Exergame is showing a rapid evolution, with interesting applications for the recovery of mobility, balance, postural control, coordination and fine motor skills, and including home-based training. At present, there are no precise indications for Exergamebased rehabilitation of people over 55 affected by stroke, Parkinson's disease, or multiple sclerosis. This review examines the proposed modalities and the effectiveness of Exergame-based rehabilitation interventions for adults over 55 with stroke, Parkinson's disease or multiple sclerosis, highlighting the limitations, advantages, controversies and impact of this approach. We examined randomized controlled trials published between 2016-2020, with search in the databases of PubMed, Scopus, Cochrane Library, RehabData, selecting 24 studies. The study of patients with chronic or subacute stroke in outpatient treatment, and with small sample sizes, prevails. Wide variability characterizes the rehabilitation methods, the technological platforms used, the type and dose of exercise administered, the outcome measures. The adequacy and efficacy of Exergames remains uncertain in the neurological elderly, and the functional improvement in the neurological adult patient is not yet attested using this type of approach.


Asunto(s)
Esclerosis Múltiple , Enfermedades del Sistema Nervioso , Enfermedad de Parkinson , Rehabilitación de Accidente Cerebrovascular , Accidente Cerebrovascular , Adulto , Humanos , Anciano , Enfermedad de Parkinson/rehabilitación , Videojuego de Ejercicio , Modalidades de Fisioterapia , Equilibrio Postural , Enfermedades del Sistema Nervioso/rehabilitación , Accidente Cerebrovascular/terapia
3.
Sensors (Basel) ; 21(8)2021 Apr 07.
Artículo en Inglés | MEDLINE | ID: mdl-33917206

RESUMEN

Many activities may elicit a biomechanical overload. Among these, lifting loads can cause work-related musculoskeletal disorders. Aspiring to improve risk prevention, the National Institute for Occupational Safety and Health (NIOSH) established a methodology for assessing lifting actions by means of a quantitative method based on intensity, duration, frequency and other geometrical characteristics of lifting. In this paper, we explored the machine learning (ML) feasibility to classify biomechanical risk according to the revised NIOSH lifting equation. Acceleration and angular velocity signals were collected using a wearable sensor during lifting tasks performed by seven subjects and further segmented to extract time-domain features: root mean square, minimum, maximum and standard deviation. The features were fed to several ML algorithms. Interesting results were obtained in terms of evaluation metrics for a binary risk/no-risk classification; specifically, the tree-based algorithms reached accuracies greater than 90% and Area under the Receiver operating curve characteristics curves greater than 0.9. In conclusion, this study indicates the proposed combination of features and algorithms represents a valuable approach to automatically classify work activities in two NIOSH risk groups. These data confirm the potential of this methodology to assess the biomechanical risk to which subjects are exposed during their work activity.


Asunto(s)
Elevación , Dispositivos Electrónicos Vestibles , Fenómenos Biomecánicos , Humanos , Aprendizaje Automático , National Institute for Occupational Safety and Health, U.S. , Medición de Riesgo , Estados Unidos
4.
G Ital Med Lav Ergon ; 43(4): 373-378, 2021 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-35049162

