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Development and validation of an individualized efficacy prediction model for lumbar disc herniation based on machine learning and multimodal data

Development and validation of an individualized efficacy prediction model for lumbar disc herniation based on machine learning and multimodal data

Status
Active, not recruiting
Phases
Unknown
Study type
Observational
Source
ChiCTR
Registry ID
ChiCTR2600118363
Enrollment
Unknown
Registered
2026-02-04
Start date
2026-03-01
Completion date
Unknown
Last updated
2026-02-09

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

Conditions

Lumbar intervertebral disc

Interventions

Sponsors

Affiliated Hospital of Gansu University of Chinese Medicine
Lead Sponsor

Eligibility

Sex/Gender
All
Age
18 Years to No maximum

Inclusion criteria

Inclusion criteria: (1) age >=18 years old; (2) patients diagnosed with lumbar disc herniation according to clinical diagnostic criteria; (3) Informed consent was signed by the person or signed by his/her immediate family members.

Exclusion criteria

Exclusion criteria: (1) unclear consciousness, unable to accurately express subjective discomfort symptoms; Or a definite diagnosis of psychosis; (2) patients with lumbar fractures, lumbar spondylolisthesis, spinal tumors, lumbar tuberculosis and brucella spondylitis; (3) patients with severe osteoporosis and mental disorders, such as depression and anxiety; Patients with severe cardiopulmonary dysfunction; Patients who could not undergo MRI examination.

Design outcomes

Primary

MeasureTime frame
VAS score;Japanese orthopeadic association score;ODI score;

Secondary

MeasureTime frame
Age;BMI cutoff points;Gender;Smoking history;Drinking history;History of hypertension;History of diabetes;Disease duration;Heavy manual workers;Laboratory indicators;Surgical time;Surgical approach;Bleeding volume ;Hemostatic materials;Thrombosis occurs;

Countries

China

Contacts

Public ContactWang Zhipeng

Affiliated Hospital of Gansu University of Chinese Medicine

wzp0818@163.com+86 187 9479 2634

Outcome results

None listed

Source: ChiCTR (via WHO ICTRP) · Data processed: Feb 15, 2026