Canadian Journal of Emergency Medicine最新文献

{"title":"Machine learning to identify attributes that predict patients who leave without being seen in a pediatric emergency department.","authors":"Julia Sarty,&nbsp;Eleanor A Fitzpatrick,&nbsp;Majid Taghavi,&nbsp;Peter T VanBerkel,&nbsp;Katrina F Hurley","doi":"10.1007/s43678-023-00545-8","DOIUrl":"https://doi.org/10.1007/s43678-023-00545-8","url":null,"abstract":"<p><strong>Purpose: </strong>To characterize patients who left without being seen (LWBS) from a Canadian pediatric Emergency Department (ED) and create predictive models using machine learning to identify key attributes associated with LWBS.</p><p><strong>Methods: </strong>We analyzed administrative ED data from April 1, 2017, to March 31, 2020, from IWK Health ED in Halifax, NS. Variables included: visit disposition; Canadian Triage Acuity Scale (CTAS); triage month, week, day, hour, minute, and day of the week; sex; age; postal code; access to primary care provider; visit payor; referral source; arrival by ambulance; main problem (ICD10); length of stay in minutes; driving distance in minutes; and ED patient load. The data were randomly divided into training (80%) and test datasets (20%). Five supervised machine learning binary classification algorithms were implemented to train models to predict LWBS patients. We balanced the dataset using Synthetic Minority Oversampling Technique (SMOTE) and used grid search for hyperparameter tuning of our models. Model evaluation was made using sensitivity and recall on the test dataset.</p><p><strong>Results: </strong>The dataset included 101,266 ED visits where 2009 (2%) records were excluded and 5800 LWBS (5.7%). The highest-performing machine learning model with 16 patient attributes was XGBoost which was able to identify LWBS patients with 95% recall and 87% sensitivity. The most influential attributes in this model were ED patient load, triage hour, driving minutes from home address to ED, length of stay (minutes since triage), and age.</p><p><strong>Conclusion: </strong>Our analysis showed that machine learning models can be used on administrative data to predict patients who LWBS in a Canadian pediatric ED. From 16 variables, we identified the five most influential model attributes. System-level interventions to improve patient flow have shown promise for reducing LWBS in some centres. Predicting patients likely to LWBS raises the possibility of individual patient-level interventions to mitigate LWBS.</p>","PeriodicalId":55286,"journal":{"name":"Canadian Journal of Emergency Medicine","volume":"25 8","pages":"689-694"},"PeriodicalIF":2.4,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9987313","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Hydrocortisone in severe community-acquired pneumonia.","authors":"Kevin Guo,&nbsp;Krishan Yadav,&nbsp;Hans Rosenberg","doi":"10.1007/s43678-023-00548-5","DOIUrl":"https://doi.org/10.1007/s43678-023-00548-5","url":null,"abstract":"","PeriodicalId":55286,"journal":{"name":"Canadian Journal of Emergency Medicine","volume":"25 8","pages":"656-658"},"PeriodicalIF":2.4,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10357450","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Just the facts: indications and technique for emergency tracheotomy.","authors":"Audrey Marcotte,&nbsp;Marco A Mascarella,&nbsp;L H Nguyen,&nbsp;Joe Nemeth","doi":"10.1007/s43678-023-00538-7","DOIUrl":"https://doi.org/10.1007/s43678-023-00538-7","url":null,"abstract":"","PeriodicalId":55286,"journal":{"name":"Canadian Journal of Emergency Medicine","volume":"25 8","pages":"653-655"},"PeriodicalIF":2.4,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10377012","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Global Research Highlights.","authors":"","doi":"10.1007/s43678-023-00561-8","DOIUrl":"https://doi.org/10.1007/s43678-023-00561-8","url":null,"abstract":"","PeriodicalId":55286,"journal":{"name":"Canadian Journal of Emergency Medicine","volume":"25 8","pages":"705-709"},"PeriodicalIF":2.4,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9988981","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Cold-related injuries among patients experiencing homelessness in Toronto: a descriptive analysis of emergency department visits.","authors":"Lucie Richard,&nbsp;Haley Golding,&nbsp;Refik Saskin,&nbsp;Jesse I R Jenkinson,&nbsp;Katherine Francombe Pridham,&nbsp;Evie Gogosis,&nbsp;Carolyn Snider,&nbsp;Stephen W Hwang","doi":"10.1007/s43678-023-00546-7","DOIUrl":"https://doi.org/10.1007/s43678-023-00546-7","url":null,"abstract":"<p><strong>Purpose: </strong>Homelessness increases the risk of cold-related injuries. We examined emergency department visits for cold-related injuries in Toronto over a 4-year period, comparing visits for patients identified as homeless to visits for patients not identified as homeless.