jynlee7 / pdudl

pneumonia detection using deep learning along with pytorch and implementation of gpt 3
BSD 2-Clause "Simplified" License
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how we will implement this into hospitals #7

Open jynlee7 opened 1 year ago

jynlee7 commented 1 year ago

as of right now, the medical report looks something like: Medical Report

Patient Information:

Clinical Presentation: The patient is a 21-year-old male who presented with a persistent cough, fever, and shortness of breath. He has no significant medical history or known pre-existing conditions.

History of Present Illness: The patient reported a recent onset of symptoms including a productive cough with yellowish sputum, high-grade fever (reaching up to [highest recorded temperature]°F), and difficulty in breathing. He mentioned that the symptoms began approximately [duration of symptoms] ago and have progressively worsened since then. The patient denied any recent travel history or exposure to individuals with similar symptoms.

Physical Examination: On physical examination, the patient appeared moderately ill and in mild respiratory distress. His vital signs included a temperature of [current temperature]°F, heart rate of [heart rate] beats per minute, respiratory rate of [respiratory rate] breaths per minute, blood pressure of [blood pressure] mmHg systolic and [blood pressure] mmHg diastolic. Oxygen saturation on room air was [oxygen saturation]%. The patient had decreased breath sounds and increased vocal fremitus on auscultation of the left lung base. The remainder of the physical examination was unremarkable.

Diagnostic Tests:

  1. Chest X-ray ([X-ray Date]): The chest X-ray revealed the presence of patchy infiltrates in the left lower lung field consistent with pneumonia. No evidence of pleural effusion or significant mediastinal widening was observed.

  2. Laboratory Tests:

    • Complete Blood Count (CBC) ([Date]):
      • White Blood Cell Count (WBC): [WBC count] cells/mm³ (elevated)
      • Hemoglobin (Hb): [Hb level] g/dL
      • Platelet Count: [Platelet count] cells/mm³
    • C-reactive Protein (CRP): [CRP level] mg/L (elevated)
    • Procalcitonin: [Procalcitonin level] ng/mL (elevated)
    • Arterial Blood Gas (ABG) ([Date]):
      • pH: [pH value]
      • PaO₂: [PaO₂ value] mmHg
      • PaCO₂: [PaCO₂ value] mmHg
      • HCO₃⁻: [HCO₃⁻ value] mmol/L
      • SaO₂: [SaO₂ value]%

Diagnosis: Based on the clinical presentation, radiological findings, and laboratory results, the patient is diagnosed with community-acquired pneumonia (CAP). The presence of cough, fever, shortness of breath, patchy infiltrates on chest X-ray, elevated inflammatory markers (elevated CRP and procalcitonin), and abnormal arterial blood gas values are consistent with this diagnosis.

Treatment: The patient was started on empiric antibiotic therapy with [antibiotic name] to cover common pathogens associated with community-acquired pneumonia. Supportive measures including adequate hydration, antipyretics, and supplemental oxygen therapy were provided as needed to manage symptoms and maintain oxygen saturation within the target range.

Follow-up and Prognosis: The patient's condition will be closely monitored, with follow-up appointments scheduled to assess clinical improvement. Repeat chest imaging may be considered to evaluate the response to treatment. The prognosis for uncomplicated community-acquired pneumonia is generally favorable with appropriate treatment, and the patient is expected to recover fully.

Conclusion: This 21-year-old male with no significant medical history presented with symptoms consistent with community-acquired pneumonia, including cough, fever, and shortness of breath. Radiological and laboratory findings supported the diagnosis, and appropriate treatment was initiated. The patient will be closely monitored for clinical improvement and will follow up as recommended.

Sincerely,

[Your Name] [Your Title] [Medical Institution] [Contact Information]

Beyond this, thoughts on scoping this throughout a local hospital to see the benefits.

jynlee7 commented 1 year ago

asking doctors is a major step forward