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- Al-Dury, Nooraldeen, 1986, et al.
(författare)
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Identifying the relative importance of predictors of survival in out of hospital cardiac arrest : a machine learning study
- 2020
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Ingår i: Scandinavian Journal of Trauma, Resuscitation and Emergency Medicine. - : BioMed Central. - 1757-7241. ; 28:1, s. 1-8
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Tidskriftsartikel (refereegranskat)abstract
- Introduction: Studies examining the factors linked to survival after out of hospital cardiac arrest (OHCA) have either aimed to describe the characteristics and outcomes of OHCA in different parts of the world, or focused on certain factors and whether they were associated with survival. Unfortunately, this approach does not measure how strong each factor is in predicting survival after OHCA. Aim: To investigate the relative importance of 16 well-recognized factors in OHCA at the time point of ambulance arrival, and before any interventions or medications were given, by using a machine learning approach that implies building models directly from the data, and arranging those factors in order of importance in predicting survival. Methods: Using a data-driven approach with a machine learning algorithm, we studied the relative importance of 16 factors assessed during the pre-hospital phase of OHCA We examined 45,000 cases of OHCA between 2008 and 2016. Results: Overall, the top five factors to predict survival in order of importance were: initial rhythm, age, early Cardiopulmonary Resuscitation (CPR, time to CPR and CPR before arrival of EMS), time from EMS dispatch until EMS arrival, and place of cardiac arrest The largest difference in importance was noted between initial rhythm and the remaining predictors. A number of factors, including time of arrest and sex were of little importance. Conclusion: Using machine learning, we confirm that the most important predictor of survival in OHCA is initial rhythm, followed by age, time to start of CPR, EMS response time and place of OHCA. Several factors traditionally viewed as important e.g. sex, were of little importance.
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| 2. |
- Silverplats, Jennie, et al.
(författare)
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Theoretical knowledge and self-assessed ability to perform cardiopulmonary resuscitation : a survey among 3044 healthcare professionals in Sweden
- 2020
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Ingår i: European journal of emergency medicine. - : LIPPINCOTT WILLIAMS & WILKINS. - 0969-9546 .- 1473-5695. ; 27:5, s. 368-372
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Tidskriftsartikel (refereegranskat)abstract
- Objective Theoretical knowledge and ability to perform cardiopulmonary resuscitation (CPR) are unknown with regard to provided training. The aim of this study was to evaluate in-hospital healthcare professionals’ (HCPs) theoretical knowledge of CPR and their self-assessed ability to perform CPR and also to assess possible affecting factors. Method A questionnaire was sent to n = 5323 HCPs containing a nine-question knowledge test and a Likert scale measuring self-assessed ability. A factor score of self-assessed ability and a ratio scale of correct answers were dependent variables in multiple linear regression. Results Only 41% of the responding HCPs passed the knowledge test with seven or more correct answers. Nurses had the highest pass rate (50%) and the highest attendance rate at CPR training (56%). The ability to perform defibrillation was strongly agreed by 43% and the ability of leadership by only 7%. Working on a monitored ward, CPR training 0–6 months ago and being a nurse or physician were factors associated with more correct answers and higher ratings of abilities. Conclusion The overall theoretical knowledge was poor and ratings of self-assessed abilities to perform CPR were low. Working on a monitored ward, recently attended CPR training and being a nurse or physician were factors associated with higher theoretical knowledge and higher ratings of self-assessed ability to perform CPR. These findings imply prioritisation of CPR training.
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| 3. |
- Simonsson, Moa, et al.
