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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