RESUMEN

SUMMARY: Work-related musculoskeletal disorders are among the main occupational health problems. Substantial evidence has shown that work-related physical risk factors are the main source of low back complaints, particularly affecting heavy and repetitive manual lifting activities. The aim of the study is, during load lifting tasks, to explore the correlation between the time domain features extracted from the acceleration and angular velocity signals of the performing subject and the load lifted, and to explore the feasibility of a multiple linear regression model to predict the lifted load. The acceleration and angular velocity signals were acquired along the three directions of space by means of an inertial sensor placed on the subject's chest, during lifting activities with load gradually increased by 1 kg from 0 kg to 18 kg. Successively three time-domain features (Root Mean Square, Standard Deviation and MinMax value) were extracted from the acquired signals. First a correlation analysis was carried out between each individual feature and the load lifted (calculating r); then the time-domain features that proved most representative (strong correlation) were used to create a multiple linear regression model (calculating R-square). The statistical analysis was carried out by means of the Pearson correlation and multiple linear regression model was fed with the most informative time-domain features according to the correlation analysis. The correlation analysis showed a strong correlation (r > 0,7) between six features (three extracted from z-axes acceleration and three extracted from y-axes angular velocity) and the lifted load. The predictive multiple linear regression model, fed with these six features achieved a Rsquare greater than 0,9.The study demonstrated that the proposed combination of kinematic features and a multiple regression model represents a valid approach to automatically calculate the load lifted based on raw signals obtained by means of an inertial sensor placed on the chest. The results confirm the potential application of this methodology to indirectly monitor the load lifted by workers during their activity.


Asunto(s)
Enfermedades Musculoesqueléticas , Salud Laboral , Fenómenos Biomecánicos , Humanos , Elevación , Modelos Lineales
5.
Sensors (Basel) ; 20(22)2020 Nov 23.
Artículo en Inglés | MEDLINE | ID: mdl-33238448

RESUMEN

This paper presents a new wearable e-textile based system, named SWEET Sock, for biomedical signals remote monitoring. The system includes a textile sensing sock, an electronic unit for data transmission, a custom-made Android application for real-time signal visualization, and a software desktop for advanced digital signal processing. The device allows the acquisition of angular velocities of the lower limbs and plantar pressure signals, which are postprocessed to have a complete and schematic overview of patient's clinical status, regarding gait and postural assessment. In this work, device performances are validated by evaluating the agreement between the prototype and an optoelectronic system for gait analysis on a set of free walk acquisitions. Results show good agreement between the systems in the assessment of gait cycle time and cadence, while the presence of systematic and proportional errors are pointed out for swing and stance time parameters. Worse results were obtained in the comparison of spatial metrics. The "wearability" of the system and its comfortable use make it suitable to be used in domestic environment for the continuous remote health monitoring of de-hospitalized patients but also in the ergonomic assessment of health workers, thanks to its low invasiveness.


Asunto(s)
Vestuario , Análisis de la Marcha , Postura , Textiles , Dispositivos Electrónicos Vestibles , Humanos , Caminata
6.
Med Lav ; 111(6): 457-462, 2020 Aug 26.
Artículo en Inglés | MEDLINE | ID: mdl-33311421

RESUMEN

BACKGROUND: Work preservation is a main goal in the rehabilitation of chronic disabling diseases. We describe the application of an interdisciplinary protocol, involving the occupational physician, the occupational therapist and the ergonomist, in the case of a 50 year-old office worker with idiopathic cervical dystonia, a movement disorder that can seriously impair work capability. CASE REPORT: The disease was diagnosed at age 25, and subsequently worsened. The man presented postural difficulties and pain. The symptomatology worsened during working shifts, preventing him from doing his job properly. Functional evaluation and ergonomic inspection of the office environment led to the correction of evident critical inadequacies. This allowed the patient to continue working in correct conditions, resulting in improvement of his global health status. CONCLUSIONS: The interdisciplinary rehabilitative approach here described may allow subjects with idiopathic cervical dystonia to keep their jobs by adapting the workplace to the changed physical capabilities.


