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This study aims to evaluate the effects of rehabilitation programs supported by artificial intelligence-based large language models (LLMs), specifically ChatGPT and DeepSeek, in individuals with subacromial pain syndrome (SAPS). Participants will be randomly assigned to one of three groups: standard physiotherapy, standard physiotherapy plus ChatGPT-guided exercises, and standard physiotherapy plus DeepSeek-guided exercises. Outcomes including pain, disability, quality of life, muscle strength, and joint range of motion will be assessed before and after a 6-week intervention. The results will help determine whether AI-generated exercise recommendations can enhance clinical outcomes when combined with conventional physiotherapy.
This completed randomized controlled trial investigated the clinical effects of integrating AI-generated exercise recommendations into conventional physiotherapy for individuals with subacromial pain syndrome (SAPS). A total of 82 individuals were assessed for eligibility; 7 were excluded for not meeting inclusion criteria. Seventy-five participants provided consent and were randomized in a 1:1:1 ratio to 3 groups (n=25 each): (1) conventional physiotherapy plus a conventional exercise program, (2) conventional physiotherapy plus ChatGPT-guided exercises, and (3) conventional physiotherapy plus DeepSeek-guided exercises. The allocation sequence was generated using simple computer-based randomization by an independent staff member and was revealed after completion of baseline assessments. Interventions were delivered over 6 weeks (3 supervised sessions/week). Six participants discontinued the intervention due to scheduling conflicts (2 per group). Sixty-nine participants completed the 6-week intervention and were included in the final analysis (n=23 per group). The primary outcome was shoulder pain and disability (Shoulder Pain and Disability Index, SPADI), assessed at baseline and 6 weeks. Secondary outcomes included pain intensity (Numeric Pain Rating Scale, NPRS), health-related quality of life (Short Form-12, SF-12), upper limb function (Disabilities of the Arm, Shoulder and Hand, Quick DASH), range of motion, isometric strength, kinesiophobia, catastrophizing, emotional status, and disease-specific quality of life.
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| Standard Exercise Group | Active Comparator | Participants receive standard physiotherapy combined with a conventional exercise program for subacromial pain syndrome based on evidence-based clinical guidelines. Each group included 23 participants who completed the 6-week intervention and were included in the final analysis. |
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| ChatGPT-Guided Exercise Group | Experimental | Participants receive standard physiotherapy combined with exercises generated by the ChatGPT-4o large language model. Each group included 23 participants who completed the 6-week intervention and were included in the final analysis. |
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| DeepSeek-Guided Exercise Group | Experimental | Participants receive standard physiotherapy combined with exercises generated by the DeepSeek-R1 large language model. Each group included 23 participants who completed the 6-week intervention and were included in the final analysis. |
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| Name | Type | Description | Arm Group Labels | Other Names |
|---|---|---|---|---|
| Conventional Exercise Program | Behavioral | Exercise protocol targeting subacromial pain syndrome, including shoulder mobility, strengthening, and posture correction exercises based on established clinical guidelines. |
| Measure | Description | Time Frame |
|---|---|---|
| Change in Disability (Shoulder Pain and Disability Index, SPADI) | Disability related to shoulder pain will be measured.Shoulder Pain and Disability Index (0-100; higher scores indicate worse disability). | Baseline and after 6 weeks of intervention |
| Measure | Description | Time Frame |
|---|---|---|
| Change in upper extremity function (Quick DASH) | Functional status of the arm, shoulder, and hand will be assessed using the Disabilities of the Arm, Shoulder and Hand (Quick DASH) questionnaire. Higher scores indicate greater disability. | Baseline and after 6 weeks |
| Change in shoulder range of motion (ROM) |
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Inclusion Criteria:
Exclusion Criteria:
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| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| Kırşehir Ahi Evran University Training and Research Hospital, Physical Medicine and Rehabilitation Department | Kırşehir | Merkez | 40100 | Turkey (Türkiye) |
Individual participant data (IPD) will not be shared due to ethical restrictions and institutional policy. The study was not designed with external data sharing in scope.
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| Type | Includes Protocol | Includes SAP | Includes ICF | Document Label | Document Date | Document Uploaded Date | Document File Name |
|---|---|---|---|---|---|---|---|
| Prot_SAP | Yes | Yes | No | Study Protocol and Statistical Analysis Plan | Feb 24, 2026 | Feb 25, 2026 | Prot_SAP_001.pdf |
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Participants will be randomly assigned to three parallel groups:
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Participants were informed that they would receive one of several supervised exercise-based rehabilitation programmes for subacromial pain syndrome, but were not informed of their specific group assignment or the use of large language models. The physician establishing the diagnosis and the physiotherapist performing all outcome assessments are blinded to group allocation. Treating physiotherapists are aware of group assignment but are not involved in outcome assessments or data analysis.
| ChatGPT-Guided Rehabilitation | Behavioral | AI-generated exercise recommendations from ChatGPT-4 tailored to the patient's profile and applied under physiotherapist supervision. |
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| DeepSeek-Guided Rehabilitation | Behavioral | Personalized rehabilitation exercises generated by DeepSeek-R1 and implemented under physiotherapist guidance. |
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Active range of motion in shoulder flexion, extension, abduction, internal and external rotation will be measured using a standard manual goniometer. |
| Baseline and after 6 weeks |
| Change in Quality of Life (Short Form-12, SF-12) | Health-related quality of life will be evaluated.Short Form-12 (Physical Component 12-48; Mental Component 12-48; higher scores indicate better quality of life). | Baseline and after 6 weeks of intervention |
| Change in Pain Intensity (Numeric Pain Rating Scale, NPRS) | Pain intensity will be assessed using the Numeric Pain Rating Scale (NPRS) at rest, during activity, and at night. Numeric Pain Rating Scale (0-10; higher scores indicate worse pain). | Baseline and after 6 weeks of intervention |
| Change in shoulder and elbow muscle strength (K-Force) | Isometric muscle strength of shoulder and elbow flexion, extension, and rotation will be assessed using the Kinvent K-Force digital dynamometer. Values will be recorded in Newtons. | Baseline and after 6 weeks |
| Change in Kinesiophobia (Tampa Scale for Kinesiophobia, TSK) | Kinesiophobia will be measured using the Tampa Scale for Kinesiophobia (TSK). Tampa Scale for Kinesiophobia (17-68; higher scores indicate greater fear of movement). | Baseline and after 6 weeks |
| Change in shoulder function (American Shoulder and Elbow Surgeons Standardized Shoulder Assessment Form, ASES) | Shoulder function will be evaluated using the American Shoulder and Elbow Surgeons Standardized Shoulder Assessment Form (ASES). ASES (0-100; higher scores indicate better shoulder function). | Baseline and after 6 weeks |
| Change in Pain Catastrophizing (Pain Catastrophizing Scale, PCS) | Pain catastrophizing will be assessed.Pain Catastrophizing Scale (0-52; higher scores indicate worse catastrophizing). | Baseline and after 6 weeks of intervention |
| Change in Emotional Status (Hospital Anxiety and Depression Scale, HADS) | Anxiety and depression will be evaluated.Hospital Anxiety and Depression Scale (0-21 for Anxiety subscale, 0-21 for Depression subscale; higher scores indicate worse symptoms). | Baseline and after 6 weeks of intervention |
| Change in disease-specific quality of life (Western Ontario Rotator Cuff Index, WORC) | Disease-specific quality of life in patients with shoulder pathology will be measured.WORC (0-2100; higher scores indicate worse symptoms / lower quality of life). | Baseline and after 6 weeks of intervention |