</p><p><strong>Methods: </strong>This descriptive analysis of visits to emergency departments in Toronto between July 2018 and June 2022 used linked health administrative data. We measured emergency department visits with cold-related injury diagnoses among patients experiencing homelessness and those not identified as homeless. Rates were expressed as a number of visits for cold-related injury per 100,000 visits overall. Rate ratios were used to compare rates between homeless vs. not homeless groups.</p><p><strong>Results: </strong>We identified 333 visits for cold-related injuries among patients experiencing homelessness and 1126 visits among non-homeless patients. In each of the 4 years of observation, rate ratios ranged between 13.6 and 17.6 for cold-related injuries overall, 13.7 and 17.8 for hypothermia, and 10.3 and 18.3 for frostbite. Rates per 100,000 visits in the fourth year (July 2021 to June 2022) were significantly higher than in the pre-pandemic period. Male patients had higher rates, regardless of homelessness status; female patients experiencing homelessness had higher rate ratios than male patients experiencing homelessness.</p><p><strong>Conclusion: </strong>Patients experiencing homelessness visiting the emergency department are much more likely to be seen for cold-related injuries than non-homeless patients. Additional efforts are needed to prevent cold-related exposure and consequent injury among people experiencing homelessness.</p>","PeriodicalId":55286,"journal":{"name":"Canadian Journal of Emergency Medicine","volume":"25 8","pages":"695-703"},"PeriodicalIF":2.4,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9986340","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Are we talking about practice? A randomized study comparing simulation-based deliberate practice and mastery learning to self-guided practice.","authors":"Andrew Petrosoniak,&nbsp;Jonathan Sherbino,&nbsp;Thomas Beardsley,&nbsp;James Bonz,&nbsp;Sara Gray,&nbsp;Andrew K Hall,&nbsp;Christopher Hicks,&nbsp;Julie Kim,&nbsp;George Mastoras,&nbsp;Melissa McGowan,&nbsp;Julian Owen,&nbsp;Ambrose H Wong,&nbsp;Sandra Monteiro","doi":"10.1007/s43678-023-00531-0","DOIUrl":"https://doi.org/10.1007/s43678-023-00531-0","url":null,"abstract":"<p><strong>Objectives: </strong>Simulation-based technical skills training is now ubiquitous in medicine, particularly for high acuity, low occurrence (HALO) procedures. Mastery learning and deliberate practice (ML + DP) are potentially valuable educational methods, however, they are resource intensive. We sought to compare the effect of deliberate practice and mastery learning versus self-guided practice on skill performance of the rare, life-saving procedure, a bougie-assisted cricothyroidotomy (BAC).</p><p><strong>Methods: </strong>We conducted a multi-center, randomized study at five North American emergency medicine (EM) residency programs. We randomly assigned 176 EM residents to either the ML + DP or self-guided practice groups. Three blinded airway experts independently evaluated BAC skill performance by video review before (pre-test), after (post-test) and 6-12 months (retention) after the training session. The primary outcome was post-test skill performance using a global rating score (GRS). Secondary outcomes included performance time and skill performance at the retention test.</p><p><strong>Results: </strong>Immediately following training, GRS scores were significantly higher as mean performance improved from pre-test, (22, 95% CI = 21-23) to post-test (27, 95% CI = 26-28), (p < 0.001) for all participants. However, there was no difference between the groups on GRS scores (p = 0.2) at the post-test or at the retention test (p = 0.2). At the retention test, participants in the ML + DP group had faster performance times (66 s, 95% CI = 57-74) compared to the self-guided group (77 s, 95% CI = 67-86), (p < 0.01).</p><p><strong>Conclusions: </strong>There was no significant difference in skill performance between groups. Residents who received deliberate practice and mastery learning demonstrated an improvement in skill performance time.