(författare)
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Temporal trends in bleeding events in acute myocardial infarction : insights from the SWEDEHEART registry
- 2020
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Ingår i: European Heart Journal. - : Oxford University Press. - 0195-668X .- 1522-9645. ; 41:7, s. 833-843
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Tidskriftsartikel (refereegranskat)abstract
- AIMS: To describe the time trends of in-hospital and out-of-hospital bleeding parallel to the development of new treatments and ischaemic outcomes over the last 20 years in a nationwide myocardial infarction (MI) population.METHODS AND RESULTS: Patients with acute MI (n = 371 431) enrolled in the SWEDEHEART registry from 1995 until May 2018 were selected and evaluated for in-hospital bleeding and out-of-hospital bleeding events at 1 year. In-hospital bleeding increased from 0.5% to a peak at 2% 2005/2006 and thereafter slightly decreased to a new plateau around 1.3% by the end of the study period. Out-of-hospital bleeding increased in a stepwise fashion from 2.5% to 3.5 % in the middle of the study period and to 4.8% at the end of the study period. The increase in both in-hospital and out-of-hospital bleeding was parallel to increasing use of invasive strategy and adjunctive antithrombotic treatment, dual antiplatelet therapy (DAPT), and potent DAPT, while the decrease in in-hospital bleeding from 2007 to 2010 was parallel to implementation of bleeding avoidance strategies. In-hospital re-infarction decreased from 2.8% to 0.6% and out-of-hospital MI decreased from 12.6% to 7.1%. The composite out-of-hospital MI, cardiovascular death, and stroke decreased in a similar fashion from 18.4% to 9.1%.CONCLUSION: During the last 20 years, the introduction of invasive and more intense antithrombotic treatment has been associated with an increase in bleeding events but concomitant there has been a substantial greater reduction of ischaemic events including improved survival.
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| 4. |
- Szummer, Karolina, et al.
(författare)
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Comparison Between Ticagrelor and Clopidogrel in Elderly Patients With an Acute Coronary Syndrome : Insights From the SWEDEHEART Registry
- 2020
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Ingår i: Circulation. - : Lippincott Williams & Wilkins. - 1524-4539 .- 0009-7322. ; 142:18, s. 1700-1708
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Tidskriftsartikel (refereegranskat)abstract
- BACKGROUND: The comparative efficacy and safety of ticagrelor versus clopidogrel in older patients with myocardial infarction (MI) has received limited study. METHODS: We performed an observational analysis of all patients ≥80 years (n=14 005) who were discharged alive with aspirin combined with either clopidogrel (60.2%) or ticagrelor (39.8%) after a MI between 2010 and 2017 registered in the national registry SWEDEHEART (Swedish Web-System for Enhancement and Development of Evidence-Based Care in Heart Disease Evaluated According to Recommended Therapies). Inverse probability treatment weighting was used in Cox regression models to adjust for differences in demographics, in-hospital therapies, and medications. The primary ischemic outcome (death, MI, or stroke), and bleeding were obtained from national registries at 1 year. A sensitivity analysis in <80-year-old patients was performed. RESULTS: In patients ≥80 years, the incidence of the primary ischemic outcome (hazard ratio [HR], 0.97 [95% CI, 0.88-1.06]) was similar for ticagrelor- and clopidogrel-treated patients. Ticagrelor was associated with a 17% and 48% higher risk of death (HR, 1.17 [95% CI, 1.03-1.32]) and bleeding (HR, 1.48 [95% CI, 1.25-1.76]), but a lower risk of MI (HR, 0.80 [95% CI, 0.70-0.92]) and stroke (HR, 0.72 [95% CI, 0.56-0.93]). In <80-year-old patients, the incidence of the primary ischemic outcome was 17% (HR, 0.83 [95% CI, 0.77-0.89]) lower with ticagrelor. Ticagrelor was associated with 15% (HR, 0.85 [95% CI, 0.76-0.96]) lower risk of death, 32% higher risk of bleeding (HR, 1.32 [95% CI, 1.18-1.47]), but lower risk of MI (HR, 0.82 [95% CI, 0.75-0.91]) and stroke (HR, 0.82 [95% CI, 0.69-0.98]). CONCLUSIONS: Ticagrelor use among elderly patients with MI was associated with higher risk of bleeding and death compared with clopidogrel. A randomized study of ticagrelor versus clopidogrel in the elderly is needed.
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