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Trapeziometacarpal OsteoarthritisICFNCT07458971

ICF-Based Biopsychosocial Assessment With AI-Assisted Profile Prediction: Trapeziometacarpal Osteoarthritis Model

An observational study of Trapeziometacarpal Osteoarthritis and Thumb Osteoarthritis, run by Hacettepe University at 1 site in Turkey (Türkiye).

Recruiting

Looking for participants now. Contact the study team or a site below to ask about taking part.

Sites and contacts
Official record
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Trial summary

Trapeziometacarpal osteoarthritis (TMC OA) is a common condition affecting the base of the thumb that causes pain, weakness, and difficulty with daily hand use. Current clinical assessment often focuses on physical findings alone, without considering psychological and social factors that also influence patient… Read more about this study

Who is it for?
Ages 25 to 74 years
How many people
93 participants
Where
1 siteTurkey (Türkiye)
Study dates
19 Feb 2026to Feb 2027
Phase
Observational
Are there results?
Not yet: the study is under way

Key requirements

Who can take part, as listed by the sponsor. Only the study team can confirm whether you are eligible, so take this list to your doctor.

  • Ages 25 to 74 years
  • All sexes
  • No healthy volunteers
  • Adult, Older adult

Study population: Individuals with trapeziometacarpal osteoarthritis referred to the Hand Surgery Rehabilitation Unit at Hacettepe University, Faculty of Physical Therapy and Rehabilitation, Ankara, Turkey.

Who may be able to join

  • Diagnosis of trapeziometacarpal osteoarthritis (TMC OA) confirmed by an orthopedic surgeon and/or hand surgeon
  • TMC OA-related symptoms persisting for more than 3 months
  • Aged between 25 and 74 years
  • Literate in Turkish
  • Adequate cognitive function (Mini-Mental State Examination score of 25 or above)
  • No other chronic systemic disease (e.g., rheumatoid arthritis, chronic diabetes, cardiovascular disease, chronic hepatitis)
  • Voluntary participation with signed informed consent

Who cannot join

  • Unwillingness to participate
  • Presence of a different orthopedic condition or prior surgery involving the thumb on the unilateral upper extremity
  • Uncontrolled systemic diseases (chronic obstructive pulmonary disease, congestive heart failure, endocrine system disease, history of stroke)
  • Diagnosis of any major psychopathology and currently receiving psychiatric or psychological treatment
  • Pregnancy

Trial locations and contacts

1 site in 1 country. Contact the study team or a site near you to ask about taking part.

Tugba Ulusoy, MSc contact

+90 5075097351

tugbaulusoy1@gmail.com

Turkey (Türkiye)1 site, 1 recruiting
  • Hacettepe University, Faculty of Physical Therapy and Rehabilitation, Hand Surgery Rehabilitation Unit

    Ankara

    Tugba Ulusoy, MSc, +90 5075097351, tugbaulusoy1@gmail.com

    Recruiting

Other trials in Turkey (Türkiye)

About this study

Official title: ICF-Based Biopsychosocial Assessment With Artificial Intelligence-Assisted Profile Prediction: Trapeziometacarpal Osteoarthritis Model

Trapeziometacarpal osteoarthritis (TMC OA) is a common condition affecting the base of the thumb that causes pain, weakness, and difficulty with daily hand use. Current clinical assessment often focuses on physical findings alone, without considering psychological and social factors that also influence patient outcomes.

This study has three objectives organized as interrelated work packages:

Read more

OBJECTIVE 1 (Clinical Assessment): To comprehensively assess individuals with TMC OA using the International Classification of Functioning, Disability and Health (ICF) framework. This includes evaluating pain, joint mobility, grip strength, daily activity limitations, social participation, psychological factors (anxiety, depression, fear of movement, pain beliefs), and environmental factors (family support, ergonomic adaptations).

