Medical Large Language Model-Assisted Diagnosis and Treatment in Primary Care Chronic Disease Management
Verification and Application Study of Medical Large Language Model-Assisted Diagnosis and Treatment in Primary Care Chronic Disease Management: A Randomized Controlled Study
Przegląd badań
Status
Status
Warunki
Warunki
Interwencja / Leczenie
Interwencja / Leczenie
Typ studiów
Typ studiów
Zapisy (Szacowany)
Zapisy
Faza
Faza
- Nie dotyczy
Kontakty i lokalizacje
Kontakt w sprawie studiów
Kontakt w sprawie studiów
- Nazwa: Guoyu Wang, MD
- Numer telefonu: +8615951154720
- E-mail: wangguoyutzheart@163.com
Lokalizacje studiów
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Jiangsu
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Taizhou, Jiangsu, Chiny, 225300
- The Affiliated Taizhou People's Hospital of Nanjing Medical University
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Kontakt:
- Guoyu Wang, MD
- Numer telefonu: +8615951154720
- E-mail: wangguoyutzheart@163.com
-
-
Kryteria uczestnictwa
Kryteria kwalifikacji
Kryteria kwalifikacji
Wiek uprawniający do nauki
- Dorosły
- Starszy dorosły
Akceptuje zdrowych ochotników
Opis
Inclusion Criteria:
- Work experience of 3 years or more;
- Able to complete the case assessment tasks required by the study;
- Have a practicing doctor qualification;
- Work at a township health center or community health service center;
- Voluntarily participate in the study and sign the informed consent form.
Exclusion Criteria:
N/A
Plan studiów
Jak projektuje się badanie?
Szczegóły projektu
- Główny cel: Inny
- Przydział: Randomizowane
- Model interwencyjny: Przydział równoległy
- Maskowanie: Pojedynczy
Liczba ramion
Broń i interwencje
Grupa uczestników / ArmGrupa uczestników / Arm |
Interwencja / LeczenieInterwencja / Leczenie |
|---|---|
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Aktywny komparator: LLM-Assisted Intervention Group
Primary care doctors creating management plans for chronic diseases (coronary heart disease, atrial fibrillation, heart failure, stroke) with the help of large medical language models
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The primary care physicians in the intervention group completed the management decisions for chronic disease cases, including disease assessment, examination suggestions, treatment plans, selection of management methods, and health education, with the assistance of the medical LLM.
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Brak interwencji: Usual Care Control Group
Primary care doctors creating management plans for chronic diseases (coronary heart disease, atrial fibrillation, heart failure, stroke) without the help of a large medical language model
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Co mierzy badanie?
Podstawowe miary wyniku
Podstawowe miary wyniku
Miara wyniku |
Opis środka |
Ramy czasowe |
|---|---|---|
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expert overall scores
Ramy czasowe: through study completion, an average of 3 months.
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A total of 200 cases (50 each of coronary heart disease, atrial fibrillation, heart failure, and stroke) were grouped by disease type and independently evaluated in a blinded manner by three subspecialty experts.
For each case, the two management plans were anonymized in the same way and then randomly labeled by a computer as Plan A and Plan B. Experts could only view the anonymized case information and the two corresponding anonymized management plans.
They rated them using a Likert scale on several aspects: accuracy of condition assessment, reasonableness of test recommendations, reasonableness of treatment plans, appropriateness of management choices, scientific nature of patient education content, feasibility at the primary care level, overall clinical quality.
Experts were instructed to rank the seven dimensions from lowest to highest quality.
These ordinal rankings were then converted into standardized scores of 1 to 5. Higher scores mean better.
|
through study completion, an average of 3 months.
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Miary wyników drugorzędnych
Miary wyników drugorzędnych
Miara wyniku |
Opis środka |
Ramy czasowe |
|---|---|---|
|
accuracy of condition assessment
Ramy czasowe: through study completion, an average of 3 months.
|
A total of 200 cases (50 each of coronary heart disease, atrial fibrillation, heart failure, and stroke) were grouped by disease type and independently evaluated in a blinded manner by three subspecialty experts.
For each case, the two management plans were anonymized in the same way and then randomly labeled by a computer as Plan A and Plan B. Experts could only view the anonymized case information and the two corresponding anonymized management plans.
