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Association of physician financial incentives with primary care enrolment of adults with serious mental illnesses in Ontario: a retrospective observational population-based study. 安大略省严重精神疾病成人初级保健登记与医生财务激励的关系:一项基于人群的回顾性观察性研究。
Pub Date : 2023-01-01 DOI: 10.9778/cmajo.20210190
Imaan Bayoumi, Marlo Whitehead, Wenbin Li, Paul Kurdyak, Richard H Glazier

Background: Financial incentives may improve primary care access for adults with schizophrenia or bipolar disorder (serious mental illness [SMI]). We studied the association between receipt of the SMI financial premium paid to primary care physicians and rostering of adults with SMI in different patient enrolment models (PEMs), including enhanced fee-for-service and capitation-based models with and without interdisciplinary team-based care.

Methods: We conducted a retrospective cohort study involving Ontario adults (≥18 yr) with SMI in PEM practices, in fiscal years 2016/17 and 2017/18. Using negative binomial models, we examined relations between rostering and the primary care model and the contribution of the incentive. Similar models were developed for adults with type 1 or 2 diabetes mellitus and the general population.

Results: Among 9730 physicians in PEM practices, 4866 (50.0%) received a premium and 448 319 (88.4%) people with SMI in PEMs were rostered. Compared with enhanced fee for service, the likelihood of rostering people with SMI was 3.0% higher for patients in capitation with team-based care (adjusted relative risk [RR] 1.03, 95% confidence interval [CI] 1.02-1.04), with similar results for capitation without team-based care (adjusted RR 1.00 95% CI 0.99-1.01). Rostering for people with diabetes was similar in team-based care (adjusted RR 1.02, 95% CI 1.02-1.03) but higher in capitation without team-based care (adjusted RR 1.03, 95% CI 1.02-1.03) and slightly higher for the Ontario population (team-based care 1.04, 95% CI 1.04-1.05, capitation without team-based care 1.03, 95% CI 1.03-1.04).

Interpretation: Rostering of people with SMI was lower than for the general population. Additional policy measures are needed to address persisting inequities and to promote rostering of this underserved population with complex needs.

背景:经济激励可以改善成人精神分裂症或双相情感障碍(严重精神疾病[SMI])的初级保健可及性。我们研究了向初级保健医生支付的SMI财务保费与在不同患者登记模式(PEMs)中登记的SMI成人患者之间的关系,包括增强的服务收费和基于资本的模式,有无跨学科团队护理。方法:我们在2016/17和2017/18财政年度进行了一项回顾性队列研究,涉及安大略省成人(≥18岁)在PEM实践中患有SMI。使用负二项模型,我们检验了值勤和初级保健模式之间的关系以及激励的贡献。对1型或2型糖尿病成人和一般人群也建立了类似的模型。结果:在9730名PEM执业医师中,4866名(50.0%)获得了保费,448319名(88.4%)PEM的SMI患者被登记在册。与提高服务费用相比,采用团队为基础的治疗方案的患者出现重度精神障碍的可能性高出3.0%(调整相对风险[RR] 1.03, 95%可信区间[CI] 1.02-1.04),而采用不采用团队为基础的治疗方案的患者出现类似结果(调整RR 1.00, 95% CI 0.99-1.01)。在以团队为基础的护理中,糖尿病患者的名单相似(调整后的RR为1.02,95% CI为1.02-1.03),但在没有团队为基础的护理中,人数较多(调整后的RR为1.03,95% CI为1.02-1.03),而在安大略省人口中,人数较多(团队为基础的护理为1.04,95% CI为1.04-1.05,人数较多,95% CI为1.03-1.04)。解释:重度精神障碍患者的登记人数低于一般人群。需要采取更多的政策措施来解决持续存在的不平等现象,并促进对这些需求复杂、服务不足的人口进行登记。
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引用次数: 2
Association between physician continuity of care and patient outcomes in clinical teaching units: a cohort analysis. 临床教学单位医师护理连续性与患者预后之间的关系:一项队列分析。
Pub Date : 2023-01-01 DOI: 10.9778/cmajo.20220149
Anshula Ambasta, Irene W Y Ma, Onyebuchi Omodon, Tyler Williamson

