Pub Date : 2024-11-28DOI: 10.1186/s12873-024-01140-5
Tae Young Lee, Sung-Keun Ko, Seong Jung Kim, Jin-Hee Lee
Background & objectives: The increasing proportion of elderly populations has led to a rise in chronic diseases and frequent transfers between long-term care hospitals (LTCHs) and emergency departments (EDs). This study investigates the patterns of risk factors of initial-transfers and subsequent re-transfers among patients aged 65 or older. Specifically, we focus on those re-transferred from LTCHs to EDs within 48 h of discharge, often without adequate treatment.
Method: This nationwide cross-sectional study used data from South Korea's National Emergency Department Information System (NEDIS) from January 1, 2017, to December 31, 2019. Patients aged 65 or older who were initially transferred from LTCHs to EDs and re-transferred within 48 h, were identified. Logistic regression was employed to analyze risk factors associated with re-transfers.
Results: 140,282 elderly patients were identified as having been transferred from LTCHs to EDs. Of these, 38,180 patients received emergency care in the EDs and were discharged back to LTCHs. Among them, 679 patients were returned to LTCHs after receiving acute treatment but revisited the EDs within 48 h. Hospital ward admission rates were higher for re-transferred patients (71.3%) compared to initial transfers (42.1%, p < 0.0001). Risk factors for re-transfer included male, nighttime admissions, and longer ED stays (> 6 h). Tertiary hospitals showed higher re-transfer rates to other facilities (13.1%) than general hospitals (2.9%).
Conclusion: This study reveals that many health outcomes worsen upon re-transfer compared to the initial-transfer. These findings underscore the need for a coordinated healthcare system that ensures elderly patients from long-term care facilities are initially sent to appropriate hospitals during the initial transfer, which could mitigate repeated ED visits and ensure timely care.
{"title":"Elderly patients re-transferred from long-term care hospitals to emergency departments within 48 h.","authors":"Tae Young Lee, Sung-Keun Ko, Seong Jung Kim, Jin-Hee Lee","doi":"10.1186/s12873-024-01140-5","DOIUrl":"https://doi.org/10.1186/s12873-024-01140-5","url":null,"abstract":"<p><strong>Background & objectives: </strong>The increasing proportion of elderly populations has led to a rise in chronic diseases and frequent transfers between long-term care hospitals (LTCHs) and emergency departments (EDs). This study investigates the patterns of risk factors of initial-transfers and subsequent re-transfers among patients aged 65 or older. Specifically, we focus on those re-transferred from LTCHs to EDs within 48 h of discharge, often without adequate treatment.</p><p><strong>Method: </strong>This nationwide cross-sectional study used data from South Korea's National Emergency Department Information System (NEDIS) from January 1, 2017, to December 31, 2019. Patients aged 65 or older who were initially transferred from LTCHs to EDs and re-transferred within 48 h, were identified. Logistic regression was employed to analyze risk factors associated with re-transfers.</p><p><strong>Results: </strong>140,282 elderly patients were identified as having been transferred from LTCHs to EDs. Of these, 38,180 patients received emergency care in the EDs and were discharged back to LTCHs. Among them, 679 patients were returned to LTCHs after receiving acute treatment but revisited the EDs within 48 h. Hospital ward admission rates were higher for re-transferred patients (71.3%) compared to initial transfers (42.1%, p < 0.0001). Risk factors for re-transfer included male, nighttime admissions, and longer ED stays (> 6 h). Tertiary hospitals showed higher re-transfer rates to other facilities (13.1%) than general hospitals (2.9%).</p><p><strong>Conclusion: </strong>This study reveals that many health outcomes worsen upon re-transfer compared to the initial-transfer. These findings underscore the need for a coordinated healthcare system that ensures elderly patients from long-term care facilities are initially sent to appropriate hospitals during the initial transfer, which could mitigate repeated ED visits and ensure timely care.</p>","PeriodicalId":9002,"journal":{"name":"BMC Emergency Medicine","volume":"24 1","pages":"225"},"PeriodicalIF":2.3,"publicationDate":"2024-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142749552","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-11-27DOI: 10.1186/s12873-024-01142-3
Daniel Weiss, Christian Rubbert, Marius Kaschner, Gregory Gordon Greiner, Nadja Kairies-Schwarz, Markus Vomhof, Andrea Icks, Linea Weitz, Hanna Hollenberg, Robin Jansen, Til Menge, Rüdiger J Seitz, Sebastian Jander, Michael Bernhard, John-Ih Lee, Tobias Ruck, Sven Guenther Meuth, Bernd Turowski, Julian Caspers, Michael Gliem
Background: The reduction of processing times in the treatment of acute ischemic stroke is of outstanding importance. Our objective is to analyze the acute stroke care chain from onset to treatment in a city in Germany comprising three stroke units. Additionally, we discuss solutions for detected treatment delays.
Methods: We conducted an in-depth analysis of acute stroke care processing times across three local stroke centers in Düsseldorf among all emergency services transportations for suspected stroke. Isochrone mapping was performed to identify areas with prolonged transportation times.
