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

24 giugno 2026 aggiornato da: 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.

Panoramica dello studio

Tipo di studio

Osservativo

Iscrizione (Effettivo)

81

Contatti e Sedi

Questa sezione fornisce i recapiti di coloro che conducono lo studio e informazioni su dove viene condotto lo studio.

Luoghi di studio

Criteri di partecipazione

I ricercatori cercano persone che corrispondano a una certa descrizione, chiamata criteri di ammissibilità. Alcuni esempi di questi criteri sono le condizioni generali di salute di una persona o trattamenti precedenti.

Criteri di ammissibilità

Età idonea allo studio

  • Bambino
  • Adulto

Accetta volontari sani

Metodo di campionamento

Campione non probabilistico

Popolazione di studio

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.

Descrizione

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.

Piano di studio

Questa sezione fornisce i dettagli del piano di studio, compreso il modo in cui lo studio è progettato e ciò che lo studio sta misurando.

Come è strutturato lo studio?

Dettagli di progettazione

Coorti e interventi

Gruppo / Coorte
Intervento / Trattamento
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.

Cosa sta misurando lo studio?

Misure di risultato primarie

Misura del risultato
Misura Descrizione
Lasso di tempo
Countermovement Jump Height
Lasso di tempo: 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)
Lasso di tempo: 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
Lasso di tempo: 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)

Misure di risultato secondarie

Misura del risultato
Misura Descrizione
Lasso di tempo
Single-Leg Hop Performance
Lasso di tempo: 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)
Lasso di tempo: 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 (%)
Lasso di tempo: 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
Lasso di tempo: 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)
Lasso di tempo: 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 (%)
Lasso di tempo: 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

Collaboratori e investigatori

Qui è dove troverai le persone e le organizzazioni coinvolte in questo studio.

Studiare le date dei record

Queste date tengono traccia dell'avanzamento della registrazione dello studio e dell'invio dei risultati di sintesi a ClinicalTrials.gov. I record degli studi e i risultati riportati vengono esaminati dalla National Library of Medicine (NLM) per assicurarsi che soddisfino specifici standard di controllo della qualità prima di essere pubblicati sul sito Web pubblico.

Studia le date principali

Inizio studio (Effettivo)

15 maggio 2026

Completamento primario (Effettivo)

22 maggio 2026

Completamento dello studio (Effettivo)

22 maggio 2026

Date di iscrizione allo studio

Primo inviato

18 giugno 2026

Primo inviato che soddisfa i criteri di controllo qualità

24 giugno 2026

Primo Inserito (Effettivo)

30 giugno 2026

Aggiornamenti dei record di studio

Ultimo aggiornamento pubblicato (Effettivo)

30 giugno 2026

Ultimo aggiornamento inviato che soddisfa i criteri QC

24 giugno 2026

Ultimo verificato

1 giugno 2026

Maggiori informazioni

Termini relativi a questo studio

Altri numeri di identificazione dello studio

  • IGU-SINTECH-BASKET-AI-2026-01

Piano per i dati dei singoli partecipanti (IPD)

Hai intenzione di condividere i dati dei singoli partecipanti (IPD)?

NO

Informazioni su farmaci e dispositivi, documenti di studio

Studia un prodotto farmaceutico regolamentato dalla FDA degli Stati Uniti

No

Studia un dispositivo regolamentato dalla FDA degli Stati Uniti

No

Queste informazioni sono state recuperate direttamente dal sito web clinicaltrials.gov senza alcuna modifica. In caso di richieste di modifica, rimozione o aggiornamento dei dettagli dello studio, contattare register@clinicaltrials.gov. Non appena verrà implementata una modifica su clinicaltrials.gov, questa verrà aggiornata automaticamente anche sul nostro sito web .

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