Purpose: This study assessed the validity of the hospital standardized mortality ratio (HSMR) risk-adjusted model by comparing models that include clinical information and the current model based on administrative information in South Korea. Materials and Methods: The data of 53976 inpatients were analyzed. The current HSMR risk-adjusted model (Model 1) adjusts for sex, age, health coverage, emergency hospitalization status, main diagnosis, surgery status, and Charlson Comorbidity Index (CCI) using administrative data. As candidate variables, among clinical information, the American Society of Anesthesiologists score, Acute Physiology and Chronic Health Evaluation (APACHE) II, Simplified Acute Physiology Score (SAPS) 3, present on admission CCI, and cancer stage were collected. Surgery status, intensive care in the intensive care unit, and CCI were selected as proxy variables among administrative data. In-hospital death was defined as the dependent variable, and a logistic regression analysis was performed. The statistical performance of each model was compared using C-index values. Results: There was a strong correlation between variables in the administrative data and those in the medical records. The C-index of the existing model (Model 1) was 0.785; Model 2, which included all clinical data, had a higher C-index of 0.857. In Model 4, in which APACHE II and SAPS 3 were replaced with variables recorded in the administrative data from Model 2, the C-index further increased to 0.863. Conclusion The HSMR assessment model improved when clinical data were adjusted. Simultaneously, the validity of the evaluation method could be secured even if some of the clinical information was replaced with the information in the administrative data.

Purpose: This study assessed the validity of the hospital standardized mortality ratio (HSMR) risk-adjusted model by comparing models that include clinical information and the current model based on administrative information in South Korea. Materials and Methods: The data of 53976 inpatients were analyzed. The current HSMR risk-adjusted model (Model 1) adjusts for sex, age, health coverage, emergency hospitalization status, main diagnosis, surgery status, and Charlson Comorbidity Index (CCI) using administrative data. As candidate variables, among clinical information, the American Society of Anesthesiologists score, Acute Physiology and Chronic Health Evaluation (APACHE) II, Simplified Acute Physiology Score (SAPS) 3, present on admission CCI, and cancer stage were collected. Surgery status, intensive care in the intensive care unit, and CCI were selected as proxy variables among administrative data. In-hospital death was defined as the dependent variable, and a logistic regression analysis was performed. The statistical performance of each model was compared using C-index values. Results: There was a strong correlation between variables in the administrative data and those in the medical records. The C-index of the existing model (Model 1) was 0.785; Model 2, which included all clinical data, had a higher C-index of 0.857. In Model 4, in which APACHE II and SAPS 3 were replaced with variables recorded in the administrative data from Model 2, the C-index further increased to 0.863. Conclusion The HSMR assessment model improved when clinical data were adjusted. Simultaneously, the validity of the evaluation method could be secured even if some of the clinical information was replaced with the information in the administrative data.

Purpose: This study assessed the validity of the hospital standardized mortality ratio (HSMR) risk-adjusted model by comparing models that include clinical information and the current model based on administrative information in South Korea. Materials and Methods: The data of 53976 inpatients were analyzed. The current HSMR risk-adjusted model (Model 1) adjusts for sex, age, health coverage, emergency hospitalization status, main diagnosis, surgery status, and Charlson Comorbidity Index (CCI) using administrative data. As candidate variables, among clinical information, the American Society of Anesthesiologists score, Acute Physiology and Chronic Health Evaluation (APACHE) II, Simplified Acute Physiology Score (SAPS) 3, present on admission CCI, and cancer stage were collected. Surgery status, intensive care in the intensive care unit, and CCI were selected as proxy variables among administrative data. In-hospital death was defined as the dependent variable, and a logistic regression analysis was performed. The statistical performance of each model was compared using C-index values. Results: There was a strong correlation between variables in the administrative data and those in the medical records. The C-index of the existing model (Model 1) was 0.785; Model 2, which included all clinical data, had a higher C-index of 0.857. In Model 4, in which APACHE II and SAPS 3 were replaced with variables recorded in the administrative data from Model 2, the C-index further increased to 0.863. Conclusion The HSMR assessment model improved when clinical data were adjusted. Simultaneously, the validity of the evaluation method could be secured even if some of the clinical information was replaced with the information in the administrative data.

