UMIN-CTR Clinical Trial

Unique ID issued by UMIN UMIN000058346
Receipt number R000066519
Scientific Title Efficacy of a large language model (LLM) data extraction system for simplifying evidence reviews of emerging infectious diseases: A randomized crossover trial
Date of disclosure of the study information 2025/07/02
Last modified on 2025/07/02 14:50:10

* This page includes information on clinical trials registered in UMIN clinical trial registed system.
* We don't aim to advertise certain products or treatments


Basic information

Public title

Efficacy of a large language model (LLM) data extraction system for simplifying evidence reviews of emerging infectious diseases: A randomized crossover trial

Acronym

LLM data extraction system crossover RCT for emerging infectious disease evidence review

Scientific Title

Efficacy of a large language model (LLM) data extraction system for simplifying evidence reviews of emerging infectious diseases: A randomized crossover trial

Scientific Title:Acronym

LLM data extraction system crossover RCT for emerging infectious disease evidence review

Region

Japan


Condition

Condition

Emerging Infectious Diseases (Evidence Review Efficiency Research)

Classification by specialty

Infectious disease

Classification by malignancy

Others

Genomic information

NO


Objectives

Narrative objectives1

To verify the hypothesis that using an LLM system reduces data input time to web forms and improves data extraction efficiency compared to not using the system. To evaluate whether using an LLM system improves time efficiency when extracting data from papers on emerging infectious diseases.

Basic objectives2

Efficacy

Basic objectives -Others


Trial characteristics_1

Confirmatory

Trial characteristics_2

Pragmatic

Developmental phase

Not applicable


Assessment

Primary outcomes

Time from authentication of subject ID after accessing the web form and starting input until completion of input

Key secondary outcomes

Accuracy of data extraction (experts check data extracted by participants for errors and calculate the percentage of correct answers)


Base

Study type

Interventional


Study design

Basic design

Cross-over

Randomization

Randomized

Randomization unit

Individual

Blinding

Open -no one is blinded

Control

Active

Stratification

NO

Dynamic allocation

NO

Institution consideration

Institution is not considered as adjustment factor.

Blocking

YES

Concealment

Central registration


Intervention

No. of arms

2

Purpose of intervention

Educational,Counseling,Training

Type of intervention

Other

Interventions/Control_1

LLM System Use (Using structured data extraction system from papers with OpenAI o4-mini latest version to input into Streamlit web form)

Interventions/Control_2

No LLM System Use (Reading paper PDFs directly and manually inputting into Streamlit web form)

Interventions/Control_3


Interventions/Control_4


Interventions/Control_5


Interventions/Control_6


Interventions/Control_7


Interventions/Control_8


Interventions/Control_9


Interventions/Control_10



Eligibility

Age-lower limit

18 years-old <=

Age-upper limit


Not applicable

Gender

Male and Female

Key inclusion criteria

1. Researchers or healthcare professionals with experience in evidence review
2. Researchers or healthcare professionals specializing in infectious diseases
3. Individuals with basic computer skills
4. Individuals who have consented to participate in the research

Key exclusion criteria

1. Individuals with severe visual impairment
2. Individuals participating in an environment with unstable internet connection

Target sample size

5


Research contact person

Name of lead principal investigator

1st name Masahiro
Middle name
Last name Ishikane

Organization

National Center for Global Health and Medicine, Japan Institute for Health Security

Division name

Disease Control and Prevention Center

Zip code

162-8655

Address

1-21-1 Toyama, Shinjuku-ku, Tokyo 162-8655, Japan

TEL

03-3202-7181

Email

ishikanemasahiro@gmail.com


Public contact

Name of contact person

1st name Masahiro
Middle name
Last name Ishikane

Organization

National Center for Global Health and Medicine

Division name

Disease Control and Prevention Center

Zip code

162-8655

Address

1-21-1 Toyama, Shinjuku-ku, Tokyo 162-8655, Japan

TEL

03-3202-7181

Homepage URL


Email

ishikanemasahiro@gmail.com


Sponsor or person

Institute

Japan Institute for Health Security

Institute

Department

Personal name



Funding Source

Organization

Japan Society for the Promotion of Science (JSPS)

Organization

Division

Category of Funding Organization

Japanese Governmental office

Nationality of Funding Organization



Other related organizations

Co-sponsor


Name of secondary funder(s)



IRB Contact (For public release)

Organization

Japan Institute for Health Security

Address

1-21-1 Toyama, Shinjuku-ku, Tokyo 162-8655, Japan

Tel

03-3202-7181

Email

ishikanemasahiro@gmail.com


Secondary IDs

Secondary IDs

NO

Study ID_1


Org. issuing International ID_1


Study ID_2


Org. issuing International ID_2


IND to MHLW



Institutions

Institutions



Other administrative information

Date of disclosure of the study information

2025 Year 07 Month 02 Day


Related information

URL releasing protocol

https://github.com/SRWS-PSG/emerging_infection_24K13518

Publication of results

Unpublished


Result

URL related to results and publications


Number of participants that the trial has enrolled


Results


Results date posted


Results Delayed


Results Delay Reason


Date of the first journal publication of results


Baseline Characteristics


Participant flow


Adverse events


Outcome measures


Plan to share IPD


IPD sharing Plan description



Progress

Recruitment status

Preinitiation

Date of protocol fixation

2025 Year 06 Month 20 Day

Date of IRB


Anticipated trial start date

2025 Year 07 Month 01 Day

Last follow-up date

2025 Year 12 Month 31 Day

Date of closure to data entry


Date trial data considered complete


Date analysis concluded



Other

Other related information



Management information

Registered date

2025 Year 07 Month 02 Day

Last modified on

2025 Year 07 Month 02 Day



Link to view the page

Value
https://center6.umin.ac.jp/cgi-open-bin/ctr_e/ctr_view.cgi?recptno=R000066519