Nino Gvajaia
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Research Subjects
Research Interests
Nino Gvajaia has a total of 33 co-authors. Here are the top co-authors by number of shared publications:
Levan Ratiani
Department of Intensive Care Medicine , Tbilisi State Medical University , Georgia
6 shared publicationsLuiza Gabunia
Department of Pharmacology, Tbilisi State Medical University, Tbilisi, Georgia
5 shared publicationsGvantsa Janigashvili
Department of Pediatrics , Tbilisi State Medical University , Georgia
2 shared publicationsKetevan Ghambashidze
Department of Pathophysiology , Tbilisi State Medical University , Georgia
2 shared publicationsNana Egiashvili
Department of Internal Medicine , Tbilisi State Medical University , Georgia
2 shared publicationsNino Kuridze
Department of Clinical Pharmacology , Tbilisi State Medical University , Georgia
2 shared publications
Latest Publications
- Open Access
Factors associated with handwashing behaviour among rural schoolchildren: a cross-sectional study in Georgia, 2024
Background: Handwashing is a critical measure for reducing diarrhoeal and respiratory infections among school-aged children, yet maintaining consistent practice remains a challenge. Behavioural factors, including daily routines, environmental cues, and perceptions of hygiene spaces, shape handwashing behaviour beyond the availability of water and soap. This study examined the behavioural determinants of handwashing among rural schoolchildren in Georgia using the Capability, Opportunity, Motivation-Behaviour (COM-B) model. Methods: A cross-sectional survey was conducted in 2024 among 368 students from 10 rural public schools in the Adjara region. A structured interviewer-administered questionnaire assessed sociodemographic characteristics, knowledge, environmental conditions, motivational factors, and self-reported handwashing practices. Adequate handwashing was defined as washing hands both before eating and after toilet use. Variables associated with adequate behaviour in bivariate analyses ( p < 0.20) were considered for inclusion in a multivariable logistic regression model. Results: Overall, 85.9% of students reported adequate handwashing behaviour. Although knowledge of correct handwashing steps was high (91.3%), substantial behavioural gaps were observed. In the adjusted model, three factors independently predicted adequate handwashing: not relying solely on washing when hands were visibly dirty—indicating a stable hygiene routine (AOR = 30.3, 95% CI [13.0–71.4]); perceiving the school toilet environment as comfortable or safe (AOR = 6.6, 95% CI [1.8–23.8]); and washing hands at least five times per day (AOR = 2.22, 95% CI [1.04–4.74]). Water, adequate Sanitation, and proper Hygiene (WASH) education showed a borderline association (AOR = 2.15, p = 0.060). Knowledge-related indicators and availability of water or soap were not significant predictors in the multivariable analysis. Conclusion: Handwashing behaviour among rural schoolchildren in Georgia is driven less by knowledge or basic facility availability and more by routine formation, perceived comfort of hygiene spaces, and motivational factors. Strengthening handwashing habits, improving the qualitative aspects of school toilets, and incorporating behaviourally informed approaches into hygiene education may enhance the sustainability of WASH outcomes. Applying the COM-B model provides guidance for designing interventions that support consistent, protective hygiene practices in school settings.