Results: Among the 1,714 transportations, 943 patients had confirmed strokes. Prehospital care constituted 58% of total emergency care time until imaging. Patients with confirmed stroke had reduced in-hospital times while patients receiving treatment experienced faster in-hospital times. Isochrone mapping revealed disparities in transportation times within the city.
Conclusions: In conclusion, we identified confirmation of stroke symptoms as pre- and in-hospital and treatment eligibility as in-hospital process accelerators in stroke care. We propose the introduction of an in-ambulance video consulting model to accelerate contact to stroke-experts and accelerate processing times for patients eligible for treatment. Furthermore, we discuss the combination of in-ambulance video consulting with imaging and starting treatment outside traditional stroke centers, followed by transportation to a stroke center during thrombolysis, which might further accelerate treatment in specific cases.
{"title":"Prehospital telemedicine support for urban stroke care: Analysis of current state of care and conceptualization.","authors":"Daniel Weiss, Christian Rubbert, Marius Kaschner, Gregory Gordon Greiner, Nadja Kairies-Schwarz, Markus Vomhof, Andrea Icks, Linea Weitz, Hanna Hollenberg, Robin Jansen, Til Menge, Rüdiger J Seitz, Sebastian Jander, Michael Bernhard, John-Ih Lee, Tobias Ruck, Sven Guenther Meuth, Bernd Turowski, Julian Caspers, Michael Gliem","doi":"10.1186/s12873-024-01142-3","DOIUrl":"https://doi.org/10.1186/s12873-024-01142-3","url":null,"abstract":"<p><strong>Background: </strong>The reduction of processing times in the treatment of acute ischemic stroke is of outstanding importance. Our objective is to analyze the acute stroke care chain from onset to treatment in a city in Germany comprising three stroke units. Additionally, we discuss solutions for detected treatment delays.</p><p><strong>Methods: </strong>We conducted an in-depth analysis of acute stroke care processing times across three local stroke centers in Düsseldorf among all emergency services transportations for suspected stroke. Isochrone mapping was performed to identify areas with prolonged transportation times.</p><p><strong>Results: </strong>Among the 1,714 transportations, 943 patients had confirmed strokes. Prehospital care constituted 58% of total emergency care time until imaging. Patients with confirmed stroke had reduced in-hospital times while patients receiving treatment experienced faster in-hospital times. Isochrone mapping revealed disparities in transportation times within the city.</p><p><strong>Conclusions: </strong>In conclusion, we identified confirmation of stroke symptoms as pre- and in-hospital and treatment eligibility as in-hospital process accelerators in stroke care. We propose the introduction of an in-ambulance video consulting model to accelerate contact to stroke-experts and accelerate processing times for patients eligible for treatment. Furthermore, we discuss the combination of in-ambulance video consulting with imaging and starting treatment outside traditional stroke centers, followed by transportation to a stroke center during thrombolysis, which might further accelerate treatment in specific cases.</p>","PeriodicalId":9002,"journal":{"name":"BMC Emergency Medicine","volume":"24 1","pages":"224"},"PeriodicalIF":2.3,"publicationDate":"2024-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142738175","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-11-26DOI: 10.1186/s12873-024-01128-1
Sharon A Greenberg, Neta Cohen, Noa Shopen, Reut Aviv Mordechai, David Zeltser, Julieta Werthein
Background: Chest pain is a common condition in the emergency department (ED). High-sensitivity cardiac troponin (hs-cTn) assays are crucial for diagnosing acute coronary syndrome, but the implications of "negative but measurable" hs-cTn levels are not well understood. This study assesses the outcomes of patients with acute chest pain discharged from the ED based on their hs-cTn levels.
Methods: This retrospective cohort study analyzed medical records of patients aged 18 and older presenting with chest pain to the Tel Aviv Sourasky Medical Center ED from 2017 to 2022. We compared patients with negative but measurable hs-cTn levels (3-50 ng/L) to those with very low hs-cTn levels (< 3 ng/L). Primary outcomes included 90- days coronary angiogram (CAG), and secondary outcomes were 7- days ED revisits, 14-days hospital admissions, and 30- days mortality.
Results: Of 32,162 eligible patients, 23,297 had hs-cTn levels ≤ 50 ng/L. Patients with negative but measurable hs-cTn levels had higher rates of 90-days CAG (1.8% vs. 0.5%, p < 0.001), 7-day ED revisits (5.2% vs. 3.3%, p < 0.001), 14-day hospital admissions (3.1% vs. 0.9%, p < 0.001), and 30-day mortality (0.3% vs. 0.01%, p < 0.001) compared to those with very low hs-cTn levels. Independent predictors for 90 days CAG included age ≥ 57 years, male sex, and hs-cTn ≥ 3.5 ng/L.
Conclusions: Negative but measurable hs-cTn levels are linked to worse outcomes than very low hs-cTn levels in discharged ED patients. Closer follow-up and further cardiac evaluation may be warranted for these patients.
