Machine Learning to Construct an Association Model for Lung Cancer and Environmental Hormone

Lung Neoplasms Clinical Trial

Official title:

Identifying the Risk of Lung Cancer Linked to Environmental Hormones

Clinical Trial Details — Status: Active, not recruiting

Administrative data

• NCT number: NCT06259461
• Other study ID #: 202204055RINA
• Status: Active, not recruiting
• Start date: January 1, 2023
• Est. completion date: June 30, 2024

Study information

• Verified date: February 2024
• Source: National Taipei University of Nursing and Health Sciences
• Contact: n/a
• Is FDA regulated: No
• Study type: Observational

Clinical Trial Summary

To apply machine learning to construct an association model regarding lung cancer and environmental hormones to more comprehensively identify factors that may lead to lung cancer and to improve existing lung cancer nursing assessments.

Description:

The present study is exploratory, and its design was divided into three stages: Stage 1 explored the environmental hormonal risk factors for lung cancer and constructed an association model using machine learning algorithms. Stage 2 validated the results of the association model with better predictive results in clinical settings. Stage 3 involved recommendations for reconstructing nursing assessments based on the results of the clinical model validation. The three stages are summarized as follows.

Recruitment information / eligibility

• Status: Active, not recruiting
• Enrollment: 128
• Est. completion date: June 30, 2024
• Est. primary completion date: June 30, 2024
• Accepts healthy volunteers: Accepts Healthy Volunteers
• Gender: All
• Age group: 20 Years and older

Eligibility

Inclusion Criteria:

1. 20 years or older;

2. conscious, without mental disorders;

3. able to use Mandarin to communicate, had a smartphone or tablet computer and could operate it by themselves,

4. and were willing to participate in the study after the reasons for participation were explained and a consent form was signed, indicating their consent.

Exclusion Criteria:

• The exclusion criteria were those who could not understand the content of the nursing assessment questions and those with mental disorders.

Related Conditions & MeSH terms

• Lung Neoplasms

Locations

Country	Name	City	State
Taiwan	National Taipei university of nursing and health science	Taipei
Taiwan	National Taiwan University, Cancer Center	Taipei

Sponsors (1)

Lead Sponsor	Collaborator
Pei-Hung Liao

Country where clinical trial is conducted

Taiwan, 

Outcome

Type	Measure	Description	Time frame	Safety issue
Primary	identify factors that may lead to lung cancer and environmental hormones.	This association model can assist in identifying the risk groups of lung cancer and advising physicians on the appropriate environmental hormone testing and treatment to provide nursing guidance and medical advice	the database research samples from May 2014 to December 2020.