OBJECTIVE 2 (AI Knowledge Evaluation): To compare the performance of four large language models (GPT-5.2, Claude Opus 4.6, Gemini 2.5 Pro, LLaMA 4 Maverick) in answering patient questions about TMC OA, and to test whether adding a clinician-oriented system prompt changes that performance. Each question is submitted under two prompting conditions (zero-shot and clinician-oriented system prompt) and responses are rated by blinded experts for accuracy, comprehensiveness and clinical relevance, with readability assessed by automated indices.

OBJECTIVE 3 (AI-Based Prediction): To analyze whether the best-performing large language model can predict multidimensional ICF-based patient profiles using only a limited set of core clinical parameters.

Read the detailed description

This research consists of three independent but interrelated work packages with different methods and targets.

Work Package 1 (Clinical Data Collection and ICF-Based Profile Analysis): Participants with TMC OA will undergo a single face-to-face comprehensive assessment using a cross-sectional design. The assessment battery is structured according to the ICF framework and covers five domains: (a) Body Structure/Function: pain, joint mobility, grip and pinch strength, joint stability, and OA staging; (b) Activity: daily activity limitations and pain-activity patterns (avoidance, overdoing, pacing); (c) Participation: social, domestic, and occupational participation; (d) Personal Factors: pain beliefs, coping strategies, kinesiophobia, anxiety, and depression; (e) Environmental Factors: family support and ergonomic adaptations.

Work Package 2 (Comparison of Large Language Models' Clinical Knowledge Performance): Forty patient questions derived from search-engine "People Also Ask" data are submitted programmatically, through provider application programming interfaces, to four large language models (GPT-5.2, Claude Opus 4.6, Gemini 2.5 Pro, LLaMA 4 Maverick) under two prompting conditions: zero-shot, and with a clinician-oriented system prompt. This yields 320 responses. Two experts (a hand therapist and a hand surgeon), blinded to model identity and prompting condition, independently rate each response for accuracy, comprehensiveness and clinical relevance on anchored 5-point scales. Criterion-level disagreements of two points or more are referred to a third blinded hand surgeon, whose rating is substituted for that criterion. Readability is computed automatically as Flesch Reading Ease and Flesch-Kincaid Grade Level.

Work Package 3 (LLM-Based Predictive Profile Modeling): The best-performing LLM identified in WP2 will be provided with core clinical predictors from WP1 data. The model's predictions for multidimensional ICF-based patient profiles will be compared against actual assessment results using established agreement and performance metrics.

Sample size: Based on a priori power analysis (alpha=0.05, power=0.80, effect size=0.131), a minimum of 93 participants is required.

Keywords
ICF, Biopsychosocial Assessment, Large Language Model, Artificial Intelligence, Trapeziometacarpal Joint, Prediction Model, Clinical Decision Support, Pain-Activity Patterns

What participants receive

What participants receive. In a randomised study each person is assigned to one group by chance.

Study groups in NCT07458971
Study groupRoleWhat they receive
TMC OA GroupIndividuals diagnosed with trapeziometacarpal osteoarthritis (TMC OA) by an orthopedic surgeon and/or hand surgeon, with symptoms persisting for more than 3 months, aged 25-74 years, referred to the Hand Surgery Rehabilitation Unit. All participants will undergo the same ICF-based comprehensive biopsychosocial assessment battery in a single face-to-face session.

What is being measured

The primary outcome is the main question the study is designed to answer.

  1. Grip Strength

    Measured using a Jamar dynamometer. The participant performs the test in a seated position with the elbow flexed at 90 degrees. Unit of Measure: Kilograms

    Measured: Baseline (single assessment at enrollment)

  2. Pinch Strength

    Measured using a pinchmeter to assess tip-to-tip and key pinch strength. Unit of Measure: Kilograms

    Measured: Baseline (single assessment at enrollment)

  3. Thumb Opposition (Kapandji Score)

    Assessment of thumb opposition using the Kapandji score, which ranges from 0 to 10. Higher scores indicate better thumb opposition and mobility.

