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This randomized, four-arm clinical trial will investigate the effects of large language model (LLM)-assisted exercise prescriptions integrated with conventional physiotherapy on pain, function and quality of life in adults with degenerative knee disease. Participants will be randomly assigned to conventional physiotherapy alone or to conventional physiotherapy plus an exercise program planned with the assistance of ChatGPT-5, Gemini 2.5 Pro, or DeepSeek V3.1. All participants will receive supervised outpatient physiotherapy two times per week for 8 weeks (16 sessions in total). Outcomes will be assessed at baseline and at the end of the 8-week intervention period by physiotherapists blinded to group allocation.
Degenerative knee disease, including knee osteoarthritis, is a common cause of pain, disability and loss of independence in middle-aged and older adults. Exercise-based rehabilitation is a core component of evidence-based management, but the content and progression of exercise programs often vary between clinicians. Large language models (LLMs) such as ChatGPT-5, DeepSeek V3.1 and Gemini 2.5 Pro can generate exercise suggestions based on clinical information and may support physiotherapists in designing and progressing individualized programs. However, their impact on clinical outcomes in degenerative knee disease has not been evaluated in randomized controlled trials.
This single-center, randomized, parallel-group clinical trial will be conducted in adults with degenerative knee disease referred to the physiotherapy clinic of Kirsehir Ahi Evran University. After written informed consent and baseline assessments, participants will be randomly assigned (1:1:1:1) to one of four groups. All groups will receive a standardized outpatient physiotherapy program including hot pack, conventional TENS, therapeutic ultrasound and strengthening, range of motion, proprioceptive and functional exercises for the knee joint. In the three experimental groups, the content and progression of the exercise program will be planned with the assistance of standardized prompts to ChatGPT-5, DeepSeek V3.1 or Gemini 2.5 Pro, and all LLM-generated suggestions will be reviewed for safety and appropriateness by physiotherapists before being implemented. Sessions will be delivered two times per week for 8 weeks (16 supervised visits) under the supervision of a physical medicine and rehabilitation specialist and physiotherapists.
Outcomes will be evaluated at baseline (week 0) and after the 8-week intervention by a physiotherapist blinded to group allocation. Main outcome domains include knee pain, knee-related patient-reported outcomes, objective functional performance tests, isometric muscle strength, knee range of motion, psychosocial factors and health-related quality of life. Data will be analyzed according to CONSORT guidelines for randomized trials.
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| Conventional physiotherapy | Active Comparator | Participants receive supervised conventional physiotherapy including hot pack, TENS, ultrasound and a standardized knee exercise program two times per week for 8 weeks (16 sessions). |
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| Conventional physiotherapy plus ChatGPT-5-assisted exercise planning | Experimental | Participants receive supervised conventional physiotherapy plus an exercise program whose content and progression are planned with the assistance of the ChatGPT-5 large language model, under physiotherapist supervision, two times per week for 8 weeks (16 sessions). |
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| Conventional physiotherapy plus DeepSeek V3.1-assisted exercise planning | Experimental | Participants receive supervised conventional physiotherapy plus an exercise program whose content and progression are planned with the assistance of the DeepSeek V3.1 large language model, under physiotherapist supervision, two times per week for 8 weeks (16 sessions). |
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| Conventional physiotherapy plus Gemini 2.5 Pro-assisted exercise planning | Experimental | Participants receive supervised conventional physiotherapy plus an exercise program whose content and progression are planned with the assistance of the Gemini 2.5 Pro large language model, under physiotherapist supervision, two times per week for 8 weeks (16 sessions). |
| Name | Type | Description | Arm Group Labels | Other Names |
|---|---|---|---|---|
| Supervised conventional physiotherapy | Behavioral | Supervised outpatient physiotherapy including hot pack (20 minutes), conventional TENS (100 Hz, 60 µs, 20 minutes), therapeutic ultrasound (1 MHz, 1.5 W/cm², 5 minutes) and a standardized knee exercise program (strengthening, range of motion, proprioceptive and functional exercises), delivered two times per week for 8 weeks (16 sessions in total). |
| Measure | Description | Time Frame |
|---|---|---|
| Change in KOOS total score | Knee Injury and Osteoarthritis Outcome Score (KOOS) total score (0-100), calculated as the mean of the five KOOS subscales (Pain, Symptoms, Activities of Daily Living, Sport/Recreation, and knee-related Quality of Life). Higher scores indicate better knee-related health. The primary analysis will compare change in KOOS total score from baseline to week 8 between the four groups. | Baseline (week 0) to end of treatment (week 8) |
| Measure | Description | Time Frame |
|---|---|---|
| Change in knee pain intensity at rest, at night and during activity (Numeric Pain Rating Scale) | Numeric Pain Rating Scale (0-10) scores for knee pain at rest, at night and during activity. Higher scores indicate more severe pain. Mean change in each pain condition from baseline to week 8 will be compared between groups. | Baseline (week 0) to week 8 |
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Inclusion Criteria:
Exclusion Criteria:
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| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| Kırşehir Ahi Evran University | Kırşehir | Merez | 40100 | Turkey (Türkiye) |
Individual participant data (IPD) will not be shared because there is currently no approved institutional or ethical framework for external IPD sharing in this study.