{"title":"Outcomes of ED chest pain visits: the prognostic value of negative but measurable high-sensitivity cardiac troponin (hs-cTn) levels.","authors":"Sharon A Greenberg, Neta Cohen, Noa Shopen, Reut Aviv Mordechai, David Zeltser, Julieta Werthein","doi":"10.1186/s12873-024-01128-1","DOIUrl":"10.1186/s12873-024-01128-1","url":null,"abstract":"<p><strong>Background: </strong>Chest pain is a common condition in the emergency department (ED). High-sensitivity cardiac troponin (hs-cTn) assays are crucial for diagnosing acute coronary syndrome, but the implications of \"negative but measurable\" hs-cTn levels are not well understood. This study assesses the outcomes of patients with acute chest pain discharged from the ED based on their hs-cTn levels.</p><p><strong>Methods: </strong>This retrospective cohort study analyzed medical records of patients aged 18 and older presenting with chest pain to the Tel Aviv Sourasky Medical Center ED from 2017 to 2022. We compared patients with negative but measurable hs-cTn levels (3-50 ng/L) to those with very low hs-cTn levels (< 3 ng/L). Primary outcomes included 90- days coronary angiogram (CAG), and secondary outcomes were 7- days ED revisits, 14-days hospital admissions, and 30- days mortality.</p><p><strong>Results: </strong>Of 32,162 eligible patients, 23,297 had hs-cTn levels ≤ 50 ng/L. Patients with negative but measurable hs-cTn levels had higher rates of 90-days CAG (1.8% vs. 0.5%, p < 0.001), 7-day ED revisits (5.2% vs. 3.3%, p < 0.001), 14-day hospital admissions (3.1% vs. 0.9%, p < 0.001), and 30-day mortality (0.3% vs. 0.01%, p < 0.001) compared to those with very low hs-cTn levels. Independent predictors for 90 days CAG included age ≥ 57 years, male sex, and hs-cTn ≥ 3.5 ng/L.</p><p><strong>Conclusions: </strong>Negative but measurable hs-cTn levels are linked to worse outcomes than very low hs-cTn levels in discharged ED patients. Closer follow-up and further cardiac evaluation may be warranted for these patients.</p>","PeriodicalId":9002,"journal":{"name":"BMC Emergency Medicine","volume":"24 1","pages":"223"},"PeriodicalIF":2.3,"publicationDate":"2024-11-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142725775","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-11-25DOI: 10.1186/s12873-024-01139-y
Lava Shrestha, Bipin Adhikari, Manjita Bajracharya, Nishika Aryal, Anuja Rajbhandari, Sweekriti Shrestha, Rakesh Pariyar, Ramesh K Maharjan, Michael Otieno, Mikaela Watson, Jyotshna Sapkota, Sabine Dittrich, Kevin K A Tetteh, Debashish Das
Background: In healthcare facilities, an efficient triage system is critical to optimize patient care. The main objective of this study was to explore the triage processes and practices in three different tiers of healthcare facilities in the Kathmandu Valley, Nepal.
Methods: A mixed-methods approach in this study comprised observations and interviews in ten healthcare settings across primary care centers (PHC; n = 6), secondary care centers (SHC; n = 3), and tertiary care hospital (n = 1). Data were collected from June to November 2023. Semi-structured interviews were conducted among patients (n = 30) including survey questionnaires among 144 healthcare workers (HCWs) focused on triage. The qualitative data were analyzed using Interpretative Phenomenological Analysis and quantitative data were analyzed to explore the median score on the consistent practice of triage based on the Likert scale.
Results: PHCs had designated space for triage with less equipped emergency services and outpatient departments (OPDs) and received severely ill patients rarely. Although prioritizing critical patients and prompt care was part of the services, there was a lack of triage protocols with more than half of the HCWs (56.3%; 36/64) from the tertiary hospital reporting the availability of triage guidelines compared to SHCs (28.1%; 9/32) and PHCs (6.3%; 3/48). The majority of HCWs from the tertiary level recognized triage's effectiveness in reducing time lag, and prioritizing patients. Tertiary level had the consistent use of triage (94%; 60/64) compared to only around two-thirds in SHCs (66%; 19/29) and PHCs (62%; 28/45). Patients often attended PHC services for routine check-ups and were motivated by health insurance, affordability, free medicines, referral cards, and proximity. In the SHC, there was a well-equipped emergency department (ED) with specific guidelines, but its use was infrequent. Patients were unaware of the triage process and its utility. In all settings, while most HCWs had a basic knowledge of triage, some were not confident due to limited exposure to the triage process and training. Many HCWs reported the need for triage-related training and its' consistent implementation.
Conclusions: Consistent utilization of triage protocols, coupled with improved infrastructure, resource allocation, and training for healthcare workers is critical for the optimization of triage processes in healthcare settings in the Kathmandu Valley, Nepal.