Open AccessFactors associated with handwashing behaviour among rural schoolchildren: a cross-sectional study in Georgia, 2024
Background: Handwashing is a critical measure for reducing diarrhoeal and respiratory infections among school-aged children, yet maintaining consistent practice remains a challenge. Behavioural factors, including daily routines, environmental cues, and perceptions of hygiene spaces, shape handwashing behaviour beyond the availability of water and soap. This study examined the behavioural determinants of handwashing among rural schoolchildren in Georgia using the Capability, Opportunity, Motivation-Behaviour (COM-B) model. Methods: A cross-sectional survey was conducted in 2024 among 368 students from 10 rural public schools in the Adjara region. A structured interviewer-administered questionnaire assessed sociodemographic characteristics, knowledge, environmental conditions, motivational factors, and self-reported handwashing practices. Adequate handwashing was defined as washing hands both before eating and after toilet use. Variables associated with adequate behaviour in bivariate analyses ( p < 0.20) were considered for inclusion in a multivariable logistic regression model. Results: Overall, 85.9% of students reported adequate handwashing behaviour. Although knowledge of correct handwashing steps was high (91.3%), substantial behavioural gaps were observed. In the adjusted model, three factors independently predicted adequate handwashing: not relying solely on washing when hands were visibly dirty—indicating a stable hygiene routine (AOR = 30.3, 95% CI [13.0–71.4]); perceiving the school toilet environment as comfortable or safe (AOR = 6.6, 95% CI [1.8–23.8]); and washing hands at least five times per day (AOR = 2.22, 95% CI [1.04–4.74]). Water, adequate Sanitation, and proper Hygiene (WASH) education showed a borderline association (AOR = 2.15, p = 0.060). Knowledge-related indicators and availability of water or soap were not significant predictors in the multivariable analysis. Conclusion: Handwashing behaviour among rural schoolchildren in Georgia is driven less by knowledge or basic facility availability and more by routine formation, perceived comfort of hygiene spaces, and motivational factors. Strengthening handwashing habits, improving the qualitative aspects of school toilets, and incorporating behaviourally informed approaches into hygiene education may enhance the sustainability of WASH outcomes. Applying the COM-B model provides guidance for designing interventions that support consistent, protective hygiene practices in school settings.
- Open Access
- 1 July 2026
- Published by Walter de Gruyter GmbH in Revista Romana de Medicina de Laborator
- Vol. 34 (3) , 213-220
Association of galectin-3 with echocardiographic parameters in acute COVID-19 heart failure phenotypes and a post-acute comparator cohort
Background : Galectin-3 is involved in inflammatory and fibrotic pathways and may reflect myocardial remodeling in COVID-19. Its relationship with echocardiographic findings across heart failure phenotypes during acute disease and the post-acute period remains incompletely defined. This study aimed to examine associations between circulating galectin-3 and echocardiographic parameters in acute COVID-19 heart failure phenotypes and in a post-acute comparator group. Methods : This single-center retrospective observational study included 86 participants: 61 adults assessed during hospitalization for acute COVID-19 and 25 adults assessed approximately 2 months after infection. The acute-phase participants were classified as HFrEF (n=6), HFmrEF (n=20), or HFpEF (n=35); the post-acute participants formed a separate comparator group (n=25). Between-group comparisons were recalculated from reported group sample sizes, means, and standard deviations using Welch analysis of variance with Games-Howell post hoc tests. Associations were summarized using reported Spearman correlation coefficients. Results : Galectin-3 differed among the four analytical groups (Welch pConclusions : Galectin-3 was associated with selected echocardiographic measures in this exploratory cohort. The small, uneven groups, absence of a robust adjusted model, and lack of longitudinal outcomes preclude conclusions regarding independent, prognostic, or phenotype-specific clinical utility.
- 1 July 2026
- Published by Walter de Gruyter GmbH in Revista Romana de Medicina de Laborator
- Vol. 34 (3) , 213-220
Open AccessAssociation of galectin-3 with echocardiographic parameters in acute COVID-19 heart failure phenotypes and a post-acute comparator cohort
Background : Galectin-3 is involved in inflammatory and fibrotic pathways and may reflect myocardial remodeling in COVID-19. Its relationship with echocardiographic findings across heart failure phenotypes during acute disease and the post-acute period remains incompletely defined. This study aimed to examine associations between circulating galectin-3 and echocardiographic parameters in acute COVID-19 heart failure phenotypes and in a post-acute comparator group. Methods : This single-center retrospective observational study included 86 participants: 61 adults assessed during hospitalization for acute COVID-19 and 25 adults assessed approximately 2 months after infection. The acute-phase participants were classified as HFrEF (n=6), HFmrEF (n=20), or HFpEF (n=35); the post-acute participants formed a separate comparator group (n=25). Between-group comparisons were recalculated from reported group sample sizes, means, and standard deviations using Welch analysis of variance with Games-Howell post hoc tests. Associations were summarized using reported Spearman correlation coefficients. Results : Galectin-3 differed among the four analytical groups (Welch pConclusions : Galectin-3 was associated with selected echocardiographic measures in this exploratory cohort. The small, uneven groups, absence of a robust adjusted model, and lack of longitudinal outcomes preclude conclusions regarding independent, prognostic, or phenotype-specific clinical utility.