</p>","PeriodicalId":55286,"journal":{"name":"Canadian Journal of Emergency Medicine","volume":"25 8","pages":"667-675"},"PeriodicalIF":2.4,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9995151","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Marine envenomation by a Pacific red octopus in Vancouver, British Columbia.","authors":"Matthew B Douglas-Vail,&nbsp;William N Morley,&nbsp;Jan Hajek","doi":"10.1007/s43678-023-00523-0","DOIUrl":"https://doi.org/10.1007/s43678-023-00523-0","url":null,"abstract":"","PeriodicalId":55286,"journal":{"name":"Canadian Journal of Emergency Medicine","volume":"25 7","pages":"638-640"},"PeriodicalIF":2.4,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10366992","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Health care impact of implementing a clinical pathway for acute care of pediatric concussion: a stepped wedge, cluster randomised trial.","authors":"Keith Owen Yeates,&nbsp;Karen M Barlow,&nbsp;Bruce Wright,&nbsp;Ken Tang,&nbsp;Olesya Barrett,&nbsp;Edward Berdusco,&nbsp;Amanda M Black,&nbsp;Brenda Clark,&nbsp;Alf Conradi,&nbsp;Heather Godfrey,&nbsp;Ashley T Kolstad,&nbsp;Anh Ly,&nbsp;Angelo Mikrogianakis,&nbsp;Ross Purser,&nbsp;Kathryn Schneider,&nbsp;Antonia S Stang,&nbsp;Roger Zemek,&nbsp;Jennifer D Zwicker,&nbsp;David W Johnson","doi":"10.1007/s43678-023-00530-1","DOIUrl":"https://doi.org/10.1007/s43678-023-00530-1","url":null,"abstract":"<p><strong>Objectives: </strong>To test the effects of actively implementing a clinical pathway for acute care of pediatric concussion on health care utilization and costs.</p><p><strong>Methods: </strong>Stepped wedge, cluster randomized trial of a clinical pathway, conducted in 5 emergency departments (ED) in Alberta, Canada from February 1 to November 30, 2019. The clinical pathway emphasized standardized assessment of risk for persistent symptoms, provision of consistent information to patients and families, and referral for outpatient follow-up. De-identified administrative data measured 6 outcomes: ED return visits; outpatient follow-up visits; length of ED stay, including total time, time from triage to physician initial assessment, and time from physician initial assessment to disposition; and total physician claims in an episode of care.</p><p><strong>Results: </strong>A total of 2878 unique patients (1164 female, 1713 male) aged 5-17 years (median 11.00, IQR 8, 14) met case criteria. They completed 3009 visits to the 5 sites and 781 follow-up visits to outpatient care, constituting 2910 episodes of care. Implementation did not alter the likelihood of an ED return visit (OR 0.77, 95% CI 0.39, 1.52), but increased the likelihood of outpatient follow-up visits (OR 1.84, 95% CI 1.19, 2.85). Total length of ED stay was unchanged, but time from physician initial assessment to disposition decreased significantly (mean change - 23.76 min, 95% CI - 37.99, - 9.52). Total physician claims increased significantly at only 1 of 5 sites.</p><p><strong>Conclusions: </strong>Implementation of a clinical pathway in the ED increased outpatient follow-up and reduced the time from physician initial assessment to disposition, without increasing physician costs. Implementation of a clinical pathway can align acute care of pediatric concussion more closely with existing clinical practice guidelines while making care more efficient.</p><p><strong>Trial registration: </strong>ClinicalTrials.gov NCT05095012.</p>","PeriodicalId":55286,"journal":{"name":"Canadian Journal of Emergency Medicine","volume":"25 7","pages":"627-636"},"PeriodicalIF":2.4,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10333406/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9995910","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Call to action: equity, diversity, and inclusion in emergency medicine resident physician selection.","authors":"Robert Primavesi,&nbsp;Catherine Patocka,&nbsp;Adam Burcheri,&nbsp;Alexandre Coutin,&nbsp;Alexandre Morizio,&nbsp;Amir Ali,&nbsp;Anjali Pandya,&nbsp;Austin Gagné,&nbsp;Bobby Johnston,&nbsp;Brent Thoma,&nbsp;Constance LeBlanc,&nbsp;Frédéric Fovet,&nbsp;John Gallinger,&nbsp;Juan Mohadeb,&nbsp;Mirna Ragheb,&nbsp;Sandy Dong,&nbsp;Sheila Smith,&nbsp;Taofiq Oyedokun,&nbsp;Tate Newmarch,&nbsp;Vanessa Knight,&nbsp;Tamara McColl","doi":"10.1007/s43678-023-00528-9","DOIUrl":"https://doi.org/10.1007/s43678-023-00528-9","url":null,"abstract":"<p><strong>Objectives: </strong>This call to action seeks to improve emergency care in Canada for equity-deserving communities, enabled by equitable representation among emergency physicians nationally. Specifically, this work describes current resident selection processes and makes recommendations to enhance the equity, diversity, and inclusion (EDI) of resident physician selection in Canadian emergency medicine (EM) residency programs.