{"title":"Triage processes in primary, secondary, and tertiary health care facilities in the Kathmandu Valley, Nepal: a mixed-methods study.","authors":"Lava Shrestha, Bipin Adhikari, Manjita Bajracharya, Nishika Aryal, Anuja Rajbhandari, Sweekriti Shrestha, Rakesh Pariyar, Ramesh K Maharjan, Michael Otieno, Mikaela Watson, Jyotshna Sapkota, Sabine Dittrich, Kevin K A Tetteh, Debashish Das","doi":"10.1186/s12873-024-01139-y","DOIUrl":"10.1186/s12873-024-01139-y","url":null,"abstract":"<p><strong>Background: </strong>In healthcare facilities, an efficient triage system is critical to optimize patient care. The main objective of this study was to explore the triage processes and practices in three different tiers of healthcare facilities in the Kathmandu Valley, Nepal.</p><p><strong>Methods: </strong>A mixed-methods approach in this study comprised observations and interviews in ten healthcare settings across primary care centers (PHC; n = 6), secondary care centers (SHC; n = 3), and tertiary care hospital (n = 1). Data were collected from June to November 2023. Semi-structured interviews were conducted among patients (n = 30) including survey questionnaires among 144 healthcare workers (HCWs) focused on triage. The qualitative data were analyzed using Interpretative Phenomenological Analysis and quantitative data were analyzed to explore the median score on the consistent practice of triage based on the Likert scale.</p><p><strong>Results: </strong>PHCs had designated space for triage with less equipped emergency services and outpatient departments (OPDs) and received severely ill patients rarely. Although prioritizing critical patients and prompt care was part of the services, there was a lack of triage protocols with more than half of the HCWs (56.3%; 36/64) from the tertiary hospital reporting the availability of triage guidelines compared to SHCs (28.1%; 9/32) and PHCs (6.3%; 3/48). The majority of HCWs from the tertiary level recognized triage's effectiveness in reducing time lag, and prioritizing patients. Tertiary level had the consistent use of triage (94%; 60/64) compared to only around two-thirds in SHCs (66%; 19/29) and PHCs (62%; 28/45). Patients often attended PHC services for routine check-ups and were motivated by health insurance, affordability, free medicines, referral cards, and proximity. In the SHC, there was a well-equipped emergency department (ED) with specific guidelines, but its use was infrequent. Patients were unaware of the triage process and its utility. In all settings, while most HCWs had a basic knowledge of triage, some were not confident due to limited exposure to the triage process and training. Many HCWs reported the need for triage-related training and its' consistent implementation.</p><p><strong>Conclusions: </strong>Consistent utilization of triage protocols, coupled with improved infrastructure, resource allocation, and training for healthcare workers is critical for the optimization of triage processes in healthcare settings in the Kathmandu Valley, Nepal.</p>","PeriodicalId":9002,"journal":{"name":"BMC Emergency Medicine","volume":"24 1","pages":"222"},"PeriodicalIF":2.3,"publicationDate":"2024-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11590471/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142715303","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Background: The high incidence of airway management failure in the emergency department (ED) necessitates a comparative analysis of laryngoscopy methods. This study aims to compare the success and complications associated with video-assisted laryngoscopy (VL) and direct laryngoscopy (DL) in emergency tracheal intubation in ED.
Methods: This retrospective cohort study was conducted at the ED of Thammasat University Hospital. It involved adult patients undergoing emergency tracheal intubation using either VL (GlideScope®) or DL (Macintosh®). The outcomes assessed were success rates of intubation and occurrence of peri-intubation adverse events. Propensity score matching and multivariable risk regression analysis were employed for statistical evaluation.
Results: The study included 3,424 patients, with 342 in the VL group and 3,082 in the DL group. The initial analysis revealed no significant differences in the intubation success rates between the two methods. However, the VL group experienced fewer peri-intubation adverse events (33% compared to 40%). After propensity score matching, a higher first-attempt success rate was observed in the DL group (88.9% vs. 81.3%, risk difference: 7.6, 95% CI: 1.9 to 13.2, p=0.009), but there was no statistically significant difference in peri-intubation adverse events. VL had a lower first-attempt success rate among low-experience intubators. Subgroup analyses of intubators with moderate and high experience, as well as patients who received both induction agents and neuromuscular blocking agents, show results consistent with the analysis of the entire cohort.
Conclusion: Both VL and DL have comparable first-attempt success rates and peri-intubation adverse events. VL is particularly beneficial when used by moderately or highly experienced intubator. The choice of intubation method, combined with clinical experience and technique plays a critical role in the success and safety of emergency intubations.
