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Position-Specific Lower Limb Performance and AI-Based Injury Risk Analysis in Young Male Basketball Players

24. června 2026 aktualizováno: Istanbul Gelisim University

Position-Specific Lower Extremity Performance and Artificial Intelligence-Based Injury Risk Analysis in Young Male Basketball Players

This observational study aims to evaluate lower extremity performance characteristics in young male basketball players according to their playing positions and to explore injury risk patterns using artificial intelligence (AI)-based analysis. Basketball requires frequent jumping, sprinting, rapid changes of direction, acceleration, deceleration, and single-leg movements, all of which place significant demands on lower extremity function.

Participants will undergo a single assessment session including anthropometric measurements and performance tests such as countermovement jump, reactive strength testing, single-leg performance tests, and agility assessments. Information regarding previous lower extremity injuries, training history, and playing position will also be collected.

The study will compare performance characteristics among different basketball positions, including guards, forwards, and centers. In addition, AI and machine learning techniques will be used to analyze the collected performance data and identify patterns associated with injury risk. The purpose of the AI analysis is not to diagnose injuries but to investigate whether combinations of performance variables can help identify athletes who may demonstrate higher-risk movement or performance profiles.

The findings may contribute to the development of position-specific training strategies, individualized performance monitoring, and evidence-based injury prevention approaches in youth basketball players.

Přehled studie

Typ studie

Pozorovací

Zápis (Aktuální)

81

Kontakty a umístění

Tato část poskytuje kontaktní údaje pro ty, kteří studii provádějí, a informace o tom, kde se tato studie provádí.

Studijní místa

Kritéria účasti

Výzkumníci hledají lidi, kteří odpovídají určitému popisu, kterému se říká kritéria způsobilosti. Některé příklady těchto kritérií jsou celkový zdravotní stav osoby nebo předchozí léčba.

Kritéria způsobilosti

Věk způsobilý ke studiu

  • Dítě
  • Dospělý

Přijímá zdravé dobrovolníky

Ano

Metoda odběru vzorků

Vzorek nepravděpodobnosti

Studijní populace

The study population consists of youth male basketball players competing at the developmental level. Participants are recruited from basketball clubs and youth training programs and are classified according to their primary playing position, including point guard, shooting guard/small forward, power forward, and center.

Popis

Inclusion Criteria:

  • Male basketball players aged 12 to 18 years.
  • Registered youth basketball athletes.
  • Participation in regular basketball training for at least 1 year.
  • Participation in basketball training at least 3 times per week.
  • No acute lower extremity injury affecting performance testing within the previous 6 months.
  • Ability to understand and follow testing instructions.
  • Written informed consent provided by a parent or legal guardian and assent provided by the participant.

Exclusion Criteria:

  • Lower extremity surgery within the previous 6 months.
  • Acute musculoskeletal injury affecting test performance.
  • Neurological, vestibular, or severe orthopedic conditions affecting balance, coordination, or motor performance.
  • Pain, illness, fatigue, or any health condition that could affect performance on the assessment day.
  • Cardiovascular or systemic conditions preventing completion of the testing protocol.
  • Incomplete performance testing data or technically invalid measurements.

Studijní plán

Tato část poskytuje podrobnosti o studijním plánu, včetně toho, jak je studie navržena a co studie měří.

Jak je studie koncipována?

Detaily designu

Kohorty a intervence

Skupina / kohorta
Intervence / Léčba
Point Guard Players
Young male basketball players whose primary playing position is point guard. Participants will undergo lower extremity performance assessments and AI-based injury risk analysis.
Participants will complete lower extremity performance tests including countermovement jump, reactive strength index testing, single-leg performance tests, and agility/change-of-direction assessments. Performance data will be analyzed using artificial intelligence-based methods to explore injury risk patterns.
Shooting Guard / Small Forward Players
Young male basketball players whose primary playing position is shooting guard or small forward. Participants will undergo lower extremity performance assessments and AI-based injury risk analysi
Participants will complete lower extremity performance tests including countermovement jump, reactive strength index testing, single-leg performance tests, and agility/change-of-direction assessments. Performance data will be analyzed using artificial intelligence-based methods to explore injury risk patterns.
Power Forward Players
Young male basketball players whose primary playing position is power forward. Participants will undergo lower extremity performance assessments and AI-based injury risk analysis.
Participants will complete lower extremity performance tests including countermovement jump, reactive strength index testing, single-leg performance tests, and agility/change-of-direction assessments. Performance data will be analyzed using artificial intelligence-based methods to explore injury risk patterns.
Center Players
Young male basketball players whose primary playing position is center. Participants will undergo lower extremity performance assessments and AI-based injury risk analysis.
Participants will complete lower extremity performance tests including countermovement jump, reactive strength index testing, single-leg performance tests, and agility/change-of-direction assessments. Performance data will be analyzed using artificial intelligence-based methods to explore injury risk patterns.

