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Construction and Validation of a Hypoxemia Prediction Model for Painless Gastrointestinal Endoscopy Based on Artificial Intelligence Deep Learning

Construction and Validation of a Hypoxemia Prediction Model for Painless Gastrointestinal Endoscopy Based on Artificial Intelligence Deep Learning

Status
Recruiting
Phases
Unknown
Study type
Observational
Source
ITMCTR
Registry ID
ITMCTR2026000386
Enrollment
Unknown
Registered
2026-02-13
Start date
2026-01-05
Completion date
Unknown
Last updated
2026-03-02

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

Conditions

Hypoxemia

Interventions

Patients Undergoing Gastrointestinal Endoscopy Under Anesthesia:none

Sponsors

Xiyuan Hospital of China Academy of Chinese Medical Sciences
Lead Sponsor

Eligibility

Sex/Gender
All
Age
20 Years to 70 Years

Inclusion criteria

Inclusion criteria: 1. Age range 20 to 70 years old, no gender restriction. Populations of different age groups are included to improve the model's generalizability. 2. Clinical diagnosis Patients scheduled to undergo painless gastrointestinal endoscopy (including diagnostic and therapeutic procedures) at the collaborating research institutions (Xiyuan Hospital of China Academy of Chinese Medical Sciences, Beijing Friendship Hospital Affiliated to Capital Medical University, etc.). 3. Anesthesia classification American Society of Anesthesiologists (ASA) physical status I or II, i.e., no underlying diseases or well-controlled underlying diseases (e.g., hypertension, diabetes mellitus, etc.) with blood pressure =160/100 mmHg and fasting blood glucose =7.8 mmol/L, and no severe organ dysfunction. 4. Informed consent Voluntarily participate in this study, understand the research purpose, procedures and potential risks, and sign a written informed consent form. 5. Cooperation requirements Able to cooperate with the collection of cephalofacial images in 5 standard preoperative positions (straight-ahead frontal view, frontal view with mouth open, frontal view with tongue protruded, straight-ahead lateral view, lateral view with maximal head extension in hyperextension position), and consent to data annotation and subsequent follow-up. 6. Basic conditions No facial malformations affecting cephalofacial image collection (e.g., severe facial trauma, malformation, extensive scarring, etc.), and no motor dysfunction of limbs that prevents proper body positioning.

Exclusion criteria

Exclusion criteria: 1. Patients with respiratory system diseases Those complicated with chronic obstructive pulmonary disease (COPD), pulmonary fibrosis, active pulmonary inflammation, acute asthma attack, uncontrolled moderate to severe obstructive sleep apnea syndrome, or with a history of severe thoracic surgery. 2. Patients with mental and cognitive disorders Patients with confirmed chronic insomnia (=3 episodes per week for =1 month) or anxiety and depression disorders; or those with cognitive dysfunction who are unable to understand and cooperate with the research procedures or sign the informed consent form. 3. Special populations Pregnant or lactating women, or those with a history of substance abuse or alcohol dependence. 4. Patients with contraindications to the examination Those allergic to anesthetics required for painless gastrointestinal endoscopy (e.g., propofol, sufentanil) or other related drugs, or with absolute contraindications to gastrointestinal endoscopy (e.g., severe gastrointestinal perforation, massive hemorrhage, acute intestinal obstruction, etc.).

Design outcomes

Primary

MeasureTime frame
Hypoxemia;

Countries

China

Contacts

Public ContactZHANG Li

Xiyuan Hospital of China Academy of Chinese Medical Sciences

zhangli8828@163.com13911822346

Outcome results

None listed

Source: ITMCTR (via WHO ICTRP) · Data processed: Mar 14, 2026