{"title":"Outcome of video laryngoscopy versus direct laryngoscopy for emergency tracheal intubation in emergency department: a propensity score matching analysis.","authors":"Triratana Kongsawaddee, Kumpol Kornthatchapong, Winchana Srivilaithon","doi":"10.1186/s12873-024-01136-1","DOIUrl":"10.1186/s12873-024-01136-1","url":null,"abstract":"<p><strong>Background: </strong>The high incidence of airway management failure in the emergency department (ED) necessitates a comparative analysis of laryngoscopy methods. This study aims to compare the success and complications associated with video-assisted laryngoscopy (VL) and direct laryngoscopy (DL) in emergency tracheal intubation in ED.</p><p><strong>Methods: </strong>This retrospective cohort study was conducted at the ED of Thammasat University Hospital. It involved adult patients undergoing emergency tracheal intubation using either VL (GlideScope<sup>®</sup>) or DL (Macintosh<sup>®</sup>). The outcomes assessed were success rates of intubation and occurrence of peri-intubation adverse events. Propensity score matching and multivariable risk regression analysis were employed for statistical evaluation.</p><p><strong>Results: </strong>The study included 3,424 patients, with 342 in the VL group and 3,082 in the DL group. The initial analysis revealed no significant differences in the intubation success rates between the two methods. However, the VL group experienced fewer peri-intubation adverse events (33% compared to 40%). After propensity score matching, a higher first-attempt success rate was observed in the DL group (88.9% vs. 81.3%, risk difference: 7.6, 95% CI: 1.9 to 13.2, p=0.009), but there was no statistically significant difference in peri-intubation adverse events. VL had a lower first-attempt success rate among low-experience intubators. Subgroup analyses of intubators with moderate and high experience, as well as patients who received both induction agents and neuromuscular blocking agents, show results consistent with the analysis of the entire cohort.</p><p><strong>Conclusion: </strong>Both VL and DL have comparable first-attempt success rates and peri-intubation adverse events. VL is particularly beneficial when used by moderately or highly experienced intubator. The choice of intubation method, combined with clinical experience and technique plays a critical role in the success and safety of emergency intubations.</p>","PeriodicalId":9002,"journal":{"name":"BMC Emergency Medicine","volume":"24 1","pages":"221"},"PeriodicalIF":2.3,"publicationDate":"2024-11-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11577915/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142680655","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-11-19DOI: 10.1186/s12873-024-01137-0
Taline Lazzarin, Raquel Simões Ballarin, Leonardo Zornoff, Suzana Erico Tanni, Sergio Alberto Rupp de Paiva, Paula Schmidt Azevedo, Marcos Ferreira Minicucci
Emergency medical services often serve as the initial point of contact for septic patients, offering crucial pre-hospital intervention opportunities. However, the efficacy of pre-hospital interventions remains uncertain. From this perspective, we'll talk about the available evidence of pre-hospital sepsis and septic shock treatment and the barriers to its implementation.
{"title":"Sepsis management in pre-hospital care - the earlier, the better?","authors":"Taline Lazzarin, Raquel Simões Ballarin, Leonardo Zornoff, Suzana Erico Tanni, Sergio Alberto Rupp de Paiva, Paula Schmidt Azevedo, Marcos Ferreira Minicucci","doi":"10.1186/s12873-024-01137-0","DOIUrl":"10.1186/s12873-024-01137-0","url":null,"abstract":"<p><p>Emergency medical services often serve as the initial point of contact for septic patients, offering crucial pre-hospital intervention opportunities. However, the efficacy of pre-hospital interventions remains uncertain. From this perspective, we'll talk about the available evidence of pre-hospital sepsis and septic shock treatment and the barriers to its implementation.</p>","PeriodicalId":9002,"journal":{"name":"BMC Emergency Medicine","volume":"24 1","pages":"220"},"PeriodicalIF":2.3,"publicationDate":"2024-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11575029/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142675083","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Correction: Prehospital neurological emergencies- a survey on the state of prehospital neurological assessment by emergency medical professionals.","authors":"Vesta Brauckmann, Dominica Hudasch, Pascal Gräff, Torben Riecke, Gökmen Aktas, Jorge Mayor, Christian Macke","doi":"10.1186/s12873-024-01138-z","DOIUrl":"10.1186/s12873-024-01138-z","url":null,"abstract":"","PeriodicalId":9002,"journal":{"name":"BMC Emergency Medicine","volume":"24 1","pages":"218"},"PeriodicalIF":2.3,"publicationDate":"2024-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11571501/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142667400","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-11-18DOI: 10.1186/s12873-024-01135-2
Bruno Matos Porto
Background: In Emergency Departments (EDs), triage is crucial for determining patient severity and prioritizing care, typically using the Manchester Triage Scale (MTS). Traditional triage systems, reliant on human judgment, are prone to under-triage and over-triage, resulting in variability, bias, and incorrect patient classification. Studies suggest that Machine Learning (ML) and Natural Language Processing (NLP) could enhance triage accuracy and consistency. This review analyzes studies on ML and/or NLP algorithms for ED patient triage.
Methods: Following Preferred Reporting Items for Systematic Review and Meta-Analysis (PRISMA) guidelines, we conducted a systematic review across five databases: Web of Science, PubMed, Scopus, IEEE Xplore, and ACM Digital Library, from their inception of each database to October 2023. The risk of bias was assessed using the Prediction model Risk of Bias Assessment Tool (PROBAST). Only articles employing at least one ML and/or NLP method for patient triage classification were included.
Results: Sixty studies covering 57 ML algorithms were included. Logistic Regression (LR) was the most used model, while eXtreme Gradient Boosting (XGBoost), decision tree-based algorithms with Gradient Boosting (GB), and Deep Neural Networks (DNNs) showed superior performance. Frequent predictive variables included demographics and vital signs, with oxygen saturation, chief complaints, systolic blood pressure, age, and mode of arrival being the most retained. The ML algorithms showed significant bias risk due to critical bias assessment in classification models.
Conclusion: NLP methods improved ML algorithms' classification capability using triage nursing and medical notes and structured clinical data compared to algorithms using only structured data. Feature engineering (FE) and class imbalance correction methods enhanced ML workflows' performance, but FE and eXplainable Artificial Intelligence (XAI) were underexplored in this field. Registration and funding. This systematic review has been registered (registration number: CRD42024604529) in the International Prospective Register of Systematic Reviews (PROSPERO) and can be accessed online at the following URL: https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=604529 . Funding for this work was provided by the National Council for Scientific and Technological Development (CNPq), Brazil.