Background: Hospital-based clinical teaching units (CTUs) are supervised by rotating attending physicians. Physician hand-offs in other contexts have been associated with worse patient outcomes, presumably through communication gaps. We aimed to determine the association between attending physician hand-offs on CTUs and patient outcomes including escalation of care, readmission and mortality.

Methods: We conducted a retrospective, multicentre cohort study using data from 3 tertiary care hospitals in Calgary between Jan. 1, 2015, and Dec. 31, 2017. We included hospital admissions in the top 10 case-mix groups. Our exposure variable was the number of attending physicians seen by a patient. Outcome measures were admission to intensive care unit (ICU); inpatient 7- and 30-day mortality; and 7- and 30-day readmission rate. We used multivariable regression statistical models adjusted for patient age, sex, length of stay, Charlson Comorbidity Index, case-mix groups, senior resident presence, team handovers and team transfers.

Results: Our cohort included 4324 unique patients. There were no significant differences in the incidence rate ratios (IRRs) of admission to ICU, inpatient 7- and 30-day mortality, and 7- and 30-day readmission rates among 1 or 2 physicians. However, we noted a significant increase in 30-day readmission rate (IRR 1.37, 95% confidence interval 1.05-1.78) in patients who had 3 or more attending physicians compared with those who had 1 attending physician.

Interpretation: We found that 2 or more physician hand-offs on CTUs had a modestly greater association with patient readmission at 30 days. More research is needed to explore this finding and to evaluate associated patient and resource outcomes with physician hand-offs.

背景:以医院为基础的临床教学单位(ctu)由轮转主治医生监督。在其他情况下,医生的交接可能与更糟糕的患者预后有关,可能是由于沟通不足。我们的目的是确定主治医生移交ctu与患者结局(包括护理升级、再入院和死亡率)之间的关系。方法:我们对2015年1月1日至2017年12月31日期间卡尔加里3家三级医院的数据进行了一项回顾性多中心队列研究。我们将住院人数纳入前10个病例组合组。我们的暴露变量是病人看过的主治医生的数量。结局指标为入住重症监护病房(ICU);住院病人7天和30天死亡率;以及7天和30天的再入院率。我们使用多变量回归统计模型,调整了患者年龄、性别、住院时间、Charlson合并症指数、病例混合组、老年住院医师的存在、团队交接和团队转移。结果:我们的队列包括4324例独特的患者。1名或2名医生的ICU入院发生率比(IRRs)、住院7天和30天死亡率、7天和30天再入院率无显著差异。然而,我们注意到,与仅有1名主治医生的患者相比,有3名或更多主治医生的患者30天再入院率显著增加(IRR 1.37, 95%可信区间1.05-1.78)。解释:我们发现2个或更多的医生在ctu上的交接与30天的患者再入院有更大的相关性。需要更多的研究来探索这一发现,并评估与医生交接相关的患者和资源结果。
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引用次数: 1
A population-based study of the direct longitudinal health care costs of upper extremity trauma in patients aged 18-65 years. 一项基于人群的18-65岁患者上肢创伤直接纵向医疗保健费用研究。
Pub Date : 2023-01-01 DOI: 10.9778/cmajo.20210118
Heather L Baltzer, Gillian Hawker, Priscila Pequeno, J Charles Victor, Murray Krahn

Background: Upper extremity (UE) trauma represents a common reason for emergency department visits, but the longitudinal economic burden of this public health issue is unknown. This study assessed the 3-year attributable health care use and expenditure after UE trauma requiring acute surgical intervention, with specific focus on injuries that affect function of the hand and wrist.

