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Active, not recruitingNCT06259461Updated Feb 14, 2024

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

An observational study in Lung Neoplasms, sponsored by Pei-Hung Liao. Active, not recruiting at 2 sites in Taiwan. Open to participants aged 20 Years and older, including healthy volunteers. Per ClinicalTrials.gov, last updated 2024-02-14.

Sponsored by Pei-Hung Liao · Observational

From the registry’s dates

  • Primary completion was expected by Jun 2024, 2 years 3 months ago, but the record still lists the study as active, not recruiting.
Study type
Observational
Model
Case-control
Time perspective
Cross-sectional
Enrollment
128
Ages
20 Years and older
Sex
All
01

Study 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.

Read the 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.

02

Conditions studied

  • Lung Neoplasms

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Keywords

  • Environmental Substance
03

In context

Lung Neoplasms

7,243 studies on the registry are indexed under Lung Neoplasms; 1,557 are open to participants now.

This study's planned enrollment of 128 is below the median of 189 across 1,514 observational studies indexed under Lung Neoplasms.

Browse Lung Neoplasms studies →

Lead sponsor

Pei-Hung Liao is the lead sponsor of 4 studies on the registry; none are open to participants now.

Counted across the registry records on this site, refreshed daily.

04

Who can participate

Ages eligible
20 Years and older
Sexes eligible
All
Accepts healthy volunteers
Yes
Sampling method
Non-probability sample

Study population

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

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

Exclusion Criteria:

  • The exclusion criteria were those who could not understand the content of the nursing assessment questions and those with mental disorders.
05

Study design

Observational model
Case-control
Time perspective
Cross-sectional
Enrollment
128 participants (estimated)
Patient registry
No
Biospecimen retention
Samples without dna
06

What researchers measure

Primary outcomes

  1. 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

    Time frame: the database research samples from May 2014 to December 2020.

07

Study locations

2 sites
  • National Taipei university of nursing and health science
    Taipei, Taiwan
  • National Taiwan University, Cancer Center
    Taipei, Taiwan
08

References and documents

Individual participant data

Plan to share: No

No publications or documents are linked to this record.

09

Updates

Tracking since Sep 25, 2026
No changes since tracking began. The registry record was last updated on Feb 14, 2024, before this site started recording changes on Sep 25, 2026. Its history is on ClinicalTrials.gov ↗
10

Registry details

Key details

Study ID
NCT06259461
Lead sponsor
Pei-Hung Liao
Responsible party
Pei-Hung Liao (Associate Professor, National Taipei University of Nursing and Health Sciences) — Sponsor-investigator
First posted
Feb 14, 2024
Start date
Jan 1, 2023
Primary completion
Jun 30, 2024 (estimated)
Completion
Jun 30, 2024 (estimated)
Last update
Feb 14, 2024

Oversight

Data monitoring committee
No
FDA-regulated drug
No
FDA-regulated device
No
View the source record on ClinicalTrials.gov ↗

Not currently enrolling

This study is active, not recruiting, as verified in Feb 2024. You cannot join it, but the record below documents what was studied.

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Discussion

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