LLM-Assisted Diabetes and Hypertension Management by Village Doctors
Large Language Model-Assisted Decision Support for Improving Village Doctors' Integrated Management of Patients With Type 2 Diabetes and Hypertension: A Randomized Controlled Study
This is a prospective, assessor-blinded, randomized controlled study designed to evaluate whether large language model (LLM)-assisted decision support can improve village doctors' abilities in the comprehensive management of patients with type 2 diabetes mellitus and hypertension.
For each standardized clinical case, two village doctors will independently review the same patient information and develop management plans. An independent statistician will randomly assign one doctor to receive LLM-assisted decision support, while the other will complete the assessment without assistance. All management plans and questionnaire responses will be de-identified and evaluated by an independent expert panel blinded to group allocation. The study will compare the quality of clinical decision-making, risk assessment, treatment recommendations, and follow-up planning between the LLM-assisted and control groups.
調査の概要
研究の種類
入学 (推定)
段階
- 適用できない
連絡先と場所
研究連絡先
- 名前：Zhang; Q Zhang
- 電話番号：89890300
- メール：18061986120@189.cn
参加基準
適格基準
就学可能な年齢
- 大人
- 高齢者
健康ボランティアの受け入れ
説明
Inclusion Criteria:
- Certified village doctors or primary care physicians practicing in rural primary healthcare institutions;
- At least 1 year of experience in the management of chronic diseases, including type 2 diabetes mellitus and hypertension;
- Able to complete the case assessment tasks required by the study;
- Willing to participate in the study and provide informed consent.
Exclusion Criteria:
None.
研究計画
研究はどのように設計されていますか？
デザインの詳細
- 主な目的：他の
- 割り当て：ランダム化
- 介入モデル：並列代入
- マスキング：独身
武器と介入
参加者グループ / アーム |
介入・治療 |
|---|---|
|
介入なし：対照群
|
|
|
実験的：LLM-Assisted Group
|
Village doctors receive large language model (LLM)-assisted decision support when assessing standardized patient cases and developing management plans.
|
この研究は何を測定していますか？
主要な結果の測定
結果測定 |
メジャーの説明 |
時間枠 |
|---|---|---|
|
Percentage of case assessments in which the LLM-assisted management plan is preferred over the non-assisted management plan according to a blinded expert preference assessment form
時間枠：Immediately after completion of case assessment
|
Blinded endocrinology experts will independently compare paired management plans using a standardized Expert Preference Assessment Form.
For each case, experts will classify the paired plans as "LLM-assisted preferred," "No meaningful difference," or "Non-assisted preferred."
The primary outcome is the percentage of non-tied case assessments in which the LLM-assisted management plan is preferred.
|
Immediately after completion of case assessment
|
協力者と研究者
研究記録日
主要日程の研究
研究開始 (推定)
一次修了 (推定)
研究の完了 (推定)
試験登録日
最初に提出
QC基準を満たした最初の提出物
最初の投稿 (実際)
学習記録の更新
投稿された最後の更新 (実際)
QC基準を満たした最後の更新が送信されました
最終確認日
詳しくは
この情報は、Web サイト clinicaltrials.gov から変更なしで直接取得したものです。研究の詳細を変更、削除、または更新するリクエストがある場合は、register@clinicaltrials.gov。 までご連絡ください。 clinicaltrials.gov に変更が加えられるとすぐに、ウェブサイトでも自動的に更新されます。