Methods: We conducted an incidence-based, propensity score-matched cohort study (2006-2014) in Ontario, Canada, using linked administrative health care data to identify case patients and matched control patients. We matched adults with hand, wrist and UE nerve trauma requiring surgery 1:4 to control patients. We compared total direct health care costs, including 1-year pre-index costs, between case and control patients using a differences-in-difference methodology. The primary outcome was attributable health care costs within 3 years of injury.

Results: We matched patients with trauma (n = 26 123) to noninjured patients (n = 104 353). Mean direct health care costs attributable to UE trauma were $9210 (95% confidence interval [CI] 8880 to 9550) within 3 years. Patients with trauma had significantly more emergency department visits (≥ 3 visits: 25% v. 12%; p < 0.001), mental health visits (34% v. 28%; p < 0.05) and secondary surgeries (25% v. 5%; p < 0.001). Specific patient populations had significantly greater attributable costs: patients requiring post-traumatic mental health visits ($11 360 v. $7090; p < 0.001), inpatient surgery ($14 060 v. $5940, p < 0.001) and complex injuries ($13 790 v. $7930; p < 0.001).

Interpretation: Health care expenditure increased more than fivefold in the year after UE trauma surgery and remained greater than the matched cohort for the subsequent 2 years. Those with more serious injuries and post-injury visits for mental health were associated with higher costs, requiring further study for this public health issue. The mean 1-year pre-injury and 1-year post-injury total costs were $1710 and $9350, respectively.

背景:上肢(UE)创伤是急诊就诊的常见原因,但这一公共卫生问题的纵向经济负担尚不清楚。本研究评估了UE创伤后需要急性手术干预的3年可归因医疗保健使用和支出,特别关注影响手和手腕功能的损伤。方法:我们在加拿大安大略省进行了一项基于发病率、倾向评分匹配的队列研究(2006-2014),使用相关的行政卫生保健数据来识别病例患者和匹配的对照患者。我们将需要手术的手、手腕和UE神经损伤的成年人以1:4的比例进行对照。我们使用差异中的差异方法比较了病例和对照患者的总直接医疗保健成本,包括1年的指数前成本。主要结局为受伤后3年内的归因医疗费用。结果:我们将创伤患者(n = 26 123)与非损伤患者(n = 104 353)进行匹配。3年内UE创伤的平均直接医疗费用为9210美元(95%可信区间[CI] 8880 - 9550)。创伤患者急诊科就诊次数显著增加(≥3次:25% vs 12%;P < 0.001),心理健康就诊(34% vs 28%;P < 0.05)和二次手术(25% vs . 5%;P < 0.001)。特定患者群体的可归因费用明显更高:需要创伤后精神健康就诊的患者(11 360美元vs . 7090美元;P < 0.001)、住院手术(14060美元vs 5940美元,P < 0.001)和复杂损伤(13790美元vs 7930美元;P < 0.001)。解释:在UE创伤手术后一年,医疗保健支出增加了5倍以上,并且在随后的2年中仍高于匹配队列。那些受伤更严重和受伤后心理健康就诊的人与更高的费用相关,需要对这一公共卫生问题进行进一步研究。损伤前1年和损伤后1年的平均总成本分别为1710美元和9350美元。
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引用次数: 2
Extended dual antiplatelet therapy following percutaneous coronary intervention in clinically important patient subgroups: a systematic review and meta-analysis. 临床重要患者亚组经皮冠状动脉介入治疗后延长双重抗血小板治疗:系统回顾和荟萃分析。
Pub Date : 2023-01-01 DOI: 10.9778/cmajo.20210119
Jesse Elliott, Shannon E Kelly, Zemin Bai, Becky Skidmore, Michel Boucher, Derek So, George A Wells

Background: Dual antiplatelet therapy (DAPT) is routinely given to patients after percutaneous coronary intervention (PCI) with stenting; however, optimal duration remains uncertain in some situations. We assessed the benefits and harms of extending DAPT beyond 1 year after PCI in clinically important patient subgroups.