Asunto(s)
Enfermedades Profesionales , Tortícolis , Adulto , Ergonomía , Humanos , Masculino , Persona de Mediana Edad , Ocupaciones , Examen Físico , Lugar de Trabajo
7.
G Ital Med Lav Ergon ; 41(2): 140-146, 2019 05.
Artículo en Italiano | MEDLINE | ID: mdl-31170344

RESUMEN

SUMMARY: The aging of the active population is more and more increasing in advanced western societies. This phenomenon also implies a constant increase in the average age of workers in various productive sectors, not least that of health. In this, in fact, alongside the known occupational risks, more and more frequently we are witnessing the emergence of chronic-degenerative pathologies connected with aging, even with symptoms that do not determine an unsuitability for work. In fact, within a scientific landscape accounting little evidence on the effectiveness of complex rehabilitation programs, the use of the ICD / ICF system in therapeutic programming should produce an important turning point, providing health professionals with a conceptual paradigm that supports both the functional assessment and the rational planning of therapeutic interventions, also contributing to the advancement of specialist knowledge. The present work shows how an effective collaboration between occupational physicians and rehabilitation specialists can effectively participate in the evaluation of the patient / worker even in the elderly, with particular regard to the return to work, taking full advantage of the classification and diagnostic tools implemented in the ICD and ICF systems.


Asunto(s)
Servicios de Salud del Trabajador/organización & administración , Salud Laboral , Rehabilitación/organización & administración , Anciano , Envejecimiento , Conducta Cooperativa , Personal de Salud/organización & administración , Humanos , Clasificación Internacional de Enfermedades , Clasificación Internacional del Funcionamiento, de la Discapacidad y de la Salud , Relaciones Interprofesionales , Especialización
8.
G Ital Med Lav Ergon ; 41(2): 132-139, 2019 05.
Artículo en Italiano | MEDLINE | ID: mdl-31170343

RESUMEN

SUMMARY: The Complex Ambulatory Macroactivity (MAC, Macroattività Ambulatoriale Complessa) has recently been included among the therapeutic and diagnostic Specialized Rehabilitation services issued by the Lombardy Region health institutes. Within Maugeri Scientific Clinical Institutes, our Occupational Physiatrics and Ergonomics Service is actively involved in the organic redefinition of rehabilitative pathways in the light of functional and patient-centered interpretation, typical of ICF (International Classification of Functioning). The article describes the assumptions, criteria and procedures that support the MAC system, proposing a modeling that can be inserted into the modern and complex system of health services.


Asunto(s)
Atención Ambulatoria/organización & administración , Terapia Ocupacional/organización & administración , Rehabilitación/organización & administración , Humanos , Clasificación Internacional de Enfermedades , Clasificación Internacional del Funcionamiento, de la Discapacidad y de la Salud , Modelos Organizacionales
9.
G Ital Med Lav Ergon ; 40(2): 106-119, 2018 06.
Artículo en Italiano | MEDLINE | ID: mdl-30480395

RESUMEN

OBJECTIVES: Physical activity is a key element in the prevention, treatment and rehabilitation of many diseases. METHODS: In the context of an adequate lifestyle, its practice amplifies the health benefits and increases the fitness, and furthermore counteracts the development and progression of chronic non-communicable diseases, modulating many risk factors. Its function is important in all life cycles and helps to keep the functional capabilities and independence even with aging. RESULTS: While inadequate physical activity (due to a sedentary lifestyle) is currently the fourth leading cause of mortality in developed countries, being one of the main public health issues, strong scientific evidences show that a regular and sufficient dose of physical activity reduces by about 30% the risk of premature death, cardiovascular disease and stroke, type II diabetes, colon and breast cancer, depression. CONCLUSIONS: Several guidelines and recommendations define the type, intensity, frequency and duration of physical activity, and many lifestyle preventative interventions prove its effectiveness and sustainability. Although so far a minority of the population actually adheres to the recommendations, the epidemiological strenght of lifestyle-oriented programs is considerable: quitting sedentariness, even low doses of physical activity are protective for health and reduce by about 22 % the risk of premature death. Physical activity is also an important therapeutic tool for patients with cardiovascular diseases, hypertension, diabetes II, cancer, chronic obstructive pulmonary diseases; an appropriate dosage reduces the risk of recurrence and disease progression, improves the control of clinical parameters and increases the patient's quality of life.


