Skip to content

Model construction of prediction of osteoporosis based on machine learning hormone level changes during perimenopausal period

Model construction of prediction of osteoporosis based on machine learning hormone level changes during perimenopausal period

Status
Active, not recruiting
Phases
Unknown
Study type
Observational
Source
ChiCTR
Registry ID
ChiCTR2200059762
Enrollment
Unknown
Registered
2022-05-11
Start date
2022-06-01
Completion date
Unknown
Last updated
2024-04-01

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

osteoporosis

Interventions

Gold Standard:Diagnosis was measured by dual-energy X-ray bone density instrument
Index test:An early warning model of osteoporosis based on machine learning for perimenopausal hormone level detection

Sponsors

West China Hospital of Sichuan University
Lead Sponsor

Eligibility

Sex/Gender
Female

Inclusion criteria

Inclusion criteria: 1. Female patients aged 40-60 years; 2. Informed consent is included in the researcher, and a written informed consent is signed; 3. Those who need to be screened for osteoporosis and related menopausal hormone levels during the consultation period; 4. The medical information is stored in the hospital information system (hospital information system, HIS) of the unit, and there is no language barrier.

Exclusion criteria

Exclusion criteria: 1. Suffering from major diseases of cardiovascular, brain, liver, kidney, lung, bone and other organs or systems other than endocrine and gynecological diseases; 2. Those who suffer from major mental illness and need to receive psychiatric treatment; 3. Those with perimenopausal symptoms who are obviously unable to complete the relevant hormone level test; 4. Patients who have been diagnosed with osteoporosis or have suffered fractures before seeing a doctor.

Design outcomes

Primary

MeasureTime frame
accuracy rate of diagnosis;

Countries

China

Contacts

Public ContactLiu Changqing

West China Hospital of Sichuan University

972781191@qq.com+86 13550399034

Outcome results

None listed

Source: ChiCTR (via WHO ICTRP) · Data processed: Feb 4, 2026