Methods: We conducted a systematic review and meta-analysis. We searched electronic databases (Embase, MEDLINE, PubMed, Cochrane Library) and grey literature (from inception to Nov. 5, 2021) and included randomized controlled trials (RCTs) of extended DAPT (> 12 mo) compared with DAPT for 6-12 months following PCI with stenting. The primary outcome was death (all cause, cardiovascular, noncardiovascular); secondary outcomes included major adverse cardiovascular and cerebrovascular events, myocardial infarction (MI), stroke, stent thrombosis and bleeding. Subgroups were based on prespecified patient characteristics (prior MI, acute coronary syndrome [ACS], diabetes mellitus, age, smoking status). Data were analyzed by random-effects pairwise meta-analysis.

Results: We identified 9 RCTs that provided subgroup data. We found that extended DAPT reduced the risk of MI and stent thrombosis but increased the risk of bleeding, compared with standard DAPT, with no difference in the risk of all-cause death (relative risk [RR] 1.07, 95% confidence interval [CI] 0.80-1.42) or cardiovascular death (RR 0.98, 95% CI 0.74-1.30). We found that patients with a prior MI, with ACS at presentation, without diabetes or aged younger than 75 years may derive the most benefit from extended DAPT. Among patients who received extended DAPT, the risk of all-cause death was significantly increased among those with no prior MI (RR 1.64, 95% CI 1.08-2.24), whereas there was no significant difference in the risk of all-cause death between standard and extended DAPT for patients with ACS (RR 1.20, 95% CI 0.51-2.83), with diabetes (RR 1.27, 95% CI 0.86-1.89), aged older than 75 years (RR 1.32, 95% CI 0.39-4.54) or who smoked (RR 0.90, 95% CI 0.42-1.92). Similar results were found for cardiovascular death, where data were available.

Interpretation: Patients with a previous MI with ACS at presentation, without diabetes, or aged younger than 75 years may derive the most benefit from extended DAPT. These findings support the need for careful selection of patients who may benefit most from extended DAPT.

Study registration: PROSPERO no. CRD42018082587.