Asunto(s)
Enfermedad Crónica/terapia , Ejercicio Físico/fisiología , Estilo de Vida , Calidad de Vida , Envejecimiento , Enfermedad Crónica/prevención & control , Enfermedad Crónica/rehabilitación , Progresión de la Enfermedad , Humanos , Factores de Riesgo , Conducta Sedentaria
10.
Neurol Sci ; 38(5): 893-897, 2017 May.
Artículo en Inglés | MEDLINE | ID: mdl-28138867

RESUMEN

Guidelines in stroke rehabilitation recommend the use of a multidisciplinary approach. Different approaches and techniques with music are used in the stroke rehabilitation to improve motor and cognitive functions but also psychological outcomes. In this randomized controlled pilot trial, relational active music therapy approaches were tested in the post-acute phase of disease. Thirty-eight hospitalized patients with ischemic and hemorrhagic stroke were recruited and allocated in two groups. The experimental group underwent the standard of care (physiotherapy and occupational therapy daily sessions) and relational active music therapy treatments. The control group underwent the standard of care only. Motor functions and psychological aspects were assessed before and after treatments. Music therapy process was also evaluated using a specific rating scale. All groups showed a positive trend in quality of life, functional and disability levels, and gross mobility. The experimental group showed a decrease of anxiety and, in particular, of depression (p = 0.016). In addition, the strength of non-dominant hand (grip) significantly increased in the experimental group (p = 0.041). Music therapy assessment showed a significant improvement over time of non-verbal and sonorous-music relationships. Future studies, including a greater number of patients and follow-up evaluations, are needed to confirm promising results of this study.


Asunto(s)
Isquemia Encefálica/rehabilitación , Musicoterapia/métodos , Rehabilitación de Accidente Cerebrovascular/métodos , Accidente Cerebrovascular , Anciano , Anciano de 80 o más Años , Análisis de Varianza , Isquemia Encefálica/psicología , Femenino , Humanos , Masculino , Persona de Mediana Edad , Escalas de Valoración Psiquiátrica , Calidad de Vida , Accidente Cerebrovascular/psicología , Encuestas y Cuestionarios
11.
G Ital Med Lav Ergon ; 38(2): 96-106, 2016.
Artículo en Italiano | MEDLINE | ID: mdl-27459842

RESUMEN

The working posture is part of the risk factors for the development of muscle-skeletal disorders. Compared to postural problems of the trunk and upper limbs, those related to the lower limbs have been so far undervalued in the context of preventive medicine and ergonomics. The risk assessment tools for the lower limbs posture are inhomogeneous and incomplete. The classification of postures, the quantification of the risk, the correlation with organizational and individual aspects, and interventions for the prevention and management of the risk are aspects yet to be explored.


Asunto(s)
Extremidad Inferior , Enfermedades Musculoesqueléticas/etiología , Enfermedades Musculoesqueléticas/prevención & control , Enfermedades Profesionales/etiología , Enfermedades Profesionales/prevención & control , Postura , Trabajo , Femenino , Encuestas Epidemiológicas , Humanos , Italia/epidemiología , Masculino , Enfermedades Musculoesqueléticas/diagnóstico , Enfermedades Musculoesqueléticas/epidemiología , Enfermedades Profesionales/diagnóstico , Enfermedades Profesionales/epidemiología , Medición de Riesgo , Factores de Riesgo , Espirometría , Encuestas y Cuestionarios , Torso , Extremidad Superior
12.
Med Lav ; 107(5): 356-363, 2016 09 26.
Artículo en Inglés | MEDLINE | ID: mdl-27681567

