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CTRI Number  CTRI/2025/03/083532 [Registered on: 26/03/2025] Trial Registered Prospectively
Last Modified On: 24/04/2026
Post Graduate Thesis  Yes 
Type of Trial  Observational 
Type of Study   Retrospective Study 
Study Design  Other 
Public Title of Study   Machine Learning model to predict high risk individuals for ACL reinjury post reconstruction using Clinical Biomechanical and Demographic factors 
Scientific Title of Study   A Machine Learning Based Predictive model to identify individuals at high risk of Anterior Cruciate Ligament Reinjury after reconstruction based on Clinical, Biomechanical and Demographic factors: A Retrospective Study 
Trial Acronym  NIL 
Secondary IDs if Any  
Secondary ID  Identifier 
NIL  NIL 
 
Details of Principal Investigator or overall Trial Coordinator (multi-center study)  
Name  Sneha Nilesh Surana 
Designation  Post Graduate 
Affiliation  Kasturba Medical College, Mangalore, MAHE 
Address  Department of Physiotherapy, Centre for Basic Sciences, Bejai, Kasturba Medical College, Mangalore - 575004

Dakshina Kannada
KARNATAKA
575004
India 
Phone  7708106751  
Fax    
Email  sneha.mchpmlr2024@learner.manipal.edu  
 
Details of Contact Person
Scientific Query
 
Name  Sneha Nilesh Surana 
Designation  Post Graduate 
Affiliation  Kasturba Medical College, Mangalore, MAHE 
Address  Department of Physiotherapy, Centre for Basic Sciences, Bejai, Kasturba Medical College, Mangalore - 575004

Dakshina Kannada
KARNATAKA
575004
India 
Phone  7708106751  
Fax    
Email  sneha.mchpmlr2024@learner.manipal.edu  
 
Details of Contact Person
Public Query
 
Name  Dr Ashish John Prabhakar 
Designation  Associate Professor 
Affiliation  Kasturba Medical College, Mangalore, MAHE 
Address  Department of Physiotherapy, Centre for Basic Sciences, Bejai, Kasturba Medical College, Mangalore - 575004

Dakshina Kannada
KARNATAKA
575004
India 
Phone  8123223092  
Fax    
Email  ashish.john@manipal.edu  
 
Source of Monetary or Material Support  
Kasturba Medical College, Mangalore, MAHE, Dakshina Kannada, Karnataka-575001, India 
 
Primary Sponsor  
Name  NIL 
Address  NIL 
Type of Sponsor  Other [NIL] 
 
Details of Secondary Sponsor  
Name  Address 
NIL  NIL  
 
Countries of Recruitment     India  
Sites of Study  
No of Sites = 1  
Name of Principal Investigator  Name of Site  Site Address  Phone/Fax/Email 
Sneha Nilesh Surana  Kasturba Medical College Hospital Jyothi  Department of Physiotherapy, Fifth floor, Umbedkar Circle, Mangalore 575002
Dakshina Kannada
KARNATAKA 
7708106751

sneha.mchpmlr2024@learner.manipal.edu 
 
Details of Ethics Committee  
No of Ethics Committees= 1  
Name of Committee  Approval Status 
Institutional Ethics Committee, Kasturba Medical College, Mangalore  Approved 
 
Regulatory Clearance Status from DCGI  
Status 
Not Applicable 
 
Health Condition / Problems Studied  
Health Type  Condition 
Patients  (1) ICD-10 Condition: M708||Other soft tissue disorders related to use, overuse and pressure,  
 
Intervention / Comparator Agent  
Type  Name  Details 
Intervention  NIL  NIL 
Comparator Agent  NIL  NIL 
 
Inclusion Criteria  
Age From  18.00 Year(s)
Age To  70.00 Year(s)
Gender  Both 
Details  Control group
Patients who have undergone Primary ACL reconstruction and concomitant injury to medial/lateral meniscus and medial and lateral collateral ligament

Study Group
Patients who have undergone revision ACL reconstruction and concomitant injury to medial/lateral meniscus and medial/lateral collateral ligament 
 
ExclusionCriteria 
Details  Patients with missing essential data
Patients with avulsion fracture
Road traffic Accident related ACL reconstruction surgery  
 
Method of Generating Random Sequence   Not Applicable 
Method of Concealment   Not Applicable 
Blinding/Masking   Not Applicable 
Primary Outcome  
Outcome  TimePoints 
1) Beightons score
2) MMT (Manual Muscle Testing) of quadriceps and hamstrings 
Baseline, following the injury and prior to the surgery 
 
Secondary Outcome  
Outcome  TimePoints 
NIL  NIL 
 
Target Sample Size   Total Sample Size="120"
Sample Size from India="120" 
Final Enrollment numbers achieved (Total)= "206"
Final Enrollment numbers achieved (India)="206" 
Phase of Trial   N/A 
Date of First Enrollment (India)   17/04/2025 
Date of Study Completion (India) 31/03/2026 
Date of First Enrollment (Global)  Date Missing 
Date of Study Completion (Global) 31/03/2026 
Estimated Duration of Trial   Years="1"
Months="0"
Days="0" 
Recruitment Status of Trial (Global)
Modification(s)  
Not Applicable 
Recruitment Status of Trial (India)  Completed 
Publication Details   N/A 
Individual Participant Data (IPD) Sharing Statement

Will individual participant data (IPD) be shared publicly (including data dictionaries)?  

Response - NO
Brief Summary   The study title is A machine learning based predictive model to identify individuals at high risk of Anterior Cruciate Ligament Reinjury after reconstruction based on clinical, biomechanical and demographic factors: A retrospective study. The study aims to identify significant risk factors of Anterior Cruciate Ligament reinjury after reconstruction and to develop a predictive model using machine learning algorithm to identify individuals who are at high risk of reinjury. The data will be gathered from medical records who fulfil the inclusion and exclusion criteria. A variety of demographic, clinical and biomechanical data will be compiled and used to develop the machine learning model. The outcome measures will be Beighton’s score to assess ligament laxity and assessing muscle strength of quadriceps and hamstrings. The data will be subjected to statistical analysis. 
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