背景:双重抗血小板治疗(DAPT)常规给予经皮冠状动脉介入治疗(PCI)支架植入术后的患者;然而,在某些情况下,最佳持续时间仍然不确定。我们评估了临床上重要的患者亚组在PCI后延长DAPT超过1年的利与弊。方法:我们进行了系统综述和荟萃分析。我们检索了电子数据库(Embase, MEDLINE, PubMed, Cochrane Library)和灰色文献(从创建到2021年11月5日),并纳入了延长DAPT(> 12个月)与PCI支架置入后6-12个月DAPT的随机对照试验(rct)。主要结局是死亡(全因,心血管和非心血管);次要结局包括主要不良心脑血管事件、心肌梗死(MI)、中风、支架血栓形成和出血。亚组基于预先指定的患者特征(既往心肌梗死、急性冠脉综合征(ACS)、糖尿病、年龄、吸烟状况)。数据采用随机效应两两荟萃分析。结果:我们确定了9个提供亚组数据的随机对照试验。我们发现,与标准DAPT相比,延长DAPT降低了心肌梗死和支架血栓形成的风险,但增加了出血的风险,在全因死亡风险(相对风险[RR] 1.07, 95%可信区间[CI] 0.80-1.42)或心血管死亡风险(RR 0.98, 95% CI 0.74-1.30)方面没有差异。我们发现既往心肌梗死、首发时伴有ACS、无糖尿病或年龄小于75岁的患者可能从延长DAPT中获益最多。在接受延长DAPT治疗的患者中,无心肌梗塞患者的全因死亡风险显著增加(RR 1.64, 95% CI 1.08-2.24),而ACS患者(RR 1.20, 95% CI 0.51-2.83)、糖尿病患者(RR 1.27, 95% CI 0.86-1.89)、75岁以上患者(RR 1.32, 95% CI 0.39-4.54)或吸烟患者(RR 0.90, 95% CI 0.42-1.92)的标准DAPT治疗与延长DAPT治疗的全因死亡风险无显著差异。在可获得数据的心血管死亡中也发现了类似的结果。解释:既往心肌梗死合并ACS,无糖尿病或年龄小于75岁的患者可能从延长DAPT中获益最多。这些发现支持仔细选择可能从延长DAPT获益最多的患者的必要性。学习登记:普洛斯彼罗号。CRD42018082587。
{"title":"Extended dual antiplatelet therapy following percutaneous coronary intervention in clinically important patient subgroups: a systematic review and meta-analysis.","authors":"Jesse Elliott,&nbsp;Shannon E Kelly,&nbsp;Zemin Bai,&nbsp;Becky Skidmore,&nbsp;Michel Boucher,&nbsp;Derek So,&nbsp;George A Wells","doi":"10.9778/cmajo.20210119","DOIUrl":"https://doi.org/10.9778/cmajo.20210119","url":null,"abstract":"<p><strong>Background: </strong>Dual antiplatelet therapy (DAPT) is routinely given to patients after percutaneous coronary intervention (PCI) with stenting; however, optimal duration remains uncertain in some situations. We assessed the benefits and harms of extending DAPT beyond 1 year after PCI in clinically important patient subgroups.</p><p><strong>Methods: </strong>We conducted a systematic review and meta-analysis. We searched electronic databases (Embase, MEDLINE, PubMed, Cochrane Library) and grey literature (from inception to Nov. 5, 2021) and included randomized controlled trials (RCTs) of extended DAPT (> 12 mo) compared with DAPT for 6-12 months following PCI with stenting. The primary outcome was death (all cause, cardiovascular, noncardiovascular); secondary outcomes included major adverse cardiovascular and cerebrovascular events, myocardial infarction (MI), stroke, stent thrombosis and bleeding. Subgroups were based on prespecified patient characteristics (prior MI, acute coronary syndrome [ACS], diabetes mellitus, age, smoking status). Data were analyzed by random-effects pairwise meta-analysis.</p><p><strong>Results: </strong>We identified 9 RCTs that provided subgroup data. We found that extended DAPT reduced the risk of MI and stent thrombosis but increased the risk of bleeding, compared with standard DAPT, with no difference in the risk of all-cause death (relative risk [RR] 1.07, 95% confidence interval [CI] 0.80-1.42) or cardiovascular death (RR 0.98, 95% CI 0.74-1.30). We found that patients with a prior MI, with ACS at presentation, without diabetes or aged younger than 75 years may derive the most benefit from extended DAPT. Among patients who received extended DAPT, the risk of all-cause death was significantly increased among those with no prior MI (RR 1.64, 95% CI 1.08-2.24), whereas there was no significant difference in the risk of all-cause death between standard and extended DAPT for patients with ACS (RR 1.20, 95% CI 0.51-2.83), with diabetes (RR 1.27, 95% CI 0.86-1.89), aged older than 75 years (RR 1.32, 95% CI 0.39-4.54) or who smoked (RR 0.90, 95% CI 0.42-1.92). Similar results were found for cardiovascular death, where data were available.</p><p><strong>Interpretation: </strong>Patients with a previous MI with ACS at presentation, without diabetes, or aged younger than 75 years may derive the most benefit from extended DAPT. These findings support the need for careful selection of patients who may benefit most from extended DAPT.</p><p><strong>Study registration: </strong>PROSPERO no. CRD42018082587.</p>","PeriodicalId":10432,"journal":{"name":"CMAJ open","volume":"11 1","pages":"E118-E130"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/f9/e1/cmajo.20210119.PMC9911127.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9251142","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
The impact of poisoning in British Columbia: a cost analysis. 不列颠哥伦比亚省中毒事件的影响:成本分析。
Pub Date : 2023-01-01 DOI: 10.9778/cmajo.20220089
Fahra Rajabali, Kate Turcotte, Alex Zheng, Roy Purssell, Jane A Buxton, Ian Pike