Purpose: This study assessed the validity of the hospital standardized mortality ratio (HSMR) risk-adjusted model by comparing models that include clinical information and the current model based on administrative information in South Korea. Materials and Methods: The data of 53976 inpatients were analyzed. The current HSMR risk-adjusted model (Model 1) adjusts for sex, age, health coverage, emergency hospitalization status, main diagnosis, surgery status, and Charlson Comorbidity Index (CCI) using administrative data. As candidate variables, among clinical information, the American Society of Anesthesiologists score, Acute Physiology and Chronic Health Evaluation (APACHE) II, Simplified Acute Physiology Score (SAPS) 3, present on admission CCI, and cancer stage were collected. Surgery status, intensive care in the intensive care unit, and CCI were selected as proxy variables among administrative data. In-hospital death was defined as the dependent variable, and a logistic regression analysis was performed. The statistical performance of each model was compared using C-index values. Results: There was a strong correlation between variables in the administrative data and those in the medical records. The C-index of the existing model (Model 1) was 0.785; Model 2, which included all clinical data, had a higher C-index of 0.857. In Model 4, in which APACHE II and SAPS 3 were replaced with variables recorded in the administrative data from Model 2, the C-index further increased to 0.863. Conclusion The HSMR assessment model improved when clinical data were adjusted. Simultaneously, the validity of the evaluation method could be secured even if some of the clinical information was replaced with the information in the administrative data.

Purpose: This study assessed the validity of the hospital standardized mortality ratio (HSMR) risk-adjusted model by comparing models that include clinical information and the current model based on administrative information in South Korea. Materials and Methods: The data of 53976 inpatients were analyzed. The current HSMR risk-adjusted model (Model 1) adjusts for sex, age, health coverage, emergency hospitalization status, main diagnosis, surgery status, and Charlson Comorbidity Index (CCI) using administrative data. As candidate variables, among clinical information, the American Society of Anesthesiologists score, Acute Physiology and Chronic Health Evaluation (APACHE) II, Simplified Acute Physiology Score (SAPS) 3, present on admission CCI, and cancer stage were collected. Surgery status, intensive care in the intensive care unit, and CCI were selected as proxy variables among administrative data. In-hospital death was defined as the dependent variable, and a logistic regression analysis was performed. The statistical performance of each model was compared using C-index values. Results: There was a strong correlation between variables in the administrative data and those in the medical records. The C-index of the existing model (Model 1) was 0.785; Model 2, which included all clinical data, had a higher C-index of 0.857. In Model 4, in which APACHE II and SAPS 3 were replaced with variables recorded in the administrative data from Model 2, the C-index further increased to 0.863. Conclusion The HSMR assessment model improved when clinical data were adjusted. Simultaneously, the validity of the evaluation method could be secured even if some of the clinical information was replaced with the information in the administrative data.

Background: This study investigates the hypothesis that the red, doughnut-shaped discs in Gustav Klimt’s iconic painting ‘The Kiss’ represent red blood cells (RBCs). The purpose is to explore the artistic and anatomical significance of these elements, examining how Klimt may have integrated contemporary scientific discoveries into his work to convey deeper symbolic meanings. Methods: This interdisciplinary study employed a combination of medical and art history approaches, including biographical analysis, literature review and a questionnaire survey to assess viewer’s perceptions of the red discs in ‘The Kiss.’ The survey compared responses to the original painting with those to an experimentally altered version, where the red discs were removed, with the objective of determining the significance of these red discs in the artwork. The survey was conducted among 300 visitors at the Ulsan International Art Fair.Among the visitors, 69.3% of the participants were female, and the most common age group was 30–49 years old. Results: Historical research and literature analysis revealed that the red disc-shaped patterns on the woman’s dress in Klimt’s painting closely resemble RBCs as depicted in early 20thcentury scientific literature and encyclopedias. This suggests that Klimt, likely influenced by his interactions with medical scientists, intentionally incorporated contemporary scientific imagery into his artwork. The survey results indicated that 86.7% of participants recognized the painting as ‘The Kiss,’ demonstrating high familiarity with the piece. Comparisons between the original and altered versions of the painting revealed that viewers perceived notable differences in feeling, color perception, mood, and lighting. Conclusion This study demonstrates that Klimt intentionally incorporated RBC-like motifs into his paintings, using them not only to convey anatomical symbolism and emotional depth but also as dynamic elements within a mosaic pattern. These red elements energize not only the female figure in ‘The Kiss’ but the entire composition. Klimt’s work reveals his skill in merging scientific concepts with visual and emotional expression, showcasing an innovative approach to embedding complex medical and emotional meanings through the use of symbolic imagery.