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Four-arm, parallel-group randomized controlled trial in adults with degenerative knee disease.
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| ChatGPT-5-assisted exercise planning | Behavioral | Exercise selection and progression for the knee rehabilitation program supported by standardized prompts to the ChatGPT-5 large language model. All LLM-generated suggestions are reviewed for safety and appropriateness by physiotherapists before being implemented in supervised sessions. |
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| DeepSeek V3.1-assisted exercise planning | Behavioral | Exercise selection and progression for the knee rehabilitation program supported by standardized prompts to the DeepSeek V3.1 large language model. All LLM-generated suggestions are reviewed for safety and appropriateness by physiotherapists before being implemented in supervised sessions. |
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| Gemini 2.5 Pro-assisted exercise planning | Behavioral | Exercise selection and progression for the knee rehabilitation program supported by standardized prompts to the Gemini 2.5 Pro large language model. All LLM-generated suggestions are reviewed for safety and appropriateness by physiotherapists before being implemented in supervised sessions. |
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| Change in IKDC subjective knee score | International Knee Documentation Committee (IKDC) subjective knee form score (0-100). Higher scores indicate better symptoms, sports activity and knee function. Change from baseline to week 8 will be compared between groups. | Baseline (week 0) to week 8 |
| Change in Lysholm knee score | Lysholm knee score (0-100). Higher scores indicate better knee function. Change from baseline to week 8 will be analyzed between the four groups. | Baseline (week 0) to week 8 |
| Change in 30-second chair stand test performance | Number of full stands completed in 30 seconds from a standard chair. Higher numbers indicate better lower limb functional performance. Change in repetitions from baseline to week 8 will be compared between groups. | Baseline (week 0) to week 8 |
| Change in Four Square Step Test performance | Four Square Step Test (FSST): the time (seconds) taken to step sequentially over four canes arranged in a cross, moving forward, sideways, and backward. Lower times indicate better dynamic balance and functional mobility. Change in completion time from baseline to week 8 will be compared between groups. | Baseline (week 0) to week 8 |
| Change in stair climb test time | Time (seconds) needed to ascend and/or descend a standardized set of stairs. Lower times indicate better functional performance. Change from baseline to week 8 will be compared between groups. | Baseline (week 0) to week 8 |
| Change in maximal isometric quadriceps strength | Maximal voluntary isometric strength of the quadriceps muscle of the target knee, measured with a handheld dynamometer. Higher values (e.g., Newtons) indicate greater muscle strength. Change from baseline to week 8 will be compared between groups. | Baseline (week 0) to week 8 |
| Change in maximal isometric hamstring strength | Maximal voluntary isometric strength of the hamstring muscles of the target limb, measured with a handheld dynamometer. Higher values indicate greater muscle strength. Change from baseline to week 8 will be compared between groups. | Baseline (week 0) to week 8 |
| Change in knee range of motion | Active knee flexion and extension range of motion measured with a universal goniometer in degrees. Higher flexion and closer-to-zero extension deficit indicate better joint mobility. Changes in range of motion from baseline to week 8 will be analyzed. | Baseline (week 0) to week 8 |
| Change in Pain Catastrophizing Scale score | Pain Catastrophizing Scale total score (0-52). Higher scores indicate greater levels of pain catastrophizing. Change from baseline to week 8 will be compared between groups. | Baseline (week 0) to week 8 |
| Change in Tampa Scale for Kinesiophobia score | Tampa Scale for Kinesiophobia total score (17-68). Higher scores indicate greater fear of movement or re-injury. Change from baseline to week 8 will be analyzed between groups. | Baseline (week 0) to week 8 |
| Change in SF-12 physical and mental component summary scores | Short Form-12 (SF-12) physical and mental component summary scores (0-100). Higher scores indicate better health-related quality of life. Change from baseline to week 8 will be compared between groups. | Baseline (week 0) to week 8 |