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Author

Eliza Zofia Kabat

6 papers indexed here

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Review Open access Oct 2026

ELECTRONIC HEALTH RECORD-BASED PREDICTIVE APPROACHES FOR HOSPITAL READMISSION: A STRUCTURED REVIEW OF SOCIOECONOMIC VARIABLES AND ALGORITHMIC EQUITY

Background: Hospital readmission rates are often used to judge the quality of care and how well healthcare systems are working. Predictive models based on electronic health records (EHRs) can help estimate which patients are at higher risk, but when they don’t properly reflect socioeconomic realities, they can unintent...

M. Majchrzak, F. Kołodziej, K. Konopka et al. · 0 citations
Review Open access Oct 2026

DIGITAL THERAPEUTICS FOR ANXIETY AND DEPRESSION: A STRUCTURED REVIEW OF CLINICAL EVIDENCE, REGULATORY FRAMEWORKS, AND ACCESS DISPARITIES

Background: The integration of Digital Therapeutics (DTx) into psychiatric care represents a paradigm shift in the management of anxiety and depression. With the continuous technological advancement of Software as a Medical Device (SaMD), its potential to alleviate shortages in psychiatric care is facing rigorous evalu...

Maryan Liasota, M. Kozłowska, K. Konopka et al. · 0 citations
Review Open access Oct 2026

WEARABLE BIOSENSORS IN REMOTE CHRONIC DISEASE MONITORING: A STRUCTURED REVIEW OF IMPLEMENTATION BARRIERS AND HEALTH EQUITY IMPLICATIONS

Background Clinical-grade wearable biosensors offer significant potential for tracking chronic diseases outside the hospital. However, while the hardware itself is highly accurate, the medical field still struggles with the logistical reality of deploying these tools. The structural barriers preventing widespread clini...

Jakub Juskowiak, Z. Komin, Maryan Liasota et al. · 0 citations
Review Open access Oct 2026

PASSIVE SMARTPHONE SENSING FOR MENTAL HEALTH MONITORING: A STRUCTURED REVIEW OF BEHAVIORAL BIOMARKERS, PREDICTIVE VALIDITY, AND ETHICAL RISKS

Methods: This structured review adhered to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA 2020) guidelines. Systematic searches were carried out in PubMed/MEDLINE and Google Scholar to identify peer-reviewed articles published between January 2018 and June 2026. Studies met inclusion cri...

Eliza Zofia Kabat, K. Konopka, M. Majchrzak et al. · 0 citations
Review Open access Oct 2026

AI-DRIVEN EARLY WARNING SYSTEMS FOR SEPSIS DETECTION IN ICU SETTINGS: A STRUCTURED REVIEW OF PREDICTIVE PERFORMANCE, CLINICAL INTEGRATION AND EQUITY OUTCOMES

Background: Sepsis remains a primary cause of mortality and organ dysfunction in Intensive Care Units (ICUs) globally. Although AI models show considerable promise for the early identification of sepsis, moving these tools from retrospective performance to bedside utility is hindered by socio-technical barriers, workfl...

Z. Komin, E. Kabat, M. Kozłowska et al. · 0 citations
Review Open access Oct 2026

CHATBOT-DELIVERED COGNITIVE BEHAVIOURAL THERAPY: A STRUCTURED REVIEW OF EFFICACY, USER ENGAGEMENT, AND EQUITY OF ACCESS

Background: Chatbots are increasingly used to deliver cognitive behavioural therapy (CBT) via mobile and web applications. Many mental health systems cannot meet demand with face-to-face care alone. CBT chatbots have therefore been introduced in app form, but data on outcomes, dropout, and unequal uptake remain limited...

K. Konopka, M. Kozłowska, E. Kabat et al. · 0 citations

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