Co je měření studie?

Primární výstupní opatření

Měření výsledku
Popis opatření
Časové okno
Countermovement Jump Height
Časové okno: Baseline assessment (single session)
Vertical jump height measured during the countermovement jump (CMJ) test using an artificial intelligence-based performance assessment system.
Baseline assessment (single session)
Reactive Strength Index (RSI)
Časové okno: Baseline assessment (single session)
Reactive strength performance calculated from jump height and ground contact time during reactive jump testing.
Baseline assessment (single session)
AI-Based Injury Risk Classification Score
Časové okno: Baseline assessment (single session)
Injury risk profile generated using artificial intelligence and machine learning algorithms based on lower extremity performance variables, asymmetry measures, agility performance, and injury history.
Baseline assessment (single session)

Sekundární výstupní opatření

Měření výsledku
Popis opatření
Časové okno
Single-Leg Hop Performance
Časové okno: Baseline assessment (single session)
Distance and performance outcomes obtained from right and left single-leg hop tests used to evaluate unilateral lower extremity function and limb asymmetry.
Baseline assessment (single session)
Time to Complete the T-Test Agility Assessment (seconds)
Časové okno: Baseline assessment (single session)
Time required to complete the standardized T-Test agility assessment. Lower completion times indicate superior agility and change-of-direction ability in young basketball players.
Baseline assessment (single session)
Limb Symmetry Index Calculated from Single-Leg Countermovement Jump Height (%)
Časové okno: Baseline assessment (single session)
Limb Symmetry Index (LSI) calculated as the ratio between dominant and non-dominant lower extremity performance during the single-leg countermovement jump test. Values closer to 100% indicate greater inter-limb symmetry.
Baseline assessment (single session)
Previous Lower Extremity Injury History
Časové okno: At study enrollment
Self-reported history of lower extremity injuries occurring within the previous 12 months.
At study enrollment
Countermovement Jump Height Measured by the D-Wall Athlete Performance System (cm)
Časové okno: Baseline
Countermovement jump height obtained from the D-Wall Athlete Performance System and compared among point guards, shooting guards/small forwards, power forwards, and centers.
Baseline
Acceleration and Deceleration Scores Measured by the D-Wall Athlete Performance System (%)
Časové okno: Baseline
Acceleration and deceleration performance scores generated by the D-Wall Athlete Performance System during athletic performance testing. These scores quantify the athlete's ability to rapidly increase and decrease movement velocity.
Baseline

Spolupracovníci a vyšetřovatelé

Zde najdete lidi a organizace zapojené do této studie.

Termíny studijních záznamů

Tato data sledují průběh záznamů studie a předkládání souhrnných výsledků na ClinicalTrials.gov. Záznamy ze studií a hlášené výsledky jsou před zveřejněním na veřejné webové stránce přezkoumány Národní lékařskou knihovnou (NLM), aby se ujistily, že splňují specifické standardy kontroly kvality.

Hlavní termíny studia

Začátek studia (Aktuální)

15. května 2026

Primární dokončení (Aktuální)

22. května 2026

Dokončení studie (Aktuální)

22. května 2026

Termíny zápisu do studia

První předloženo

18. června 2026

První předloženo, které splnilo kritéria kontroly kvality

24. června 2026

První zveřejněno (Aktuální)

30. června 2026

Aktualizace studijních záznamů

Poslední zveřejněná aktualizace (Aktuální)

30. června 2026

Odeslaná poslední aktualizace, která splnila kritéria kontroly kvality

24. června 2026

Naposledy ověřeno

1. června 2026

Více informací

Termíny související s touto studií

Další identifikační čísla studie

  • IGU-SINTECH-BASKET-AI-2026-01

Plán pro data jednotlivých účastníků (IPD)

Plánujete sdílet data jednotlivých účastníků (IPD)?

NE

Informace o lécích a zařízeních, studijní dokumenty

Studuje lékový produkt regulovaný americkým FDA

Ne

Studuje produkt zařízení regulovaný americkým úřadem FDA

Ne

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