    Measured: Baseline (single assessment at enrollment)

  4. Pain Intensity

    Measured using a Visual Analog Scale (VAS) ranging from 0 (no pain) to 10 (worst imaginable pain). Higher scores indicate greater pain intensity.

    Measured: Baseline (single assessment at enrollment)

  5. Pain Duration

    Total duration of thumb pain reported by the participant.

    Measured: Baseline (single assessment at enrollment)

  6. Radiographic Severity (Eaton-Littler Stage)

    Evaluation of the trapeziometacarpal joint osteoarthritis stage based on the Eaton-Littler classification (Stages I through IV).

    Measured: Baseline (single assessment at enrollment)

  7. Radial Subluxation Ratio

    Radiographic measurement of the radial subluxation of the metacarpal base on the trapezium.

    Measured: Baseline (single assessment at enrollment)

  8. Upper Extremity Disability (QuickDASH)

    Measured using the Quick Disabilities of the Arm, Shoulder and Hand (QuickDASH) questionnaire. The score ranges from 0 to 100, where higher scores indicate greater disability and symptoms.

    Measured: Baseline (single assessment at enrollment)

  9. Hand Disability (Turkish Thumb Disability Index - TDX)

    Assessment of thumb-related disability. Scores range from 0 to 100, with higher scores indicating greater functional impairment.

    Measured: Baseline (single assessment at enrollment)

  10. Joint Hypermobility (Beighton Score)

    Assessment of generalized joint laxity using the Beighton score. The total score ranges from 0 to 9, where higher scores indicate greater hypermobility.

    Measured: Baseline (single assessment at enrollment)

  11. Thumb Joint Range of Motion

    Active range of motion of the thumb joints measured using a goniometer. Unit of Measure: Degrees

    Measured: Baseline (single assessment at enrollment)

  12. Provocative Tests

    Clinical assessment using metacarpal adduction and extension tests to provoke symptoms. Presence or absence of pain (Binary: Yes/No)

    Measured: Baseline (single assessment at enrollment)

  13. Environmental Factors: Social Support and Ergonomic Adaptations

    Qualitative assessment of the participant's family support and the presence of ergonomic adaptations in their daily environment.

    Measured: Baseline (single assessment at enrollment)

  14. Emotional Status (Hospital Anxiety and Depression Scale)

    Measured using the Hospital Anxiety and Depression Scale (HADS), which consists of two subscales: Anxiety (HADS-A) and Depression (HADS-D). Each subscale ranges from 0 to 21, where higher scores indicate greater levels of anxiety or depression (worse outcome).

    Measured: Baseline (single assessment at enrollment)

  15. Kinesiophobia Level (Tampa Scale of Kinesiophobia)

    Measured using the 17-item Tampa Scale of Kinesiophobia (TSK-17) to assess the fear of movement or re-injury. Total scores range from 17 to 68, where higher scores indicate greater kinesiophobia (worse outcome).

    Measured: Baseline (single assessment at enrollment)

  16. Pain-Activity Patterns (Patterns of Activity Measure-Pain).

    Measured using the Patterns of Activity Measure-Pain (POAM-P) questionnaire to classify participants into three patterns: avoidance, overdoing, and pacing. Each subscale score indicates the frequency of that specific activity pattern. Higher scores on each subscale indicate a more frequent use of that specific activity pattern.

    Measured: Baseline (single assessment at enrollment).

  17. Pain Beliefs Profile (Pain Beliefs Questionnaire)

    Assessed using the Pain Beliefs Questionnaire (PBQ), which evaluates two dimensions: Organic and Psychological pain beliefs. Scores range from 1 to 6 for each subscale, where higher scores indicate a stronger belief in that specific dimension (e.g., higher organic scores mean a stronger belief that pain is due to physical damage).

    Measured: Baseline (single assessment at enrollment).