Background: This study investigates the hypothesis that the red, doughnut-shaped discs in Gustav Klimt’s iconic painting ‘The Kiss’ represent red blood cells (RBCs). The purpose is to explore the artistic and anatomical significance of these elements, examining how Klimt may have integrated contemporary scientific discoveries into his work to convey deeper symbolic meanings. Methods: This interdisciplinary study employed a combination of medical and art history approaches, including biographical analysis, literature review and a questionnaire survey to assess viewer’s perceptions of the red discs in ‘The Kiss.’ The survey compared responses to the original painting with those to an experimentally altered version, where the red discs were removed, with the objective of determining the significance of these red discs in the artwork. The survey was conducted among 300 visitors at the Ulsan International Art Fair.Among the visitors, 69.3% of the participants were female, and the most common age group was 30–49 years old. Results: Historical research and literature analysis revealed that the red disc-shaped patterns on the woman’s dress in Klimt’s painting closely resemble RBCs as depicted in early 20thcentury scientific literature and encyclopedias. This suggests that Klimt, likely influenced by his interactions with medical scientists, intentionally incorporated contemporary scientific imagery into his artwork. The survey results indicated that 86.7% of participants recognized the painting as ‘The Kiss,’ demonstrating high familiarity with the piece. Comparisons between the original and altered versions of the painting revealed that viewers perceived notable differences in feeling, color perception, mood, and lighting. Conclusion This study demonstrates that Klimt intentionally incorporated RBC-like motifs into his paintings, using them not only to convey anatomical symbolism and emotional depth but also as dynamic elements within a mosaic pattern. These red elements energize not only the female figure in ‘The Kiss’ but the entire composition. Klimt’s work reveals his skill in merging scientific concepts with visual and emotional expression, showcasing an innovative approach to embedding complex medical and emotional meanings through the use of symbolic imagery.

Background: This study investigates the hypothesis that the red, doughnut-shaped discs in Gustav Klimt’s iconic painting ‘The Kiss’ represent red blood cells (RBCs). The purpose is to explore the artistic and anatomical significance of these elements, examining how Klimt may have integrated contemporary scientific discoveries into his work to convey deeper symbolic meanings. Methods: This interdisciplinary study employed a combination of medical and art history approaches, including biographical analysis, literature review and a questionnaire survey to assess viewer’s perceptions of the red discs in ‘The Kiss.’ The survey compared responses to the original painting with those to an experimentally altered version, where the red discs were removed, with the objective of determining the significance of these red discs in the artwork. The survey was conducted among 300 visitors at the Ulsan International Art Fair.Among the visitors, 69.3% of the participants were female, and the most common age group was 30–49 years old. Results: Historical research and literature analysis revealed that the red disc-shaped patterns on the woman’s dress in Klimt’s painting closely resemble RBCs as depicted in early 20thcentury scientific literature and encyclopedias. This suggests that Klimt, likely influenced by his interactions with medical scientists, intentionally incorporated contemporary scientific imagery into his artwork. The survey results indicated that 86.7% of participants recognized the painting as ‘The Kiss,’ demonstrating high familiarity with the piece. Comparisons between the original and altered versions of the painting revealed that viewers perceived notable differences in feeling, color perception, mood, and lighting. Conclusion This study demonstrates that Klimt intentionally incorporated RBC-like motifs into his paintings, using them not only to convey anatomical symbolism and emotional depth but also as dynamic elements within a mosaic pattern. These red elements energize not only the female figure in ‘The Kiss’ but the entire composition. Klimt’s work reveals his skill in merging scientific concepts with visual and emotional expression, showcasing an innovative approach to embedding complex medical and emotional meanings through the use of symbolic imagery.

