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Construction and validation of a machine learning-based model for predicting the occurrence of late-onset encephalopathy in patients with carbon monoxide poisoning

Construction and validation of a machine learning-based model for predicting the occurrence of late-onset encephalopathy in patients with carbon monoxide poisoning

Status
Active, not recruiting
Phases
Unknown
Study type
Observational
Source
ChiCTR
Registry ID
ChiCTR2400086761
Enrollment
Unknown
Registered
2024-07-10
Start date
2024-07-20
Completion date
Unknown
Last updated
2024-07-15

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

Conditions

Delayed Encephalopathy in Carbon Monoxide Poisoning

Interventions

Observation group:None

Sponsors

Affiliated Hospital of Zunyi Medical University
Lead Sponsor

Eligibility

Sex/Gender
All
Age
18 Years to 99 Years

Inclusion criteria

Inclusion criteria: (1) Patients who come to the hospital with carbon monoxide poisoning and meet the criteria for clinical diagnosis and grading of carbon monoxide poisoning drawn up in the Clinical Guidelines for the Treatment of Carbon Monoxide Poisoning (II); (2) Patients whose degree of poisoning can be graded according to the Eleventh Edition of Chinese Internal Medicine; (3) Patients with delayed encephalopathy should meet the clinical diagnostic criteria formulated in the Clinical Treatment Guidelines for Carbon Monoxide Poisoning (II), i.e., the emergence of extrapyramidal dysfunction, psychiatric or neurological abnormalities, and cognitive function reduction after a pseudo-healing period after CO poisoning is resuscitated, and the symmetrical demyelination or density decrease of the basal ganglia and the white matter of the brain can be seen in craniocerebral imaging examination;

Exclusion criteria

Exclusion criteria: (1) Patients whose clinical data are difficult to collect; (2) Previous severe cranial neurological lesions, such as intracranial tumours, cranial trauma, meningitis and cerebrovascular lesions; (3) Carbon monoxide poisoning patients with a history of mental illness; and (4) Patients with combined malignant tumours; serious infectious diseases, contagious diseases, immune system diseases, etc.; patients with dysfunction of other vital organs such as the heart, lungs, kidneys and liver.

Design outcomes

Primary

MeasureTime frame
Age;Presence of cardiovascular disease and diabetes;History of smoking, alcohol consumption;GCS score;CO exposure time;coma time;Hyperbaric Oxygen Time;Imaging results;creatine kinase;Poison Level;

Secondary

MeasureTime frame
haemoglobin;D2 polymer;CRP abnormality;anemia;blood sugar;The duration of latent phase;

Countries

China

Contacts

Public ContactXi-Chen

Affiliated Hospital of Zunyi Medical University

754295076@qq.com+86 176 3077 9806

Outcome results

None listed

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