RESUMEN

BACKGROUND: Nurses are exposed to the risk of injury while handling patients. This is particularly true for obese patients. OBJECTIVE: The goal of this paper is to estimate the spinal loads and the related risk of injury to nurses while lifting obese patients from the floor with a bariatric sheet during a hospital emergency. METHODS: Six male nurses participated in this study. The biomechanical analysis focused on the lifting strategy. Thirty obese in-patients were enrolled to take part in the experimental study and divided into three groups according to their Body Mass Index (BMI). Three-dimensional motion analysis was conducted using an optoelectronic system. The trunk kinematics and the loading on the spines of the operating nurses were computed. RESULTS: Our data showed that when the nurse was operating from the central handle, his trunk was more flexed at the end of the lift with a reduced range of motion. The values were higher when the nurse lifted patients with higher BMIs. All kinetic parameters and tension in the lumbar muscles at the end of the movement were characterised by lower values for the nurse placed beside the patient's head or feet if compared to the operator positioned beside the central handle in all patient groups. CONCLUSIONS: Our preliminary data suggest that only the reaction load on the spine of the nurse holding the central handle, closest to the patient's centre of mass, seems to exceed the recommended safety limits.


Asunto(s)
Movimiento y Levantamiento de Pacientes/efectos adversos , Enfermería , Obesidad , Exposición Profesional/efectos adversos , Columna Vertebral/fisiología , Soporte de Peso , Fenómenos Biomecánicos , Tratamiento de Urgencia , Humanos , Masculino , Adulto Joven
13.
G Ital Med Lav Ergon ; 37(1): 32-8, 2015.
Artículo en Italiano | MEDLINE | ID: mdl-26193739

RESUMEN

In the aircraft productive sector, the risk assessment of repetitive occupational activities through the OCRA method presents some major obstacles: - high number of different tasks (more than 20) carried out during the work shift. - definite identification of the number of technical actions per cycle. Risk assessment through the traditional OCRA method provides in this sector a index which varies according to the sampling of the occupational tasks, rather than reflecting the effective risk level. The study raises an OCRA-based method which is applicable in the aircraft production sector and defines the overall ergonomic load for homogeneous groups of exposed workers, based on production data specified for each aircraft model.


Asunto(s)
Aeronaves , Trastornos de Traumas Acumulados/prevención & control , Enfermedades Profesionales/prevención & control , Análisis y Desempeño de Tareas , Extremidad Superior , Tolerancia al Trabajo Programado , Carga de Trabajo , Lugar de Trabajo , Trastornos de Traumas Acumulados/diagnóstico , Trastornos de Traumas Acumulados/etiología , Humanos , Industrias , Italia , Cómputos Matemáticos , Modelos Teóricos , Enfermedades Profesionales/diagnóstico , Enfermedades Profesionales/etiología , Salud Laboral , Reproducibilidad de los Resultados , Medición de Riesgo , Factores de Riesgo , Índice de Severidad de la Enfermedad , Factores de Tiempo
14.
G Ital Med Lav Ergon ; 36(4): 282-91, 2014.
Artículo en Español | MEDLINE | ID: mdl-25558723

RESUMEN

The experimental experience is the result of combining cultural, clinical and scientific interest in rehabilitative, occupational and forensic mnedicine and in ergonomics. It deals with the rehabilitation and return at work of patients with physical disabilities caused by occupational trauma or disease. The programme described starts with a selection by INAIL and involves with an outpatient surgery inclusion. It is composed of: preliminary physical examination, functional assessment, the formulation of a rehabilitation plan and its successive implementation. At the end of the evaluation plan, there is a final assessment to identify outcome indicators and residual functional and work capacity.


Asunto(s)
Agencias Gubernamentales/organización & administración , Agencias Internacionales/organización & administración , Programas Nacionales de Salud/organización & administración , Servicios de Salud del Trabajador/organización & administración , Rehabilitación Vocacional , Reinserción al Trabajo , Indemnización para Trabajadores/organización & administración , Accidentes de Trabajo , Procedimientos Quirúrgicos Ambulatorios , Comportamiento del Consumidor , Conducta Cooperativa , Ergonomía , Unión Europea , Medicina Legal , Fundaciones/organización & administración , Humanos , Italia , Medicina del Trabajo , Resultado del Tratamiento , Universidades/organización & administración , Evaluación de Capacidad de Trabajo
15.
Int J Occup Saf Ergon ; 19(4): 597-606, 2013.
Artículo en Inglés | MEDLINE | ID: mdl-24321638