They rated them using a Likert scale on accuracy of condition assessment from lowest to highest quality.
These ordinal rankings were then converted into standardized scores of 1 to 5. Higher scores mean better.
|
through study completion, an average of 3 months.
|
|
reasonableness of test recommendations
Ramy czasowe: through study completion, an average of 3 months.
|
A total of 200 cases (50 each of coronary heart disease, atrial fibrillation, heart failure, and stroke) were grouped by disease type and independently evaluated in a blinded manner by three subspecialty experts.
For each case, the two management plans were anonymized in the same way and then randomly labeled by a computer as Plan A and Plan B. Experts could only view the anonymized case information and the two corresponding anonymized management plans.
They rated them using a Likert scale regarding the reasonableness of test recommendations.
Experts were instructed to rank the dimension from lowest to highest quality.
These ordinal rankings were then converted into standardized scores of 1 to 5. Higher scores mean better.
|
through study completion, an average of 3 months.
|
|
reasonableness of treatment plans
Ramy czasowe: through study completion, an average of 3 months.
|
A total of 200 cases (50 each of coronary heart disease, atrial fibrillation, heart failure, and stroke) were grouped by disease type and independently evaluated in a blinded manner by three subspecialty experts.
For each case, the two management plans were anonymized in the same way and then randomly labeled by a computer as Plan A and Plan B. Experts could only view the anonymized case information and the two corresponding anonymized management plans.
They rated them using a Likert scale regarding the reasonableness of treatment plans.
Experts were instructed to rank the dimension from lowest to highest quality.
These ordinal rankings were then converted into standardized scores of 1 to 5. Higher scores mean better.
|
through study completion, an average of 3 months.
|
|
appropriateness of management choices
Ramy czasowe: through study completion, an average of 3 months.
|
A total of 200 cases (50 each of coronary heart disease, atrial fibrillation, heart failure, and stroke) were grouped by disease type and independently evaluated in a blinded manner by three subspecialty experts.
For each case, the two management plans were anonymized in the same way and then randomly labeled by a computer as Plan A and Plan B. Experts could only view the anonymized case information and the two corresponding anonymized management plans.
They rated them using a Likert scale regarding the ppropriateness of management choices.
Experts were instructed to rank the dimension from lowest to highest quality.
These ordinal rankings were then converted into standardized scores of 1 to 5. Higher scores mean better.
|
through study completion, an average of 3 months.
|
|
scientific nature of patient education content
Ramy czasowe: through study completion, an average of 3 months.
|
A total of 200 cases (50 each of coronary heart disease, atrial fibrillation, heart failure, and stroke) were grouped by disease type and independently evaluated in a blinded manner by three subspecialty experts.
For each case, the two management plans were anonymized in the same way and then randomly labeled by a computer as Plan A and Plan B. Experts could only view the anonymized case information and the two corresponding anonymized management plans.
They rated them using a Likert scale regarding the scientific nature of patient education content.
Experts were instructed to rank the dimension from lowest to highest quality.
These ordinal rankings were then converted into standardized scores of 1 to 5. Higher scores mean better.
|
through study completion, an average of 3 months.
|
|
feasibility at the primary care level
Ramy czasowe: through study completion, an average of 3 months.
|
A total of 200 cases (50 each of coronary heart disease, atrial fibrillation, heart failure, and stroke) were grouped by disease type and independently evaluated in a blinded manner by three subspecialty experts.
For each case, the two management plans were anonymized in the same way and then randomly labeled by a computer as Plan A and Plan B. Experts could only view the anonymized case information and the two corresponding anonymized management plans.
They rated them using a Likert scale regarding the feasibility at the primary care level.
Experts were instructed to rank the dimension from lowest to highest quality.
These ordinal rankings were then converted into standardized scores of 1 to 5. Higher scores mean better.
|
through study completion, an average of 3 months.
|
|
the overall clinical quality
Ramy czasowe: through study completion, an average of 3 months.
|
A total of 200 cases (50 each of coronary heart disease, atrial fibrillation, heart failure, and stroke) were grouped by disease type and independently evaluated in a blinded manner by three subspecialty experts.
For each case, the two management plans were anonymized in the same way and then randomly labeled by a computer as Plan A and Plan B. Experts could only view the anonymized case information and the two corresponding anonymized management plans.
