Kinematic Training in Patients With Neck Pain Based on Machine Learning Classification Approach
What is the Ability of Datamining Approaches to Cluster Patients With Idiopathic Neck Pain and Can Machine Learning Algorithms Provide More Efficient Rehabilitation and Less Recurrence Based on Kinaesthetic Training Protocols
1 other identifier
interventional
38
1 country
1
Brief Summary
The goal of this clinical trial is to study if kinematic training based on novel kinematic assessment clasification approach can decrease chronic neck pain and prevent its reoccurance better than conventional kinematic training in adults. The main question\[s\] it aims to answer \[is/are\]: Does clustering patients with neck pain based on head and neck movement characteristics lead to more efficient kinematic rehabilitation training and improved clinical outcomes Researchers will compare effects of cluster specific kinematic training to see if it effects pain levels and its reoccurance. Participants will \[describe the main tasks participants will be asked to do, interventions they'll be given and use bullets if it is more than 2 items\].
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P25-P50 for not_applicable
Started Mar 2026
Shorter than P25 for not_applicable
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
August 10, 2025
CompletedFirst Posted
Study publicly available on registry
February 18, 2026
CompletedStudy Start
First participant enrolled
March 18, 2026
CompletedPrimary Completion
Last participant's last visit for primary outcome
June 20, 2026
ExpectedStudy Completion
Last participant's last visit for all outcomes
September 20, 2026
February 18, 2026
February 1, 2026
3 months
August 10, 2025
February 13, 2026
Conditions
Outcome Measures
Primary Outcomes (2)
Vas score (Visual analogue scale - pain intensity level)
The Visual Analogue Scale (VAS) is a patient-reported measure of pain intensity. Participants rate their current neck pain on a 10-cm horizontal line anchored by: * 0 = no pain (best outcome) * 10 = worst imaginable pain (worst outcome) The score is determined by measuring the distance (in centimeters or millimeters) from the "no pain" anchor to the participant's mark. Total scores therefore range from 0 to 10 (or 0-100 mm), with higher scores indicating greater pain intensity. A decrease in VAS score over time indicates improvement, while an increase indicates worsening pain. For responder analyses, a clinically meaningful improvement is defined as a reduction of at least 2 points (or 20 mm) from baseline.
Start of the study, after 4 week training period and after 3 months follow up period
NDI score
The Neck Disability Index is a patient-reported questionnaire assessing how neck pain affects daily activities. It includes 10 items (pain intensity, personal care, lifting, reading, headaches, concentration, work, driving, sleeping, and recreation). Each item is scored from 0 to 5, where: * 0 indicates no pain or no functional limitation (best outcome) * 5 indicates maximum pain or complete functional limitation (worst outcome) The total score ranges from 0 to 50, with: * 0 = no neck-related disability (best possible score) * 50 = maximum disability (worst possible score) For reporting purposes, the total score may also be expressed as a percentage from 0% (no disability) to 100% (complete disability). A decrease in score over time indicates improvement, while an increase indicates worsening disability. For analyses using a responder threshold, participants are considered to have achieved a clinically meaningful improvement if their total NDI score decreases by at least 5 points (on
Start of the study, after 4 week training period and after 3 months follow up period
Secondary Outcomes (6)
Precision time (in movement control test)
At start, after 4 week intervention and at 3 month follow-up period.
Underreaching (in movement control test)
At start, after 4 week intervention and at 3 month follow-up period.
Overreaching (movement control test)
At start, after 4 week intervention and at 3 month follow-up period.
Jerk index (in movement control test)
At start, after 4 week intervention and at 3 month follow-up period.
Absolute error (in head-to-neutral relocation test)
At start, after 4 week intervention and at 3 month follow-up period.
- +1 more secondary outcomes
Other Outcomes (1)
16 VSP (16 item visual symptoms proforma)
At start, after 4 week intervention and at 3 month follow-up period.
Study Arms (5)
Patietns with smallest movement deficits
EXPERIMENTALA group that in kinematic movement assessment presents with most time and closest to the target, with lowest overeaching and low unereaching. This group presents with mild to moderate pain levels. Kinematic training intervention (head and neck movement training): focused on head and neck movement training in a sitting position with changing velocities, amplitudes and changes of direction without specific range of motion limits. The listed parameters are increased when the average session accuracy reaches 60% time-on-target. Patients will perform 4 training sessions per week (20 min duration each), for four weeks.
Patients with smaller movement deficits
EXPERIMENTALThis group stays considerable amount of time and close to the target, has high underreaching at medium and difficult level and smallest overreaching at all difficulty levels; presents with mild to moderate pain levels. Kinematic training intervention (head and neck movement training): focused on head and neck movement training in a sitting position with randomly changing velocities, in a predefined movement directions. The listed parameters are increased when the average session accuracy reaches 60% time-on-target. When 60% time-on-target is reached at the difficult level, random moveemnt directions are introduced. Patients will perform 4 training sessions per week (20 min duration each), for four weeks.