RESUMEN

Biomechanical, postural and ergonomic aspects during real patient-assisting tasks performed by nurses using an electric versus a hydraulic hospital bed were observed. While there were no differences in the flexed postures the nurses adopted, longer performance times were recorded when electric beds were used. Subjective effort, force exertion and lumbar shear forces exceeding safety limits proved electric beds were superior. Patients' dependency level seemed to influence the type of nurses' intervention (duration and force actions), irrespective of the bed used. The nurses greatly appreciated the electric bed. Its use seemed to reduce the level of effort perceived during care giving and the postural load during critical subtasks. Ergonomics and organizational problems related to adopting electric beds in hospital wards should be addressed further to make their use more efficient.


Asunto(s)
Lechos , Ergonomía , Personal de Enfermería en Hospital , Postura/fisiología , Análisis y Desempeño de Tareas , Adulto , Fenómenos Biomecánicos , Electricidad , Femenino , Humanos , Masculino , Persona de Mediana Edad , Grabación en Video
16.
G Ital Med Lav Ergon ; 34(1): 24-8, 2012.
Artículo en Italiano | MEDLINE | ID: mdl-22697027

RESUMEN

Shoes factory workers are engaged in ripetitive tasks, often performed in constrained postures and in concomitance of force applied, which result in increased risk of musculoskeletal disorders. Risk assessment and ergonomic interventions are part of the on-site prevention program, which should pertain also to gender and age differences. Health and safety issues can be adequately faced by an active epidemiological surveillance complemented by ergonomics.


Asunto(s)
Industrias , Enfermedades Musculoesqueléticas/etiología , Enfermedades Profesionales/etiología , Zapatos , Ergonomía , Humanos , Italia , Enfermedades Musculoesqueléticas/prevención & control , Enfermedades Profesionales/prevención & control , Postura
17.
Int J Occup Saf Ergon ; 28(1): 376-386, 2022 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-32343204

RESUMEN

Exposure to musculoskeletal disorders (MSDs) is a prevalent risk among those working in the maintenance of machinery and equipment for industry. Participatory ergonomics (PE) in the workplace embodies a solid strategy for the implementation of MSD prevention programs. This practical case describes a PE project implemented to improve MSD prevention strategies for the safety of maintenance workers. Experienced workers and maintenance workers employed in an Italian company for the industrial processing of wool have been actively involved in the risk assessment, in the proposal of improvement interventions and in the proposal of new preventive strategies. Ergonomic training and guidance helped the workers to have a proactive role in the prevention process. PE can help in the preventive management of critical activities of maintenance, through the empowerment of workers, the identification of targeted and feasible solutions and by using ergonomics as a basis for improving health and safety at work.


Asunto(s)
Enfermedades Musculoesqueléticas , Enfermedades Profesionales , Ergonomía , Humanos , Enfermedades Musculoesqueléticas/prevención & control , Enfermedades Profesionales/prevención & control , Medición de Riesgo , Lugar de Trabajo
18.
Diagnostics (Basel) ; 12(11)2022 Oct 29.
Artículo en Inglés | MEDLINE | ID: mdl-36359468