- Open Access
- 1 July 2026
- Published by Walter de Gruyter GmbH in Revista Romana de Medicina de Laborator
- Vol. 34 (3) , 259-268
Recent advances in wound healing, tissue repair, regeneration, and scar management: A literature review
Wound healing, tissue repair, and regeneration are biological processes essential for restoring tissue integrity following injury. Disorders in these processes can lead to complications and the formation of scars, impacting both physical and psychological well-being. This review synthesizes recent advancements in the understanding of the molecular and cellular mechanisms governing these processes. We explore the sequential phases of wound healing, the key cellular and molecular players involved, factors influencing healing outcomes, and emerging therapeutic strategies. Special emphasis is placed on novel biomaterials, cell-based therapies, gene therapies, and physical modalities. Modern therapeutic approaches aim to accelerate healing while minimizing complications such as scarring, infection, or chronic inflammation. Available strategies for wound and scar management include topical and intralesional pharmacological treatments, silicone-based products, advanced dressings, physical modalities, and procedural interventions. This review summarizes the mechanisms, clinical applications, limitations, and current evidence supporting these approaches, while selected commercial formulations are discussed only as illustrative examples of different therapeutic mechanisms. Finally, we discuss current challenges and future directions in the field, highlighting the potential for personalized medicine and translational research.
- 1 July 2026
- Published by Walter de Gruyter GmbH in Revista Romana de Medicina de Laborator
- Vol. 34 (3) , 259-268
Open AccessRecent advances in wound healing, tissue repair, regeneration, and scar management: A literature review
Wound healing, tissue repair, and regeneration are biological processes essential for restoring tissue integrity following injury. Disorders in these processes can lead to complications and the formation of scars, impacting both physical and psychological well-being. This review synthesizes recent advancements in the understanding of the molecular and cellular mechanisms governing these processes. We explore the sequential phases of wound healing, the key cellular and molecular players involved, factors influencing healing outcomes, and emerging therapeutic strategies. Special emphasis is placed on novel biomaterials, cell-based therapies, gene therapies, and physical modalities. Modern therapeutic approaches aim to accelerate healing while minimizing complications such as scarring, infection, or chronic inflammation. Available strategies for wound and scar management include topical and intralesional pharmacological treatments, silicone-based products, advanced dressings, physical modalities, and procedural interventions. This review summarizes the mechanisms, clinical applications, limitations, and current evidence supporting these approaches, while selected commercial formulations are discussed only as illustrative examples of different therapeutic mechanisms. Finally, we discuss current challenges and future directions in the field, highlighting the potential for personalized medicine and translational research.
- Open Access
- 1 April 2026
- Published by Walter de Gruyter GmbH in Revista Romana de Medicina de Laborator
- Vol. 34 (2) , 179-192
Comparative evaluation of wound healing with different treatments in rats: Cytokine modulation, histological remodeling, and scar outcomes
Background: Skin injury repair depends on a tightly regulated sequence of inflammation, proliferation, and matrix remodeling, where mediators such as IL-1 and IL-6 contribute to immune activation and extracellular matrix formation. Variability in cytokine control influences scar maturation, prompting exploration of treatment strategies capable of shortening the inflammatory phase and enhancing structural regeneration. Methods: This study compared four wound-care approaches in rats with surgically induced full- thickness lesions: a polysilicon-siloxane formulation (PS), a silicone-based gel (Sil), a betamethasone preparation (BMt), and a heparin-containing agent (Hep). Topical formulations were applied two to three times daily, while BMt was delivered weekly by subcutaneous injection. Serum IL-1 and IL-6 concentrations were quantified by ELISA, scar evolution was documented using the Vancouver Scar Scale, and tissue organization was examined through histological staining protocols, including trichrome-based collagen visualization and elastic fiber assessment. Results: Early cytokine elevation was evident across groups, with IL-1 returning to near-baseline most rapidly in PS- and Sil-treated animals by day 21, and one week later in BMt-treated rats. Hep and untreated controls maintained higher values for longer. IL-6 peaked later than IL-1, normalizing by day 28 in the PS, Sil, and BMt groups alone. Microscopy demonstrated faster vascular normalization and earlier collagen and elastic-fiber restoration with PS, followed by Sil and BMt, while Hep improved matrix architecture only during later stages. Conclusions: Overall, PS produced the most favorable and accelerated recovery pattern, Sil and BMt provided moderate benefit, and Hep displayed slower reparative capacity.
