Análisis De La Efectividad Del Golpeo en Pádel en Función Del Género, Duración Del Punto Y Tipo De Punto / Analysis of the Effectiveness of Hitting in Paddle Depending on Gender, Duration of the Point and Type of Point

This study aims to analyse the winners and errors shot in professional padel according to gender, type of point and the point duration, observing the differences between winners and losers. For this 1927 points of 14 matches (7 male and 7 female category) from the World Padel Tour Master Final 2021 were analyzed, where participated 32 padel players (16 men players and 16 women players), using an ad-hoc instrument obtaining an inter-observer reliability above 0.9. The results show that the effectiveness depending on the gender (p = .001), where the male padel players perform 12% more winners than females padel players. Attending to the importance of the point, winning pairs perform 10% more winner shots than lossers, both in the male category (p=.002) and female (p= .004) in no key points. No differences exist in key points. Point duration affects to the shot effectiveness, specifically in medium duration points in male category (p=.026), and short duration points in female category (p=.007), with a higher winner shot produced by winning pairs. These results have a great practical application for coaches, providing information for the design of training programs similar to competitions situations. In addition, especific strategies can be develop during the matches according to the gender and the score.(AU)

Complementing subjective with objective data in analysing expertise: A machine-learning approach applied to badminton.

This study aimed to assess which combination of subjective and empirical data might help to identify the expertise level. A group of 10 expert coaches classified 40 participants in 5 different expertise groups based on the video footage of the rallies. The expertise levels were determined using a typology based on a continuum of 5 conative stages: (1) structural, (2) functional, (3) technical, (4) contextual, and (5) expertise. The video allowed empirical measurement of the duration of the rallies, and tri-axial accelerometers measured the intensity of the player's involvement. A principal component analysis showed that two dimensions explained 54.9% of the total variance in the data and that conative stage and empirical parameters during rallies (duration, intensity of the game) were correlated with axis 1, whereas duration and acceleration data between rallies were correlated with axis 2. A random forest algorithm showed that among the parameters considered, acceleration, duration of the rallies, and time between rallies could predict conative stages with a prediction accuracy above possibility. This study suggests that performance analysis benefits from the confrontation of subjective and objective data in order to design training plans according to the expertise level of the participants.

Racquet Sports Recognition Using a Hybrid Clustering Model Learned from Integrated Wearable Sensor.

Racquet sports can provide positive benefits for human healthcare. A reliable detection device that can effectively distinguish movement with similar sub-features is therefore needed. In this paper, a racquet sports recognition wristband system and a multilayer hybrid clustering model are proposed to achieve reliable activity recognition and perform number counting. Additionally, a Bluetooth mesh network enables communication between a phone and wristband, and sets-up the connection between multiple devices. This allows users to track their exercise through the phone and share information with other players and referees. Considering the complexity of the classification algorithm and the user-friendliness of the measurement system, the improved multi-layer hybrid clustering model applies three-level K-means clustering to optimize feature extraction and segmentation and then uses the density-based spatial clustering of applications with noise (DBSCAN) algorithm to determine the feature center of different movements. The model can identify unlabeled and noisy data without data calibration and is suitable for smartwatches to recognize multiple racquet sports. The proposed system shows better recognition results and is verified in practical experiments.

Características antropométricas, de jugadores de pádel de élite. Estudio piloto / Anthropometric characteristics of elite paddle players. Pilot study

El objetivo de este estudio fue describir las características antropométricas, la composición corporal y el somatotipo de una muestra internacional de jugadores de pádel de alto nivel de ambos sexos. En el estudio participaron 29 jugadores (15 varones y 14 mujeres) de categoría absoluta. Un total de 16 variables antropométricas fueron evaluadas. Se encontraron diferencias entre sexos en las variables masa, talla e IMC (p<0,001); en los pliegues tricipital, muslo, pierna (p<0,001) y en el sumatorio de 6 pliegues; en los perímetros brazo, muslo (p<0,001) y pierna (p<0,03); y en todos los diámetros analizados (p<0,001). Asimismo se encontraron diferencias en los componentes endomórfico (p<0,01), mesomórfico (p<0,001) y ectomórfico (p<0,05) del somatotipo. Los jugadores presentan un somatotipo mesomórfico-endomórfico y las jugadoras endo-mesomórfico. Esta investigación aporta datos biotipológicos actualizados de referencia para el pádel de élite

Paddle is one of the racket sports that has grown the most in recent years. However, there are few or very limited studies that address the biotype of this discipline, especially in the elite paddle. The aim was to describe the anthropometric characteristics, body composition and somatotype of an international sample of high level paddle players. 29 subjects national top level (15 male and 14 female) participated in this study. 16 anthropometric variables were evaluated. Differences were found between sexes in the variables weight, height and BMI (p <0.001); in triceps, thigh and leg folds (p <0.001); in the arm, thigh (p <0.001) and leg (p <0.03) perimeters; and in all diameters analysed (p <0.001). Differences were also found between men and women in the endomorphic (p <0.01), mesomorphic (p <0.001) and ectomorphic (p <0.05) components of the somatotype. Male players present a mesomorphic-endomorphic somatotype while female players are preferably endo-mesomorphic. This research provides up-to-date reference data for somatotype in elite paddle players

Shoulder pain -- a common problem in world-class badminton players.

Badminton is a sport that requires a lot of over-shoulder motion, with the shoulder in abduction/external rotation. This questionnaire study on 188 international top-level badminton players during the World Mixed Team Championships showed that previous or present shoulder pain on the dominant side was reported by 52% of the players. Previous shoulder pain was reported by 37% of the players and on-going shoulder pain by 20% of the players. There were no significant differences in the prevalence of shoulder pain between men and women. The majority of the shoulder pain had started gradually. The pain was usually associated with shoulder activity, and stiffness was a common, associated symptom. Furthermore, the shoulder pain was associated with consequences such as sleeping disturbances, changes in training and competition habits, and it also affected activities of daily living. The majority of the players had sought medical advice and had been given different kinds of treatment. The study showed that shoulder pain is a common and significant problem in world-class badminton players, and the consequences are most likely of importance for their training and playing capacity.