背景:在急诊科(ED)中,分诊对于确定病人严重程度和护理优先次序至关重要,通常使用曼彻斯特分诊量表(MTS)。传统的分诊系统依赖于人的判断,容易出现分诊不足和分诊过度的情况,从而导致变异、偏差和错误的病人分类。研究表明,机器学习(ML)和自然语言处理(NLP)可以提高分诊的准确性和一致性。本综述分析了有关 ED 患者分流的 ML 和/或 NLP 算法的研究:根据系统性综述和荟萃分析首选报告项目(PRISMA)指南,我们在五个数据库中进行了系统性综述:科学网、PubMed、Scopus、IEEE Xplore 和 ACM 数字图书馆。偏倚风险使用预测模型偏倚风险评估工具(PROBAST)进行评估。只有采用至少一种 ML 和/或 NLP 方法进行患者分流分类的文章才被纳入:结果:共纳入 60 项研究,涵盖 57 种 ML 算法。逻辑回归(LR)是最常用的模型,而极梯度提升(XGBoost)、基于决策树的梯度提升算法(GB)和深度神经网络(DNN)则表现出更优越的性能。常见的预测变量包括人口统计学和生命体征,其中血氧饱和度、主诉、收缩压、年龄和到达方式保留率最高。由于分类模型中的关键偏差评估,ML 算法显示出明显的偏差风险:结论:与仅使用结构化数据的算法相比,使用分诊护理和医疗记录以及结构化临床数据的 NLP 方法提高了 ML 算法的分类能力。特征工程(FE)和类不平衡校正方法提高了 ML 工作流的性能,但 FE 和可扩展人工智能(XAI)在这一领域的探索还不够。注册与经费。本系统综述已在国际系统综述前瞻性注册中心(PROSPERO)注册(注册号:CRD42024604529),可通过以下网址在线访问:https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=604529 。本研究由巴西国家科技发展委员会(CNPq)资助。
{"title":"Improving triage performance in emergency departments using machine learning and natural language processing: a systematic review.","authors":"Bruno Matos Porto","doi":"10.1186/s12873-024-01135-2","DOIUrl":"10.1186/s12873-024-01135-2","url":null,"abstract":"<p><strong>Background: </strong>In Emergency Departments (EDs), triage is crucial for determining patient severity and prioritizing care, typically using the Manchester Triage Scale (MTS). Traditional triage systems, reliant on human judgment, are prone to under-triage and over-triage, resulting in variability, bias, and incorrect patient classification. Studies suggest that Machine Learning (ML) and Natural Language Processing (NLP) could enhance triage accuracy and consistency. This review analyzes studies on ML and/or NLP algorithms for ED patient triage.</p><p><strong>Methods: </strong>Following Preferred Reporting Items for Systematic Review and Meta-Analysis (PRISMA) guidelines, we conducted a systematic review across five databases: Web of Science, PubMed, Scopus, IEEE Xplore, and ACM Digital Library, from their inception of each database to October 2023. The risk of bias was assessed using the Prediction model Risk of Bias Assessment Tool (PROBAST). Only articles employing at least one ML and/or NLP method for patient triage classification were included.</p><p><strong>Results: </strong>Sixty studies covering 57 ML algorithms were included. Logistic Regression (LR) was the most used model, while eXtreme Gradient Boosting (XGBoost), decision tree-based algorithms with Gradient Boosting (GB), and Deep Neural Networks (DNNs) showed superior performance. Frequent predictive variables included demographics and vital signs, with oxygen saturation, chief complaints, systolic blood pressure, age, and mode of arrival being the most retained. The ML algorithms showed significant bias risk due to critical bias assessment in classification models.</p><p><strong>Conclusion: </strong>NLP methods improved ML algorithms' classification capability using triage nursing and medical notes and structured clinical data compared to algorithms using only structured data. Feature engineering (FE) and class imbalance correction methods enhanced ML workflows' performance, but FE and eXplainable Artificial Intelligence (XAI) were underexplored in this field. Registration and funding. This systematic review has been registered (registration number: CRD42024604529) in the International Prospective Register of Systematic Reviews (PROSPERO) and can be accessed online at the following URL: https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=604529 . Funding for this work was provided by the National Council for Scientific and Technological Development (CNPq), Brazil.</p>","PeriodicalId":9002,"journal":{"name":"BMC Emergency Medicine","volume":"24 1","pages":"219"},"PeriodicalIF":2.3,"publicationDate":"2024-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11575054/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142667403","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-11-17DOI: 10.1186/s12873-024-01133-4
Veronica Pavedahl, Åsa Muntlin, Ulrica Von Thiele Schwarz, Martina Summer Meranius, Inger K Holmström
Background: Persons who become life-threateningly ill or injured (due to for example trauma or cardiac arrest) are cared for in hospitals' designated emergency rooms at the emergency department (ED). In these rooms, the life-threatening condition and biomedical focus may reinforce a culture that value the medical-technical care. Meeting patients fundamental care needs (integrating physical, psychosocial and relational care needs) in a person-centred way might hence be challenging in emergency rooms. Little is known about how person-centred fundamental care is experienced and valued by vulnerable and exposed patients in emergency rooms. This study aims to describe fundamental care needs experienced by patients with a life-threating condition in the emergency room.