- 1 April 2026
- Published by Walter de Gruyter GmbH in Revista Romana de Medicina de Laborator
- Vol. 34 (2) , 179-192
Open AccessComparative evaluation of wound healing with different treatments in rats: Cytokine modulation, histological remodeling, and scar outcomes
Background: Skin injury repair depends on a tightly regulated sequence of inflammation, proliferation, and matrix remodeling, where mediators such as IL-1 and IL-6 contribute to immune activation and extracellular matrix formation. Variability in cytokine control influences scar maturation, prompting exploration of treatment strategies capable of shortening the inflammatory phase and enhancing structural regeneration. Methods: This study compared four wound-care approaches in rats with surgically induced full- thickness lesions: a polysilicon-siloxane formulation (PS), a silicone-based gel (Sil), a betamethasone preparation (BMt), and a heparin-containing agent (Hep). Topical formulations were applied two to three times daily, while BMt was delivered weekly by subcutaneous injection. Serum IL-1 and IL-6 concentrations were quantified by ELISA, scar evolution was documented using the Vancouver Scar Scale, and tissue organization was examined through histological staining protocols, including trichrome-based collagen visualization and elastic fiber assessment. Results: Early cytokine elevation was evident across groups, with IL-1 returning to near-baseline most rapidly in PS- and Sil-treated animals by day 21, and one week later in BMt-treated rats. Hep and untreated controls maintained higher values for longer. IL-6 peaked later than IL-1, normalizing by day 28 in the PS, Sil, and BMt groups alone. Microscopy demonstrated faster vascular normalization and earlier collagen and elastic-fiber restoration with PS, followed by Sil and BMt, while Hep improved matrix architecture only during later stages. Conclusions: Overall, PS produced the most favorable and accelerated recovery pattern, Sil and BMt provided moderate benefit, and Hep displayed slower reparative capacity.
- Open Access
- 24 February 2026
- Published by Springer Nature in Cureus
- Vol. 18 (2)
Galectin-3 and Its Relationship With Left Ventricular and Left Atrial Echocardiographic Changes in Hospitalized COVID-19 Patients
Galectin-3 has been recognized as a biomarker of inflammation and fibrosis in COVID-19, yet its association with echocardiographic indicators of cardiac involvement remains insufficiently understood. This study aimed to assess the relationship between galectin-3 levels and echocardiographic changes of the left ventricle and left atrium in hospitalized patients with COVID-19. A retrospective analysis was conducted on 41 adults who were divided into moderately symptomatic patients (21/41, 51.2%; within the first week of symptom onset) and severely symptomatic patients (20/41, 48.8%; during the second to third week). All patients underwent standard laboratory testing, including galectin-3 measurement, and transthoracic echocardiography upon admission. Galectin-3 levels were significantly higher in the severe group compared with the moderate group (13.7 ± 7.9 ng/mL vs. 8.7 ± 6.2 ng/mL; p = 0.029). Severe illness was also associated with a larger ascending aortic diameter (p = 0.041) and greater left atrial size (p = 0.05). Although interventricular septal thickness, posterior wall thickness, and left ventricular end-diastolic diameter were similar between groups, left ventricular end-diastolic volume, end-systolic volume, and left ventricular mass were higher in severe cases, but these differences did not reach statistical significance. Left ventricular ejection fraction remained normal in moderate cases and was mildly reduced in severe cases without a statistically significant difference. Galectin-3 demonstrated significant correlations with several echocardiographic markers, most notably left atrial diameter and indices of left ventricular structure and function. These findings suggest that elevated galectin-3 levels are associated with structural myocardial changes in COVID-19. Combined assessment of galectin-3 and echocardiographic parameters may aid in identifying early myocardial involvement and improving cardiovascular risk stratification in hospitalized COVID-19 patients.