They rated them using a Likert scale regarding the overall clinical quality.
Experts were instructed to rank the dimension from lowest to highest quality.
These ordinal rankings were then converted into standardized scores of 1 to 5. Higher scores mean better.
|
through study completion, an average of 3 months.
|
|
risk advice
Ramy czasowe: through study completion, an average of 3 months.
|
A total of 200 cases (50 each of coronary heart disease, atrial fibrillation, heart failure, and stroke) were grouped by disease type and independently evaluated in a blinded manner by three subspecialty experts.
For each case, the two management plans were anonymized in the same way and then randomly labeled by a computer as Plan A and Plan B. Experts could only view the anonymized case information and the two corresponding anonymized management plans.
If there is no risk advice, the expert selects 'No'; otherwise, the expert selects 'Yes' and specifically lists the content of the risk advice.
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through study completion, an average of 3 months.
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Any diagnostic or treatment information missing
Ramy czasowe: through study completion, an average of 3 months.
|
A total of 200 cases (50 each of coronary heart disease, atrial fibrillation, heart failure, and stroke) were grouped by disease type and independently evaluated in a blinded manner by three subspecialty experts.
For each case, the two management plans were anonymized in the same way and then randomly labeled by a computer as Plan A and Plan B. Experts could only view the anonymized case information and the two corresponding anonymized management plans.
If there is no omission of diagnostic and treatment information, the expert selects "No"; otherwise, the expert selects "Yes" and specifically lists the omitted diagnostic and treatment content.
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through study completion, an average of 3 months.
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feedback regarding the use of medical LLM by primary care physicians
Ramy czasowe: through study completion, an average of 3 months.
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After primary care physicians complete a case assessment assisted by medical LLM , they will fill out an evaluation of the medical LLM usage, including whether the medical LLM helped in disease assessment, assisted in formulating examination plans, aided in developing treatment plans, improved chronic disease management capabilities, supported chronic disease education, assisted in management approach selection, enhanced confidence, saved time, whether there were hallucinations or omissions, whether it provided risky suggestions, and any additional comments on the use of the medical LLM.
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through study completion, an average of 3 months.
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Współpracownicy i badacze
Sponsor
Sponsor
Daty zapisu na studia
Główne daty studiów
Rozpoczęcie studiów (Szacowany)
Rozpoczęcie studiów
Zakończenie podstawowe (Szacowany)
Zakończenie podstawowe
Ukończenie studiów (Szacowany)
Ukończenie studiów
Daty rejestracji na studia
Pierwszy przesłany
Pierwszy przesłany
Pierwszy przesłany, który spełnia kryteria kontroli jakości
Pierwszy przesłany, który spełnia kryteria kontroli jakości
Pierwszy wysłany (Rzeczywisty)
Pierwszy wysłany
Aktualizacje rekordów badań
Ostatnia wysłana aktualizacja (Rzeczywisty)
Ostatnia wysłana aktualizacja
Ostatnia przesłana aktualizacja, która spełniała kryteria kontroli jakości
Ostatnia przesłana aktualizacja, która spełniała kryteria kontroli jakości
Ostatnia weryfikacja
Ostatnia weryfikacja
Więcej informacji
Terminy związane z tym badaniem
Dodatkowe istotne warunki MeSH
- Zaburzenia naczyniowo-mózgowe
- Choroby mózgu
- Choroby ośrodkowego układu nerwowego
- Choroby Układu Nerwowego
- Choroby naczyniowe
- Choroby układu krążenia
- Procesy patologiczne
- Choroby serca
- Zaburzenia rytmu serca
- Arterioskleroza
- Choroby okluzyjne tętnic
- Choroba wieńcowa
- Niedokrwienie mięśnia sercowego
- Stany patologiczne, oznaki i objawy
- Uderzenie
- Niewydolność serca
- Migotanie przedsionków
- Choroba wieńcowa
Inne numery identyfikacyjne badania
Inne numery identyfikacyjne badania
- LSKY 2026-114-01
Plan dla danych uczestnika indywidualnego (IPD)
Planujesz udostępniać dane poszczególnych uczestników (IPD)?
Informacje o lekach i urządzeniach, dokumenty badawcze
Bada produkt leczniczy regulowany przez amerykańską FDA
Bada produkt urządzenia regulowany przez amerykańską FDA
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