  18. Pain Coping Strategies (Pain Coping Questionnaire).

    Measured using the Pain Coping Questionnaire (PCQ) to assess the frequency of different coping strategies (e.g., information seeking, problem solving, distraction). Higher scores indicate a more frequent use of the respective coping strategy.

    Measured: Baseline (single assessment at enrollment).

  19. Large Language Model Clinical Knowledge Accuracy

    Accuracy of responses from four large language models to 40 patient-derived questions, each submitted under two prompting conditions (320 responses). Two blinded experts rate each response on an anchored 5-point scale (1 = mostly incorrect or potentially harmful, 5 = no factual error); criterion-level disagreements of two points or more are resolved by a third blinded expert. Higher scores indicate greater accuracy.

    Measured: Baseline (single assessment during the data collection period)

  20. Large Language Model Content Comprehensiveness

    Coverage of the elements a specialist would expect in an answer, rated by two blinded experts on an anchored 5-point scale (1 = question not genuinely answered, 5 = all essential elements covered), with third-expert arbitration of disagreements of two points or more.

    Measured: Baseline (single assessment at enrollment)

  21. Large Language Model Clinical Relevance

    Alignment of the response with the question asked, rated on an anchored 5-point scale (1 = unrelated, 5 = precisely and fully answers the question), with third-expert arbitration.

    Measured: Baseline (single assessment)

  22. Large Language Model Readability Score

    Readability of generated responses, computed automatically as the Flesch Reading Ease score and the Flesch-Kincaid Grade Level. Higher Flesch Reading Ease scores indicate easier text; higher Flesch-Kincaid values indicate a higher required reading grade.

    Measured: Baseline (calculated immediately after response generation)

  23. LLM Prediction Accuracy for Continuous ICF Profiles

    Prediction accuracy of the best-performing LLM (identified in WP2) in estimating continuous clinical scores (e.g., Grip Strength, QuickDASH scores) from core clinical predictors. Accuracy will be measured using the Intraclass Correlation Coefficient (ICC) to evaluate the agreement between LLM-predicted values and actual clinical assessment results.

    Measured: Within 3 months after the completion of clinical data collection.

  24. LLM Prediction Accuracy for Categorical ICF Profiles

    Prediction accuracy of the best-performing LLM in estimating categorical patient profiles (e.g., Eaton-Littler Stage, POAM-P activity patterns). Accuracy will be measured using Cohen's Kappa coefficient to evaluate the agreement between LLM-predicted categories and actual expert-diagnosed categories.

    Measured: Within 3 months after the completion of clinical data collection.

Secondary outcomes (5)
  1. Correlations Between Pain-Activity Patterns and Clinical Variables

    This measure evaluates the correlation between the subscale scores of the Patterns of Activity Measure-Pain (POAM-P) questionnaire (Avoidance, Overdoing, and Pacing) and clinical parameters, including pain intensity (VAS), grip strength (kg), upper extremity disability (QuickDASH), and emotional status (HADS). Correlation will be analyzed using Spearman's or Pearson's correlation coefficients depending on the data distribution. Unit of Measure: Correlation Coefficient

    Measured: Baseline (single assessment at enrollment)

  2. Kinesiophobia Level (Tampa Kinesiophobia Scale)

    Level of fear of movement or re-injury will be assessed using the unabbreviated 17-item Tampa Scale of Kinesiophobia (TSK-17). Total scores range from a minimum of 17 to a maximum of 68. Higher scores indicate a greater level of kinesiophobia (worse outcome).

    Measured: Baseline (single assessment at enrollment).

  3. Pain Beliefs Profile (Pain Beliefs Questionnaire)

    This measure assesses the patients' beliefs about the cause of their pain using the unabbreviated Pain Beliefs Questionnaire (PBQ). The PBQ consists of two subscales: Organic Beliefs and Psychological Beliefs. Each subscale score is evaluated, and their correlation with coping strategies and emotional status is analyzed. For each subscale, scores range from 1 to 6 (calculated as an average of items), where higher scores indicate a stronger belief in that specific dimension (e.g., higher organic scores mean a stronger belief that pain has a physical cause).