Background: This study investigates the hypothesis that the red, doughnut-shaped discs in Gustav Klimt’s iconic painting ‘The Kiss’ represent red blood cells (RBCs). The purpose is to explore the artistic and anatomical significance of these elements, examining how Klimt may have integrated contemporary scientific discoveries into his work to convey deeper symbolic meanings. Methods: This interdisciplinary study employed a combination of medical and art history approaches, including biographical analysis, literature review and a questionnaire survey to assess viewer’s perceptions of the red discs in ‘The Kiss.’ The survey compared responses to the original painting with those to an experimentally altered version, where the red discs were removed, with the objective of determining the significance of these red discs in the artwork. The survey was conducted among 300 visitors at the Ulsan International Art Fair.Among the visitors, 69.3% of the participants were female, and the most common age group was 30–49 years old. Results: Historical research and literature analysis revealed that the red disc-shaped patterns on the woman’s dress in Klimt’s painting closely resemble RBCs as depicted in early 20thcentury scientific literature and encyclopedias. This suggests that Klimt, likely influenced by his interactions with medical scientists, intentionally incorporated contemporary scientific imagery into his artwork. The survey results indicated that 86.7% of participants recognized the painting as ‘The Kiss,’ demonstrating high familiarity with the piece. Comparisons between the original and altered versions of the painting revealed that viewers perceived notable differences in feeling, color perception, mood, and lighting. Conclusion This study demonstrates that Klimt intentionally incorporated RBC-like motifs into his paintings, using them not only to convey anatomical symbolism and emotional depth but also as dynamic elements within a mosaic pattern. These red elements energize not only the female figure in ‘The Kiss’ but the entire composition. Klimt’s work reveals his skill in merging scientific concepts with visual and emotional expression, showcasing an innovative approach to embedding complex medical and emotional meanings through the use of symbolic imagery.

Purpose: This study aimed to identify the etiology and risk factors of community-acquired pneumonia (CAP) requiring hospitalization in Korean children during the coronavirus disease 2019 (COVID-19) pandemic. Methods: Clinical information of children admitted with CAP to Seoul National University Children’s Hospital (SNUCH) between January 1, 2021, and February 28, 2022, was retrospectively collected and analyzed. In addition, the etiologic diagnosis and demographic data of children with CAP who were discharged at the other seven hospitals between January and February 2022 were collected. Pneumonia was diagnosed using strict criteria comprising clinical symptoms, physical examination findings, and chest radiographic findings. Results: Among 91 children hospitalized with CAP at SNUCH during the 14-month period, 68.4% were aged <5 years and 79.1% had underlying diseases. Among the 95 CAP cases, respiratory assistance was required in 70.5%, and the use of a ventilator was required in 20.0%.A total of five patients expired, all of whom were either immunocompromised or had underlying neurological diseases. Neurological diseases and immunosuppression were significantly correlated with respiratory assistance (P=0.003) and death (P=0.014). A total of 55% of the detected respiratory pathogens were viruses, the most common of which was rhinovirus at 35.9%. Among the 169 children hospitalized for CAP at the eight institutions, ≥1 respiratory virus was detected in 92.3%, among which respiratory syncytial virus (79.8%) was the most prevalent. Conclusions Even during the COVID-19 pandemic, Korean children were hospitalized with CAP caused by seasonal respiratory viral pathogens. Although atypical and pyogenic bacteria were not detected, continuous clinical monitoring and further prospective studies should be conducted.