Using Artificial Intelligence for the Detection of Respiratory Diseases Associated With Pollution

Inclusion criteria

• Patients must be diagnosed with COPD and/or asthma and/or pulmonary neoplasm and/or secondary pulmonary, pleural or mediastinal determinations, suspected or confirmed, according to ICD-10.
• Patients will be included regardless of the type of hospitalization, continuous or day.
• The existence of freely expressed consent, carried out according to Ethics standards professional (from the observation sheet).

For stage 2

• The use of HRCT images, in DICOM format, with a maximum cup thickness of 1.5 mm and with an average of 250 cups; no image acquisition errors;
• Imaging monitoring at a time interval;.
• Respiratory function evaluation data available: spirometry +/- the factor of gaseous diffusion (DLco);

Exclusion criteria

For both stages:

• Patients who do not have a stable real domicile (eg social cases) or are not from the Timis county

For stage 2

• Patients who do not have HRCT images available or cannot be followed.
• Patients who have insufficient quality HRCT images.
• Patients who have a history of lung surgery.
• Patients who have a history of allergies to contrast agents used in imaging HRCT.