    Measured: Baseline (single assessment at enrollment)

  4. Anxiety and Depression (Hospital Anxiety and Depression Scale)

    Emotional status will be assessed using the Hospital Anxiety and Depression Scale (HADS). The scale consists of two subscales: HADS-Anxiety (HADS-A) and HADS-Depression (HADS-D). Each subscale ranges from 0 to 21, where higher scores indicate greater levels of anxiety or depression (worse outcome).

    Measured: Baseline (single assessment at enrollment).

  5. Pain Coping Strategies (Pain Coping Questionnaire)

    Evaluation of the various methods used by participants to manage their pain using the unabbreviated Pain Coping Questionnaire (PCQ). The questionnaire assesses different subscales such as Information Seeking, Problem Solving, and Distraction. Each subscale is scored, and higher scores indicate a more frequent use of that specific coping strategy (higher scores generally represent better or more active coping, depending on the specific subscale).

    Measured: Baseline (single assessment at enrollment)

Timeline

From the start of the study to its completion; the mark is today. Estimated dates are the sponsor’s plan.

  1. First posted9 Mar 2026
  2. Study start19 Feb 2026
  3. Primary completionOct 2026 (estimated)
  4. Study completionFeb 2027 (estimated)

Resources

More details

For doctors and researchers: how the study is designed, who runs it, and its registry IDs.

Study design
Study type
Observational
Observational model
Cohort
Time perspective
Cross-sectional
Enrolment
93 participants (estimated)
IDs, dates and publications
ClinicalTrials.gov ID
NCT07458971
Sponsor's protocol ID
FTREK25/168
Acronym
ICF
Status last verified
Feb 2026
First submitted
19 Feb 2026
Last updated
16 Sep 2026
Results posted
No
Data monitoring committee
No
FDA-regulated drug
No
FDA-regulated device
No
Individual data sharing
Yes: De-identified study data underlying the large language model component (Work Package 2), comprising all 320 model responses, expert ratings and analysis code, will be deposited in a public repository with a DOI at the time of publication.

Questions about this trial

What is this clinical trial studying?

An observational study of Trapeziometacarpal Osteoarthritis and Thumb Osteoarthritis, run by Hacettepe University at 1 site in Turkey (Türkiye).

The full registered description is in the About this study section and the official record.

Who may be eligible to take part?

The sponsor lists 7 inclusion and 5 exclusion criteria. Eligibility is decided by the study team after screening, so read the full criteria and contact a listed site.

Is this clinical trial currently recruiting?

The record says: looking for participants now, as of the sponsor's last update on 16 Sep 2026. Status can change between updates, so confirm with the study contact before making plans.

Where is the study taking place?

The record lists 1 site in Turkey (Türkiye). Whether a site is taking part right now should be confirmed with that site. See every site.

What are the possible benefits and risks?

They depend on the study and the treatment, and no study can promise a benefit. The study team explains the known risks during informed consent, before anyone joins; the record itself does not list them.

Are results available for this study?

This study is still under way. Results are not available in the source record yet.

How can a doctor refer a patient or contact the research team?

Contact Tugba Ulusoy, MSc (+90 5075097351, tugbaulusoy1@gmail.com), or a site near the patient. AzTrials does not enrol participants or take referrals.

What does the primary outcome measure?

Grip Strength (time frame: Baseline (single assessment at enrollment)). The study lists 24 primary outcomes in all. It is what the study was designed to measure, not a finding.

Where can I read the original study information?
Does a listing mean the treatment is approved or proven to work?

No. A listing means the study is registered. It does not show that the treatment is safe, works, or is approved by a regulator.

How often is this information updated?

AzTrials copies changed records from ClinicalTrials.gov every night and reloads the whole registry every week. The sponsor last updated this record on 16 Sep 2026.

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