RESUMEN

Lifting is one of the most potentially harmful activities for work-related musculoskeletal disorders (WMSDs), due to exposure to biomechanical risk. Risk assessment for work activities that involve lifting loads can be performed through the NIOSH (National Institute of Occupational Safety and Health) method, and specifically the Revised NIOSH Lifting Equation (RNLE). Aim of this work is to explore the feasibility of a logistic regression model fed with time and frequency domains features extracted from signals acquired through one inertial measurement unit (IMU) to classify risk classes associated with lifting activities according to the RNLE. Furthermore, an attempt was made to evaluate which are the most discriminating features relating to the risk classes, and to understand which inertial signals and which axis were the most representative. In a simplified scenario, where only two RNLE variables were altered during lifting tasks performed by 14 healthy adults, inertial signals (linear acceleration and angular velocity) acquired using one IMU placed on the subject's sternum during repeated rhythmic lifting tasks were automatically segmented to extract several features in the time and frequency domains. The logistic regression model fed with significant features showed good results to discriminate "risk" and "no risk" NIOSH classes with an accuracy, sensitivity and specificity equal to 82.8%, 84.8% and 80.9%, respectively. This preliminary work indicated that a logistic regression model-fed with specific inertial features extracted by signals acquired using a single IMU sensor placed on the sternum-is able to discriminate risk classes according to the RNLE in a simplified context, and therefore could be a valid tool to assess the biomechanical risk in an automatic way also in more complex conditions (e.g., real working scenarios).

19.
Diagnostics (Basel) ; 12(12)2022 Dec 05.
Artículo en Inglés | MEDLINE | ID: mdl-36553054

RESUMEN

Physical ergonomics has established itself as a valid strategy for monitoring potential disorders related, for example, to working activities. Recently, in the field of physical ergonomics, several studies have also shown potential for improvement in experimental methods of ergonomic analysis, through the combined use of artificial intelligence, and wearable sensors. In this regard, this review intends to provide a first account of the investigations carried out using these combined methods, considering the period up to 2021. The method that combines the information obtained on the worker through physical sensors (IMU, accelerometer, gyroscope, etc.) or biopotential sensors (EMG, EEG, EKG/ECG), with the analysis through artificial intelligence systems (machine learning or deep learning), offers interesting perspectives from both diagnostic, prognostic, and preventive points of view. In particular, the signals, obtained from wearable sensors for the recognition and categorization of the postural and biomechanical load of the worker, can be processed to formulate interesting algorithms for applications in the preventive field (especially with respect to musculoskeletal disorders), and with high statistical power. For Ergonomics, but also for Occupational Medicine, these applications improve the knowledge of the limits of the human organism, helping in the definition of sustainability thresholds, and in the ergonomic design of environments, tools, and work organization. The growth prospects for this research area are the refinement of the procedures for the detection and processing of signals; the expansion of the study to assisted working methods (assistive robots, exoskeletons), and to categories of workers suffering from pathologies or disabilities; as well as the development of risk assessment systems that exceed those currently used in ergonomics in precision and agility.

20.
G Ital Med Lav Ergon ; 33(1): 47-54, 2011.
Artículo en Italiano | MEDLINE | ID: mdl-21425631

RESUMEN

In Italy, 42.5% of adult males is overweight and 10.5% obese, while 26.6% of the women is overweight and 9.1% obese. The economical consequences of a growing number of obese workers are relevant: obesity is associated to reduced participation to productive life, increased absenteeism, disability and need for health care, lower salaries, negative impact on productivity. The obese worker is characterized by reduced tolerance to effort, limited range of motion at spinal and joints level, reduced muscle strength normalized per body weight, lower tolerance to prolonged postures, reduced balance and overall reduced work capacity linear to the increase of body mass index. The present article reviews the most evident relationships between work factors (stress, musculoskeletal disorders, etc.) and obesity and speculates about possible interventions to prevent occupational issues for obese workers.


Asunto(s)
Personas con Discapacidad , Obesidad/epidemiología , Trabajo , Absentismo , Índice de Masa Corporal , Peso Corporal , Personas con Discapacidad/estadística & datos numéricos , Gastos en Salud , Humanos , Italia/epidemiología , Enfermedades Musculoesqueléticas/epidemiología , Enfermedades Musculoesqueléticas/etiología , Sobrepeso/epidemiología , Prevalencia , Factores de Riesgo , Trabajo/estadística & datos numéricos
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