- 24 February 2026
- Published by Springer Nature in Cureus
- Vol. 18 (2)
Open AccessGalectin-3 and Its Relationship With Left Ventricular and Left Atrial Echocardiographic Changes in Hospitalized COVID-19 Patients
Galectin-3 has been recognized as a biomarker of inflammation and fibrosis in COVID-19, yet its association with echocardiographic indicators of cardiac involvement remains insufficiently understood. This study aimed to assess the relationship between galectin-3 levels and echocardiographic changes of the left ventricle and left atrium in hospitalized patients with COVID-19. A retrospective analysis was conducted on 41 adults who were divided into moderately symptomatic patients (21/41, 51.2%; within the first week of symptom onset) and severely symptomatic patients (20/41, 48.8%; during the second to third week). All patients underwent standard laboratory testing, including galectin-3 measurement, and transthoracic echocardiography upon admission. Galectin-3 levels were significantly higher in the severe group compared with the moderate group (13.7 ± 7.9 ng/mL vs. 8.7 ± 6.2 ng/mL; p = 0.029). Severe illness was also associated with a larger ascending aortic diameter (p = 0.041) and greater left atrial size (p = 0.05). Although interventricular septal thickness, posterior wall thickness, and left ventricular end-diastolic diameter were similar between groups, left ventricular end-diastolic volume, end-systolic volume, and left ventricular mass were higher in severe cases, but these differences did not reach statistical significance. Left ventricular ejection fraction remained normal in moderate cases and was mildly reduced in severe cases without a statistically significant difference. Galectin-3 demonstrated significant correlations with several echocardiographic markers, most notably left atrial diameter and indices of left ventricular structure and function. These findings suggest that elevated galectin-3 levels are associated with structural myocardial changes in COVID-19. Combined assessment of galectin-3 and echocardiographic parameters may aid in identifying early myocardial involvement and improving cardiovascular risk stratification in hospitalized COVID-19 patients.
- Open Access
- 11 January 2026
- Published by Springer Nature in Cureus
- Vol. 18 (1) , e101316
Pathogenesis and Pharmacotherapy of Acute Respiratory Distress Syndrome Induced by Pandemic Viral Infections: A Narrative Review
Acute respiratory distress syndrome (ARDS) is a severe, life-threatening condition characterized by acute hypoxemic respiratory failure, bilateral pulmonary infiltrates, and non-cardiogenic pulmonary edema caused by increased alveolar-capillary permeability. ARDS is highly heterogeneous, with diverse etiologies and clinical presentations that complicate diagnosis and management. Viral infections, including influenza A (H1N1 and H5N1) and coronaviruses such as SARS-CoV-2, are major contributors to ARDS and can trigger severe lung injury, hyperinflammation, and dysregulated immune responses. Ongoing viral evolution and periodic emergence of novel strains continue to pose a substantial threat to global public health. This narrative review analyzes pandemic-associated viral causes of ARDS, summarizes key mechanisms of pathogenesis, and evaluates current and emerging pharmacotherapeutic approaches. A comprehensive literature search was conducted using PubMed, supplemented by additional sources where appropriate. The review highlights that the increasing prominence of viral pneumonia as a cause of ARDS requires both established supportive care and tailored therapeutic strategies that target the underlying mechanisms of lung injury. Despite progress, virus-associated ARDS remains a major clinical challenge with high morbidity and mortality and may require management approaches distinct from those used for other ARDS etiologies.
