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Introduction
Anthropometric and physical fitness data can predict sport-specific performance (e.g., canoe sprint race time) in young athletes. Of note, inter-item correlations (i.e., multicollinearity) may exist between tests assessing similar physical qualities. However, multicollinearity among tests may change across age and/or sex due to age-/sex-specific non-linear development of test performances. Therefore, the present study aimed at analyzing inter-item correlations between anthropometric, physical fitness, and sport-specific performance data as a function of age and sex in young canoe sprint athletes.
Methods
Anthropometric, physical fitness, and sport-specific performance data of 618 male and 297 female young canoe sprint athletes (discipline: male/female kayak, male canoe) were recorded during a national talent identification program between 1992 and 2019. For each discipline, a correlation matrix (i.e., network analysis) was calculated for age category (U13, U14, U15, U16) and sex including anthropometrics (e.g., standing body height, body mass), physical fitness (e.g., cardiorespiratory endurance, muscle power), and sport-specific performance (i.e., 250 and 2,000-m on-water canoe sprint time). Network plots were used to explore the correlation patterns by visual inspection. Further, trimmed means (mu(trimmed)) of inter-item Pearson's correlations coefficients were calculated for each discipline, age category, and sex. Effects of age and sex were analyzed using one-way ANOVAs.
Results
Visual inspection revealed consistent associations among anthropometric measures across age categories, irrespective of sex. Further, associations between physical fitness and sport-specific performance were lower with increasing age, particularly in males. In this sense, statistically significant differences for mu(trimmed) were observed in male canoeists (p < 0.01, xi = 0.36) and male kayakers (p < 0.01, xi = 0.38) with lower mu(trimmed) in older compared with younger athletes (i.e., >= U15). For female kayakers, no statistically significant effect of age on mu(trimmed) was observed (p = 0.34, xi = 0.14).
Discussion
Our study revealed that inter-item correlation patterns (i.e., multicollinearity) of anthropometric, physical fitness, and sport-specific performance measures were lower in older (U15, U16) versus younger (U13, U14) male canoe sprint athletes but not in females. Thus, age and sex should be considered to identify predictors for sport-specific performance and design effective testing batteries for talent identification programs in canoe sprint athletes.
Tolkien’s The Hobbit and The Lord of the Rings employ traditional races from fairy tales: elves, men and dwarves. These peoples are differentiated principally by their dominant desires, but also by their speech, diet, and realms. I argue that these three races are significantly inspired by the three aspects that characterize the Republic’s tripartite soul—logistikon, thumoeides, and epithumetikon—along with their respective principal desires: desire for truth, greatness, and material goods. For Tolkien, therefore, these races have a corporate or political psychology that explains who they are as peoples in the history of Middle-earth. I offer a comprehensive view of the major races, connecting the dwarves with the appetitive artisans of the Republic, humans with the honour- and glory-seeking auxiliaries, and elves with the ruling guardians. This treatment explains the artisanal dwarves, as well as the battle-loving men (and women) of Rohan and Gondor, and the nostalgic, ‘anamnetic’ condition of exile that distinguishes the elves. Indeed, the condition of elves in many descriptions recalls a Platonic philosopher returned to the Cave, as well as the Neo-Platonic sagacity pictured in the biographies of Plotinus and Proclus.