Methods: A descriptive deductive qualitative study with individual interviews were carried out with 15 patients who had been life-threateningly ill or injured and admitted in an emergency room, in Sweden. Data collection was conducted during 2022. Transcribed interviews were analyzed with deductive content analysis, based on the Fundamentals of Care framework.
Results: Despite being life-threateningly ill or injured, patients were still able to describe their unique needs-which were not only related to biomedical care. A relationship was established between healthcare professionals and the patient in the initial stage, but not maintained during their stay at the emergency room. Patients felt their physical needs were met to a greater extent than psychosocial and relational needs, despite their prioritizing the latter. Patients preferred personalized care but described care as task oriented. The physical environment limited patients from having their fundamental care needs met, and they adopted to a "patient role" to avoid adding to staff stress. The emergency room situation evoked existential thoughts.
Conclusions: This paper provides unique insights into patients' experiences of being cared for in an emergency room. From the patient perspective, physical care was not enough. Relationship, timely and personalized information, and existential needs were identified as essential fundamental care needs, which were not, or only partly met. The finding highlights the need to embed and prioritize fundamental care in practice also for patients who are life-threateningly ill or injured, which in turn calls for focus on organizational prerequisites to enable person-centred fundamental care.
{"title":"Fundamental care in the emergency room: insights from patients with life-threatening conditions in the emergency room.","authors":"Veronica Pavedahl, Åsa Muntlin, Ulrica Von Thiele Schwarz, Martina Summer Meranius, Inger K Holmström","doi":"10.1186/s12873-024-01133-4","DOIUrl":"10.1186/s12873-024-01133-4","url":null,"abstract":"<p><strong>Background: </strong>Persons who become life-threateningly ill or injured (due to for example trauma or cardiac arrest) are cared for in hospitals' designated emergency rooms at the emergency department (ED). In these rooms, the life-threatening condition and biomedical focus may reinforce a culture that value the medical-technical care. Meeting patients fundamental care needs (integrating physical, psychosocial and relational care needs) in a person-centred way might hence be challenging in emergency rooms. Little is known about how person-centred fundamental care is experienced and valued by vulnerable and exposed patients in emergency rooms. This study aims to describe fundamental care needs experienced by patients with a life-threating condition in the emergency room.</p><p><strong>Methods: </strong>A descriptive deductive qualitative study with individual interviews were carried out with 15 patients who had been life-threateningly ill or injured and admitted in an emergency room, in Sweden. Data collection was conducted during 2022. Transcribed interviews were analyzed with deductive content analysis, based on the Fundamentals of Care framework.</p><p><strong>Results: </strong>Despite being life-threateningly ill or injured, patients were still able to describe their unique needs-which were not only related to biomedical care. A relationship was established between healthcare professionals and the patient in the initial stage, but not maintained during their stay at the emergency room. Patients felt their physical needs were met to a greater extent than psychosocial and relational needs, despite their prioritizing the latter. Patients preferred personalized care but described care as task oriented. The physical environment limited patients from having their fundamental care needs met, and they adopted to a \"patient role\" to avoid adding to staff stress. The emergency room situation evoked existential thoughts.</p><p><strong>Conclusions: </strong>This paper provides unique insights into patients' experiences of being cared for in an emergency room. From the patient perspective, physical care was not enough. Relationship, timely and personalized information, and existential needs were identified as essential fundamental care needs, which were not, or only partly met. The finding highlights the need to embed and prioritize fundamental care in practice also for patients who are life-threateningly ill or injured, which in turn calls for focus on organizational prerequisites to enable person-centred fundamental care.</p>","PeriodicalId":9002,"journal":{"name":"BMC Emergency Medicine","volume":"24 1","pages":"217"},"PeriodicalIF":2.3,"publicationDate":"2024-11-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11571529/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142647001","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-11-17DOI: 10.1186/s12873-024-01132-5
Limei Ma, Chen Yang, Cen Chen, Yan Wu, Rong Tang, Xiaolong Cheng, Haifei Wu, Jianjun Zhu, Bing Ji
Background: Trauma represents a significant global health challenge.The development of an effective scoring tool capable of predicting mortality risk in trauma cases is essential. This study aimed to investigate the combined effects of quick sequential organ failure assessment (qSOFA) and hypothermia (H) along with prothrombin time (PT) in predicting the prognosis of patients with severe trauma.
Methods: A retrospective cohort study was conducted to analyze data from severe trauma patients in the Trauma Database of the Trauma Center at the Second Affiliated Hospital of Soochow University between January 2017 and December 2021. Patients were categorized into survival and non-survival groups based on clinical outcomes. Baseline and clinical data were compared between the groups, and prognostic factors were explored using logistic regression analysis. Receiver operating characteristic (ROC) curves generated by 10-fold cross-validation using the caret in R programming language were used to assess the predictive efficacy of Injury Severity Score (ISS) and qSOFA + H + PT score for trauma patient mortality.
