Utilizing AI-Enhanced Chest X-Rays and Hematological Indicators to Forecast Mortality and Intubation in COVID-19 Patients at a Secondary Referral Hospital in Indonesia - Scorecard - MDSpire

Utilizing AI-Enhanced Chest X-Rays and Hematological Indicators to Forecast Mortality and Intubation in COVID-19 Patients at a Secondary Referral Hospital in Indonesia

  • By

  • Pradana Zaky Romadhon

  • Satriyo Dwi Suryantoro

  • Eric Daniel Tenda

  • Erika Marfiani

  • Alfian Nur Rosyid

  • Tri Pudy Asmarawati

  • Anggraini Dwi Sensusiati

  • Erika Soebakti

  • Choirina Windradi

  • Bagus Aulia Mahdi

  • Krisnina Nurul Widiyastuti

  • Aditea Etnawati Putri

  • Kartika Prahasanti

  • Yasjudan Rastrama Putra

  • Harik Firman Thahandian

  • Imam Manggalaya Adhikara

  • Amri Wicaksono Pribadi

  • Amalia Putri Handayani

  • Mariza Fitriati

  • March 13, 2026

  • 0 min

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Clinical Scorecard: Utilizing AI-Enhanced Chest X-Rays and Hematological Indicators to Forecast Mortality and Intubation in COVID-19 Patients at a Secondary Referral Hospital in Indonesia

At a Glance

CategoryDetail
ConditionCOVID-19
Key MechanismsAI-enhanced chest X-rays and hematological indicators for predicting mortality and intubation.
Target PopulationAdult COVID-19 patients referred to a secondary hospital in Indonesia.
Care SettingSecondary referral hospital

Key Highlights

  • 74% of COVID-19 patients show abnormal chest radiographic findings.
  • AI-CXR parameters correlate with pulmonary function and intubation needs.
  • Hematological parameters like WBC, NLR, and ALC predict disease severity and mortality.

Guideline-Based Recommendations

Diagnosis

  • Use RT-PCR for COVID-19 diagnosis; consider chest imaging when RT-PCR is unavailable.

Management

  • Monitor chest X-ray findings and hematological parameters for clinical decision-making.

Monitoring & Follow-up

  • Evaluate patients at admission, on day six, and before discharge or death.

Risks

  • Higher WBC, NLR, and lower ALC indicate increased mortality risk.

Patient & Prescribing Data

312 adult COVID-19 patients from mild to critically ill.

AI-CXR can assist in predicting intubation and mortality in resource-limited settings.

Clinical Best Practices

  • Incorporate AI-CXR in clinical assessments where available.
  • Regularly assess hematological parameters to guide treatment decisions.

References

Original Source(s)

Utilizing AI-Enhanced Chest X-Rays and Hematological Indicators to Forecast Mortality and Intubation in COVID-19 Patients at a Secondary Referral Hospital in Indonesia

  • by Pradana Zaky Romadhon, Satriyo Dwi Suryantoro, Eric Daniel Tenda, Erika Marfiani, Alfian Nur Rosyid, Tri Pudy Asmarawati, Anggraini Dwi Sensusiati, Erika Soebakti, Choirina Windradi, Bagus Aulia Mahdi, Krisnina Nurul Widiyastuti, Aditea Etnawati Putri, Kartika Prahasanti, Yasjudan Rastrama Putra, Harik Firman Thahandian, Imam Manggalaya Adhikara, Amri Wicaksono Pribadi, Amalia Putri Handayani, Mariza Fitriati

  • March 13, 2026

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