Patients with lerger movement deficits
EXPERIMENTALThis gorup stays less time and further away from the target, with high underreaching, most prominent feature is high overreaching; presents with mild to moderate pain levels. Kinematic training intervention (head and neck movement training): focused on head and neck movement training in a sitting position with constant velocities, amplitudes with no changes of direction and with range of motion limits relative to the pain onset. The listed parameters are increased when the average session accuracy reaches 60% time-on-target. Patients will perform 4 training sessions per week (20 min duration each), for four weeks.
Patients with largest movement deficits
EXPERIMENTALThis gorup stays least time and furthest away from the target, with highest undershoot (all difficulty levels, with significantly affected performance already at easy level) and overshoot; presents with moderate to severe pain levels
Control group of patinets with neck pain
ACTIVE COMPARATORGroup of patients with neck pain consisting equally from all four cluster groups.
Interventions
Kinematic training intervention (head and neck movement training): focused on head and neck movement training in a sitting position with changing velocities (ranges of difficulty levels from 0,5 to 3, 3 to 5, and 4 to 7 deg/s), amplitudes (40 to 90% ROM), and changes of direction/movements (combination of single and mixed axis of movement - flexion/extension and lef or right rotations). The listed parameters are increased when the average accuracy of two following training sessions reaches 60% time-on-target. Patients will perform 4 training sessions per week (20 min duration each), for four weeks.
Kinematic training intervention (head and neck movement training): focused on head and neck movement training in a sitting position with the task to catch the moving target (always starting 2-15 deg in front of the starting position of the head) moving at different constant velocities (ranges of individual trial velocities at different difficulty levels - 0,5 to 3, 3 to 5, and 4 to 7 deg/s), amplitudes (40 to 90% ROM). Movements will be perfromed in a diagonal 2D line encompasing flexion/extension and rotations). The listed parameters are increased when the average session accuracy reaches 60% time-on-target. If 60% time-on-target will be reached before the end of 4 week training period, general training intervention will be continued. Patients will perform 4 training sessions per week (20 min duration each), for four weeks.
Kinematic training intervention (head and neck movement training): focused on head and neck movement training in a sitting position with the task to follow the moving target (always starting at the same starting position of the head) moving at different constant velocities (ranges of individual trial velocities at different difficulty levels - 0,5 to 3, 3 to 5, and 4 to 7 deg/s), amplitudes (40 to 90% ROM). All movements finish at random point which has to be maintained for 5 s. Movements will be performed in diagonal 2D lines simultaneously encompasing flexion/extension and rotations). The listed parameters are increased when the average session accuracy reaches 60% time-on-target. If 60% time-on-target will be reached before the end of 4 week training period, training intervention of the group with smaller movement deficits will be continued. Patients will perform 4 training sessions per week (20 min duration each), for four weeks.
Kinematic training intervention (head and neck movement training): focused on head and neck movement training in a sitting position with the goal to follow the moving target (always starting at the same starting position as the head) moving at different constant velocities (ranges of individual trial velocities at different difficulty levels - 0,5 to 3, 3 to 5, and 4 to 7 deg/s), amplitudes (40 to 90% ROM). All movements finish at random point which has to be maintained for 5 s. Movements will be performed in a single axis (flexion/extension and seperatelly rotations). The listed parameters are increased when the average session accuracy reaches 60% time-on-target. If 60% time-on-target will be reached before the end of 4 week training period, training intervention of the group with larger movement deficits will be continued. Patients will perform 4 training sessions per week (20 min duration each), for four weeks.
Kinematic training intervention (head and neck movement training): focused on head and neck movement training in a sitting position with constant velocities (ranges of difficulty levels from 0,5 to 3, 3 to 5, and 4 to 7 deg/s), at different amplitudes between trials (40 to 90% ROM), and at predefined movement paths (square, circle, zig-zag and figure of 8 pattern). The listed parameters are increased when the average accuracy of two following training sessions reaches 60% time-on-target. Patients will perform 4 training sessions per week (20 min duration each), for four weeks.
Eligibility Criteria
You may qualify if:
- presence of neck pain
- pain level minimum 3 of 10 on VAS
- did not receive conventional physiotherapy in last 6 months
You may not qualify if:
- any upper extremity pain within last 2 years
- any neurological or vestibular dissorders
- type 2 diabetes
- diagnosed psychiatric dissorders
- medication or alcohol consumptin in last 30 hours
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Faculty of Sport
Ljubljana, 1000, Slovenia
Central Study Contacts
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- NON RANDOMIZED
- Masking
- DOUBLE
- Who Masked
- PARTICIPANT, INVESTIGATOR
- Purpose
- TREATMENT
- Intervention Model
- PARALLEL
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- assist. prof. Ziva Majcen Rosker, PT, PhD
Study Record Dates
First Submitted
August 10, 2025
First Posted
February 18, 2026
Study Start
March 18, 2026
Primary Completion (Estimated)
June 20, 2026
Study Completion (Estimated)
September 20, 2026
Last Updated
February 18, 2026
Record last verified: 2026-02
Data Sharing
- IPD Sharing
- Will not share
The results of the study demand analysis of patient groups not individual data. Therefore IPD will be analyzed and shared in any way.