Results: A total of 509 severe trauma patients (377 males and 132 females) were included, with a median age of 53 years (range: 42-65 years). The mortality rate was found to be 23.4%. Logistic regression analysis revealed that age, ISS, and qSOFA + H + PT were significant predictors of death in severe trauma patients, with odds ratios of 1.035 (95%CI:1.014-1.057), 1.052 (95%CI:1.017-1.090), and 6.124 (95%CI:3.107-12.072), respectively (P < 0.05). The predictive efficacy of ISS and qSOFA + H + PT for mortality prediction was 0.742 and 0.816, respectively.The predictive efficacy of qSOFA + H + PT for emergency blood transfusion and operation was 0.743 and 0.702.
Conclusion: qSOFA + H + PT are identified as significant predictors to the death of severe trauma patients. They could be utilized as early intervention indicators in emergency departments, facilitating clinical management strategies such as emergency blood transfusion, emergency operation, and prognosis prediction.
背景:开发一种能够预测创伤病例死亡风险的有效评分工具至关重要。本研究旨在调查快速器官功能衰竭序列评估(qSOFA)和低体温(H)以及凝血酶原时间(PT)在预测严重创伤患者预后方面的综合效果:一项回顾性队列研究分析了苏州大学附属第二医院创伤中心创伤数据库中2017年1月至2021年12月期间严重创伤患者的数据。根据临床结果将患者分为存活组和非存活组。比较两组患者的基线和临床数据,并使用逻辑回归分析探讨预后因素。使用 R 编程语言 caret 通过 10 倍交叉验证生成受体操作特征曲线(ROC),用于评估损伤严重程度评分(ISS)和 qSOFA + H + PT 评分对创伤患者死亡率的预测效果:共纳入 509 名严重创伤患者(377 名男性和 132 名女性),中位年龄为 53 岁(范围:42-65 岁)。死亡率为 23.4%。逻辑回归分析显示,年龄、ISS 和 qSOFA + H + PT 是严重创伤患者死亡的重要预测因素,其几率比分别为 1.035(95%CI:1.014-1.057)、1.052(95%CI:1.017-1.090)和 6.124(95%CI:3.107-12.072)(P 结论:qSOFA + H + PT 是严重创伤患者死亡的重要预测因素。它们可作为急诊科的早期干预指标,促进临床管理策略,如紧急输血、紧急手术和预后预测。
{"title":"Predictive value of qSOFA and hypothermia combined with PT for prognosis in patients with severe trauma: a single-center retrospective cohort study.","authors":"Limei Ma, Chen Yang, Cen Chen, Yan Wu, Rong Tang, Xiaolong Cheng, Haifei Wu, Jianjun Zhu, Bing Ji","doi":"10.1186/s12873-024-01132-5","DOIUrl":"10.1186/s12873-024-01132-5","url":null,"abstract":"<p><strong>Background: </strong>Trauma represents a significant global health challenge.The development of an effective scoring tool capable of predicting mortality risk in trauma cases is essential. This study aimed to investigate the combined effects of quick sequential organ failure assessment (qSOFA) and hypothermia (H) along with prothrombin time (PT) in predicting the prognosis of patients with severe trauma.</p><p><strong>Methods: </strong>A retrospective cohort study was conducted to analyze data from severe trauma patients in the Trauma Database of the Trauma Center at the Second Affiliated Hospital of Soochow University between January 2017 and December 2021. Patients were categorized into survival and non-survival groups based on clinical outcomes. Baseline and clinical data were compared between the groups, and prognostic factors were explored using logistic regression analysis. Receiver operating characteristic (ROC) curves generated by 10-fold cross-validation using the caret in R programming language were used to assess the predictive efficacy of Injury Severity Score (ISS) and qSOFA + H + PT score for trauma patient mortality.</p><p><strong>Results: </strong>A total of 509 severe trauma patients (377 males and 132 females) were included, with a median age of 53 years (range: 42-65 years). The mortality rate was found to be 23.4%. Logistic regression analysis revealed that age, ISS, and qSOFA + H + PT were significant predictors of death in severe trauma patients, with odds ratios of 1.035 (95%CI:1.014-1.057), 1.052 (95%CI:1.017-1.090), and 6.124 (95%CI:3.107-12.072), respectively (P < 0.05). The predictive efficacy of ISS and qSOFA + H + PT for mortality prediction was 0.742 and 0.816, respectively.The predictive efficacy of qSOFA + H + PT for emergency blood transfusion and operation was 0.743 and 0.702.</p><p><strong>Conclusion: </strong>qSOFA + H + PT are identified as significant predictors to the death of severe trauma patients. They could be utilized as early intervention indicators in emergency departments, facilitating clinical management strategies such as emergency blood transfusion, emergency operation, and prognosis prediction.</p>","PeriodicalId":9002,"journal":{"name":"BMC Emergency Medicine","volume":"24 1","pages":"216"},"PeriodicalIF":2.3,"publicationDate":"2024-11-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11572052/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142647002","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}