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

NCT ID: NCT06259461

Condition: Lung Neoplasms

Conditions: Official terms:
Lung Neoplasms

Conditions: Keywords:
Environmental Substance

Study type: Observational

Overall status: Active, not recruiting

Study design:

Time perspective: Cross-Sectional

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.

Detailed 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.

Criteria for eligibility:

Study pop:
The study focused on lung cancer cases and investigated the association with exposure to environmental hormones

Sampling method: Non-Probability Sample
Criteria:
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.

Gender: All

Minimum age: 20 Years

Maximum age: N/A

Healthy volunteers: Accepts Healthy Volunteers

Locations:

Facility:
Name: National Taipei university of nursing and health science

Address:
City: Taipei
Country: Taiwan

Facility:
Name: National Taiwan University, Cancer Center

Address:
City: Taipei
Country: Taiwan

Start date: January 1, 2023

Completion date: June 30, 2024

Lead sponsor:
Agency: Pei-Hung Liao
Agency class: Other

Source: National Taipei University of Nursing and Health Sciences

Record processing date: ClinicalTrials.gov processed this data on November 12, 2024

Source: ClinicalTrials.gov page: https://clinicaltrials.gov/ct2/show/NCT06259461

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