</p><p><strong>Methods: </strong>A diverse panel of EM residency program directors, attending and resident physicians, medical students, and community representatives met monthly from September 2021 to May 2022 via videoconference to coordinate a scoping literature review, two surveys, and structured interviews. This work informed the development of recommendations for incorporating EDI into Canadian EM resident physician selection. At the 2022 Canadian Association of Emergency Physicians (CAEP) Academic Symposium, these recommendations were presented to symposium attendees composed of national EM community leaders, members, and learners. Attendees were divided into small working groups to discuss the recommendations and address three conversation-facilitating questions.</p><p><strong>Results: </strong>Symposium feedback informed a final set of eight recommendations to promote EDI practices during the resident selection process that address recruitment, retention, mitigating inequities and biases, and education. Each recommendation is accompanied by specific, actionable sub-items to guide programs toward a more equitable selection process. The small working groups also described perceived barriers to the implementation of these recommendations and outlined strategies for success that are incorporated into the recommendations.</p><p><strong>Conclusion: </strong>We call on Canadian EM training programs to implement these eight recommendations to strengthen EDI practices in EM resident physician selection and, in doing so, help to improve the care that patients from equity-deserving groups receive in Canada's emergency departments (EDs).</p>","PeriodicalId":55286,"journal":{"name":"Canadian Journal of Emergency Medicine","volume":"25 7","pages":"550-557"},"PeriodicalIF":2.4,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9995914","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Buprenorphine/naloxone initiation and referral as a quality improvement intervention for patients who live with opioid use disorder: quantitative evaluation of provincial spread to 107 rural and urban Alberta emergency departments.","authors":"Kayla D Stone, Ken Scott, Brian R Holroyd, Eddy Lang, Karen Yee, Niloofar Taghizadeh, Janjeevan Deol, Kathryn Dong, Josh Fanaeian, Monty Ghosh, Keysha Low, Marshall Ross, Robert Tanguay, Peter Faris, Nathaniel Day, Patrick McLane","doi":"10.1007/s43678-023-00520-3","DOIUrl":"10.1007/s43678-023-00520-3","url":null,"abstract":"<p><strong>Objectives: </strong>Opioid use disorder is a major public health concern that accounts for a high number of potential years of life lost. Buprenorphine/naloxone is a recommended treatment for opioid use disorder that can be started in the emergency department (ED). We developed an ED-based program to initiate buprenorphine/naloxone for eligible patients who live with opioid use disorder, and to provide unscheduled, next-day follow-up referrals to an opioid use disorder treatment clinic (in person or virtual) for continuing patient care throughout Alberta.</p><p><strong>Methods: </strong>In this quality improvement initiative, we supported local ED teams to offer buprenorphine/naloxone to eligible patients presenting to the ED with suspected opioid use disorder and refer these patients for follow-up care. Process, outcome, and balancing measures were evaluated over the first 2 years of the initiative (May 15, 2018-May 15, 2020).</p><p><strong>Results: </strong>The program was implemented at 107 sites across Alberta during our evaluation period. Buprenorphine/naloxone initiations in the ED increased post-intervention at most sites with baseline data available (11 of 13), and most patients (67%) continued to fill an opioid agonist prescription at 180 days post-ED visit. Of the 572 referrals recorded at clinics, 271 (47%) attended their first follow-up visit. Safety events were reported in ten initiations and were all categorized as no harm to minimal harm.</p><p><strong>Conclusions: </strong>A standardized provincial approach to initiating buprenorphine/naloxone in the ED for patients living with opioid use disorder was spread to 107 sites with dedicated program support staff and adjustment to local contexts. Similar quality improvement approaches may benefit other jurisdictions.</p>","PeriodicalId":55286,"journal":{"name":"Canadian Journal of Emergency Medicine","volume":"25 7","pages":"598-607"},"PeriodicalIF":2.0,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10225037/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10048911","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}