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- 🏃♂️ Mindfulness Interventions in Elite Distance Running and Relative Age Effects in Women’s Football
🏃♂️ Mindfulness Interventions in Elite Distance Running and Relative Age Effects in Women’s Football
PLUS: 🐍🧘 How to Use Python to Track Breathing Patterns for Mental Endurance Training


Hello there,
In today’s edition:
• Effects of group mindfulness intervention on high-level distance runners
• Born to win? Investigating relative age effects in women’s football leagues
• Elite Aerobic Endurance Performance and Lactate Threshold Relationship
• Sex Differences in Muscle Strength in Children and Adolescents
• Current Practice in Vitamin D Management in Elite Sport
• Acceptable timing error in baseball bat impact
• Resources for knee pain rehabilitation
and several more…
In focus: Exploring the Impact of Mindfulness on Athletes
Recent research highlights the profound effects of group mindfulness interventions, specifically, as we touch on in today’s edition, the Mindful Sport Performance Enhancement (MSPE) program, on the performance and mental well-being of elite distance runners. In a quasi-experimental study involving 20 elite athletes, significant improvements were observed in psychological constructs such as flow and cognitive anxiety among those who participated in a six-week MSPE intervention, demonstrating that mindfulness can enhance both performance metrics and overall mental health. This is supported by a meta-analysis summarizing data from 11 studies, which reported that mindfulness training significantly enhances athletic performance while reducing anxiety levels. Furthermore, findings from additional investigations indicate that mindfulness interventions can improve aspects like endurance performance and executive functions, thereby facilitating better decision-making during high-stakes competitions (Mindfulness Training Enhances Endurance Performance). These insights suggest that integrating mindfulness training into regular practice can serve as a practical tool for coaches and sports specialists.

-Haresh 🤙

Mental endurance in sports often depends on an athlete's ability to stay calm under pressure. Heart rate variability (HRV) during breathing exercises is a key indicator of mental resilience. Athletes who can control their breathing can better manage pre-competition anxiety and maintain focus during long events.
As a sports professional, you need tools to track breathing exercises and calculate recovery metrics. This helps athletes develop mental toughness through consistent mindfulness practice.
def calculate_breathing_score(inhale_times, exhale_times):
"""
Calculate a consistency score for breathing exercises.
This function takes two lists as input:
- inhale_times: duration of each inhale in seconds
- exhale_times: duration of each exhale in seconds
It returns the average breath ratio (exhale/inhale).
Ideal ratio is 2:1 (exhale twice as long as inhale).
"""
breath_ratios = [] # Create an empty list to store ratios
# Calculate ratio for each breath cycle
for inhale, exhale in zip(inhale_times, exhale_times):
ratio = exhale / inhale # How much longer exhale is than inhale
breath_ratios.append(ratio) # Add to our list
# Calculate average ratio
average_ratio = sum(breath_ratios) / len(breath_ratios)
return average_ratio
# Example: Track 5 breath cycles from an athlete
inhale_seconds = [4, 4, 5, 4, 6] # Inhale durations
exhale_seconds = [8, 7, 10, 9, 11] # Exhale durations
score = calculate_breathing_score(inhale_seconds, exhale_seconds)
print(f"Average breathing ratio: {score:.2f} (target is 2.0)")
Your Task: Extend the function to also calculate breathing consistency. Add a feature that identifies which breath cycles were "good" (ratio between 1.8 and 2.2) and returns both the average score and the percentage of good breaths. This helps athletes see their progress in maintaining consistent breathing patterns.
def calculate_breathing_score(inhale_times, exhale_times, target_ratio=2.0):
"""
Calculate breathing consistency score and performance metrics.
Parameters:
- inhale_times: list of inhale durations in seconds
- exhale_times: list of exhale durations in seconds
- target_ratio: ideal exhale/inhale ratio (default 2.0)
Returns: average ratio and percentage of good breaths
"""
breath_ratios = [] # Store all ratios
good_breaths = 0 # Count breaths in target range
# Analyze each breath cycle
for inhale, exhale in zip(inhale_times, exhale_times):
ratio = exhale / inhale
breath_ratios.append(ratio)
# Check if this breath was in the "good" range
if 1.8 <= ratio <= 2.2: # Within 10% of target
good_breaths += 1 # Count this as a good breath
# Calculate metrics
average_ratio = sum(breath_ratios) / len(breath_ratios)
consistency_percent = (good_breaths / len(breath_ratios)) * 100
return average_ratio, consistency_percent
# Test with athlete breathing data
inhale_seconds = [4, 4, 5, 4, 6, 5, 4, 5]
exhale_seconds = [8, 7, 10, 9, 11, 8, 9, 10]
avg_ratio, consistency = calculate_breathing_score(inhale_seconds, exhale_seconds)
print(f"Breathing Analysis:")
print(f"- Average ratio: {avg_ratio:.2f} (target: 2.0)")
print(f"- Consistency: {consistency:.0f}% of breaths in target zone")
print(f"- Mental endurance level: {'Good' if consistency > 70 else 'Needs practice'}")
This code demonstrates functions that return multiple values and conditional counting. Functions can return more than one result, making them more powerful for analysis. The code also shows how to track and count specific conditions.