- 11 January 2026
- Published by Springer Nature in Cureus
- Vol. 18 (1) , e101316
Open AccessPathogenesis and Pharmacotherapy of Acute Respiratory Distress Syndrome Induced by Pandemic Viral Infections: A Narrative Review
Acute respiratory distress syndrome (ARDS) is a severe, life-threatening condition characterized by acute hypoxemic respiratory failure, bilateral pulmonary infiltrates, and non-cardiogenic pulmonary edema caused by increased alveolar-capillary permeability. ARDS is highly heterogeneous, with diverse etiologies and clinical presentations that complicate diagnosis and management. Viral infections, including influenza A (H1N1 and H5N1) and coronaviruses such as SARS-CoV-2, are major contributors to ARDS and can trigger severe lung injury, hyperinflammation, and dysregulated immune responses. Ongoing viral evolution and periodic emergence of novel strains continue to pose a substantial threat to global public health. This narrative review analyzes pandemic-associated viral causes of ARDS, summarizes key mechanisms of pathogenesis, and evaluates current and emerging pharmacotherapeutic approaches. A comprehensive literature search was conducted using PubMed, supplemented by additional sources where appropriate. The review highlights that the increasing prominence of viral pneumonia as a cause of ARDS requires both established supportive care and tailored therapeutic strategies that target the underlying mechanisms of lung injury. Despite progress, virus-associated ARDS remains a major clinical challenge with high morbidity and mortality and may require management approaches distinct from those used for other ARDS etiologies.
- Open Access
- 1 October 2025
- Published by Wolters Kluwer Health in Journal of Global Infectious Diseases
- Vol. 17 (4) , 169-175
Evaluation of the Diagnostic Performance of Interleukin-6, C-reactive Protein, and Soluble Triggering Receptor Expressed on Myeloid Cells−1, Individually and Combined, in Differentiating Candidemia from Bacteremia in Intensive Care Unit Patients
Introduction: Differentiating candidemia from bacteremia in intensive care unit (ICU) patients is critical for effective treatment but is often delayed by reliance on conventional diagnostics like blood cultures. This study evaluates the diagnostic utility of interleukin-6 (IL-6), C-reactive protein (CRP), and soluble triggering receptor expressed on myeloid cells −1 (sTREM-1), individually and in combination, for distinguishing these bloodstream infections (BSIs). Methods: This prospective observational study included 74 ICU patients with BSIs admitted to a university-affiliated hospital between September 2023 and August 2024. Biomarker levels were measured on the 2 nd day of ICU admission. Diagnostic performance was assessed using the Mann–Whitney U test, logistic regression, and receiver operating characteristic curve analysis. Results: Of the 74 patients, 54 (72.9%) had bacteremia and 20 (27.1%) had candidemia. IL-6 and sTREM-1 levels were significantly higher in candidemia ( P < 0.001), whereas CRP alone did not show discriminatory power ( P = 0.981). The combined biomarker model achieved an area under the curve of 0.818, demonstrating superior diagnostic performance compared to individual markers. Conclusions: IL-6 and sTREM-1 are effective biomarkers for distinguishing candidemia from bacteremia, with CRP providing additional value in a multibiomarker model. This approach may enhance diagnostic precision and improve clinical decision-making in ICU settings.