This figure illustrates the changes in four key psychological variables before and after the mindfulness intervention (MSPE) for the experimental group compared to a control group. Overall, the figure demonstrates that the group-based mindfulness program effectively improved mental states relevant to athletic performance, notably increasing flow and mindfulness while reducing anxiety and emotion regulation difficulties.
Key finding:
A group mindfulness program significantly enhances mental well-being and performance in elite distance runners.
How they did it:
Methodology: This quasi-experimental study involved 20 Hungarian national and international level distance runners, with one group (n=10) undergoing a six-week Mindful Sport Performance Enhancement (MSPE) intervention while a control group (n=10) received no mental training. Psychological measures including flow, competitive anxiety, mindfulness, and emotion regulation were assessed before and after the intervention through validated questionnaires.
Results: The experimental group showed significant reductions in cognitive anxiety (p=0.003, η²=0.39) and somatic anxiety (p=0.017, η²=0.28), while mindfulness scores increased significantly in this group post-intervention (interaction effect: p=0.02, η²=0.26). Flow experience showed a trend toward improvement (p=0.072, η²=0.17), highlighting potential benefits of the MSPE program.
Innovations: The study adapted the MSPE program specifically for elite runners, including techniques such as diaphragmatic breathing, mindful yoga, and sport-specific running meditations. This group approach, delivered online, enhances accessibility and scalability of psychological training for high-level athletes.
Participant Feedback: After the intervention, participants rated the intervention’s perceived usefulness at an average of 4.3 out of 5 and reported a satisfaction score of 3.9 for their practice adherence, indicating positive personal engagement and practical application of mindfulness techniques during both training and daily life.
Implications: The findings suggest that group-based mindfulness interventions can effectively enhance critical psychological traits in elite distance runners, supporting greater focus and emotional regulation under competitive pressure, therefore providing a viable alternative to traditional sports psychology strategies.
Why it matters:
These findings shed light on how group mindfulness interventions can significantly enhance the mental performance of elite distance runners. With notable improvements in key psychological factors—such as a 35% reduction in cognitive anxiety—coaches can utilize mindfulness techniques to better prepare athletes for high-pressure competitive environments, leading to improved focus and emotional regulation. This structured approach also offers a practical option for integrating mental training into existing physical preparation routines.

This figure shows the relationship between players' birth timing within the year (represented by "Tb", the time to birth) and the number of players in the overall five European women's football leagues during the 2023/24 season. The downward-sloping regression line indicates that players born earlier in the year (closer to January 1) are more likely to be represented in these leagues, evidencing the presence of relative age effects: players born later in the year are less represented.
Key finding:
Significant relative age effects favor players born in the first half of the year in elite women’s football leagues.
How they did it:
Methodology: The study involved a cross-sectional analysis of 1,634 female football players from the top five European leagues during the 2023/24 season, assessing their birth date distributions to identify the presence of Relative Age Effects (RAEs) using Chi-square tests and Poisson regression analyses.
Results: The analysis revealed a significant prevalence of RAEs across the leagues, with 55% of players born in the first two quarters of the year. Specifically, players born in the first semester had a 1.57 times higher likelihood of being selected compared to those born in the latter part of the year.
League-Specific Findings: Significant RAEs were detected in four out of five leagues (England, Spain, Italy, and France) where first-semester births predominated, while no significant effects were found in Germany’s Frauen-Bundesliga.
Position Analysis: Significant RAEs were most pronounced among goalkeepers and midfielders, with Poisson regression indicating a 2.11 discrimination index for goalkeepers, suggesting they are more likely to be early-year born players.
Innovation: This research underscores the need for talent identification strategies, such as bio-banding, which categorizes athletes based on biological maturity rather than chronological age, aiming to mitigate the impacts of RAEs on player development and selection in women’s football.
Why it matters:
Understanding the relative age effect (RAE) can help coaches and talent scouts refine their selection processes in women’s football. The study found a notable trend: players born in the first half of the year were significantly overrepresented across leagues, with the likelihood of early-born players being selected 1.57 times greater than their peers born later. This insight equips sports professionals with concrete data to consider as they work to create more equitable pathways for identifying and developing talent, ultimately enriching the sport’s competitive landscape.

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Gender and Sex Differences in Sport
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Injury
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Nutrition
-Vitamin D testing and management in elite sports face significant barriers, with varied practices and a lack of innovative approaches.
Skill acquisition
-Metronome-guided training effectively helps swimmers adapt to new paces, with improvements lasting up to 10 days.
Sport and Society
-Racism persists in Czech football, influenced by cultural identity and anti-racist efforts, affecting non-white players’ emotional coping strategies.
Sport Physiology
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