- 1 October 2025
- Published by Wolters Kluwer Health in Journal of Global Infectious Diseases
- Vol. 17 (4) , 169-175
Open AccessEvaluation of the Diagnostic Performance of Interleukin-6, C-reactive Protein, and Soluble Triggering Receptor Expressed on Myeloid Cells−1, Individually and Combined, in Differentiating Candidemia from Bacteremia in Intensive Care Unit Patients
Introduction: Differentiating candidemia from bacteremia in intensive care unit (ICU) patients is critical for effective treatment but is often delayed by reliance on conventional diagnostics like blood cultures. This study evaluates the diagnostic utility of interleukin-6 (IL-6), C-reactive protein (CRP), and soluble triggering receptor expressed on myeloid cells −1 (sTREM-1), individually and in combination, for distinguishing these bloodstream infections (BSIs). Methods: This prospective observational study included 74 ICU patients with BSIs admitted to a university-affiliated hospital between September 2023 and August 2024. Biomarker levels were measured on the 2 nd day of ICU admission. Diagnostic performance was assessed using the Mann–Whitney U test, logistic regression, and receiver operating characteristic curve analysis. Results: Of the 74 patients, 54 (72.9%) had bacteremia and 20 (27.1%) had candidemia. IL-6 and sTREM-1 levels were significantly higher in candidemia ( P < 0.001), whereas CRP alone did not show discriminatory power ( P = 0.981). The combined biomarker model achieved an area under the curve of 0.818, demonstrating superior diagnostic performance compared to individual markers. Conclusions: IL-6 and sTREM-1 are effective biomarkers for distinguishing candidemia from bacteremia, with CRP providing additional value in a multibiomarker model. This approach may enhance diagnostic precision and improve clinical decision-making in ICU settings.
- Open Access
- 1 September 2025
- Published by AME Publishing Company in Journal of Medical Artificial Intelligence
- Vol. 8, 20
Artificial intelligence in the medical field: diagnostic capabilities of GPT-4 in comparison with physicians
Background: GPT-4 is an extensive language model designed to understand and generate human-like text, with the ability to accomplish complex tasks such as data analysis and decision-making. Methods: We conducted a retrospective observational study, which involved preprocessing 340 clinical cases, the contents of which included medical history, physical findings, laboratory, and instrumental data. We provided this information to GPT-4, which was instructed to give us the top five most likely differential diagnoses. The discrepancies between artificial intelligence (AI)’s five differentials and the physician’s final diagnosis were analyzed regarding different specialties and laboratory/instrument data inclusion. Results: Before we integrated laboratory data, GPT-4 showed a 60% diagnostic match with physicians on the first differential and 86% in all five. After we integrated the instrumental and laboratory findings, these percentages grew to 72% and 92%, respectively. The integration of laboratory and instrumental data increased GPT-4’s diagnostic accuracy, evidenced by an odds ratio factor of 2.1 and McNemar’s test chi-squared value of 10.76, highlighting the substantial impact of this data on AI’s diagnostic precision. Conclusions: This study highlighted the potential of using GPT-4 in medical diagnostics, provided a basis for integrating AI tools with clinical judgment, and opened avenues for future research, particularly in developing AI models tailored to the diagnostic needs of different medical fields.
- 1 September 2025
- Published by AME Publishing Company in Journal of Medical Artificial Intelligence
- Vol. 8, 20
Open AccessArtificial intelligence in the medical field: diagnostic capabilities of GPT-4 in comparison with physicians
Background: GPT-4 is an extensive language model designed to understand and generate human-like text, with the ability to accomplish complex tasks such as data analysis and decision-making. Methods: We conducted a retrospective observational study, which involved preprocessing 340 clinical cases, the contents of which included medical history, physical findings, laboratory, and instrumental data. We provided this information to GPT-4, which was instructed to give us the top five most likely differential diagnoses. The discrepancies between artificial intelligence (AI)’s five differentials and the physician’s final diagnosis were analyzed regarding different specialties and laboratory/instrument data inclusion. Results: Before we integrated laboratory data, GPT-4 showed a 60% diagnostic match with physicians on the first differential and 86% in all five. After we integrated the instrumental and laboratory findings, these percentages grew to 72% and 92%, respectively. The integration of laboratory and instrumental data increased GPT-4’s diagnostic accuracy, evidenced by an odds ratio factor of 2.1 and McNemar’s test chi-squared value of 10.76, highlighting the substantial impact of this data on AI’s diagnostic precision. Conclusions: This study highlighted the potential of using GPT-4 in medical diagnostics, provided a basis for integrating AI tools with clinical judgment, and opened avenues for future research, particularly in developing AI models tailored to the diagnostic needs of different medical fields.