Background: Poisoning, from substances such as illicit drugs, prescribed and over-the-counter medications, alcohol, pesticides, gases and household cleaners, is the leading cause of injury-related death and the second leading cause for injury-related hospital admission in British Columbia. We examined the health and economic costs of poisoning in BC for 2016, using a societal perspective, to support public health policies aimed at minimizing losses to society.

Methods: Costs by intent, sex and age group were calculated in Canadian dollars using a classification and costing framework based on existing provincial injury data combined with data from the published literature. Direct cost components included fatal poisonings, hospital admissions, emergency department visits, ambulance attendance without transfer to hospital and calls to the British Columbia Drug and Poison Information Centre (BC DPIC) not resulting in ambulance attendance, emergency care or transfer to hospital. Indirect costs, measured as loss of earnings and informal caregiving costs, were also calculated.

Results: We estimate that poisonings in BC totalled $812.5 million in 2016 with $108.9 million in direct health care costs and $703.6 million in indirect costs. Unintentional poisoning injuries accounted for 84% of total costs, 46% of direct costs and 89% of indirect costs. Males accounted for higher proportions of direct costs for all patient dispositions except hospital admissions. Patients aged 25-64 years accounted for higher proportions of direct costs except for calls to BC DPIC, where proportions were highest for children younger than 15 years.

Interpretation: Hospital care expenditures represented the largest direct cost of poisoning, and lost productivity following death represented the largest indirect cost. Quantifying and understanding the financial burden of poisoning has implications not only for government and health care, but also for society, employers, patients and families.

背景:非法药物、处方药和非处方药、酒精、农药、气体和家用清洁剂等物质造成的中毒是不列颠哥伦比亚省与伤害有关的死亡的主要原因,也是与伤害有关的住院的第二大原因。我们从社会角度考察了2016年不列颠哥伦比亚省中毒的健康和经济成本,以支持旨在尽量减少社会损失的公共卫生政策。方法:使用基于现有省级伤害数据并结合已发表文献数据的分类和成本框架,以加元计算按意图、性别和年龄组的成本。直接费用包括致命中毒、住院、急诊科就诊、救护车服务而不转院,以及呼叫不列颠哥伦比亚省药物和毒药信息中心(BC DPIC)而没有救护车服务、紧急护理或转院。以收入损失和非正式照料成本衡量的间接成本也被计算在内。结果:我们估计2016年不列颠哥伦比亚省的中毒总费用为8.125亿美元,其中直接医疗费用为1.089亿美元,间接费用为7.036亿美元。意外中毒伤害占总成本的84%,直接成本的46%和间接成本的89%。除住院外,男性在所有病人处置的直接成本中所占比例较高。25-64岁的患者占直接费用的比例较高,除了呼叫BC DPIC,其中比例最高的是15岁以下的儿童。解释:医院护理支出是中毒的最大直接成本,死亡后的生产力损失是最大的间接成本。量化和了解中毒的经济负担不仅对政府和卫生保健有影响,而且对社会、雇主、病人和家庭也有影响。
{"title":"The impact of poisoning in British Columbia: a cost analysis.","authors":"Fahra Rajabali,&nbsp;Kate Turcotte,&nbsp;Alex Zheng,&nbsp;Roy Purssell,&nbsp;Jane A Buxton,&nbsp;Ian Pike","doi":"10.9778/cmajo.20220089","DOIUrl":"https://doi.org/10.9778/cmajo.20220089","url":null,"abstract":"<p><strong>Background: </strong>Poisoning, from substances such as illicit drugs, prescribed and over-the-counter medications, alcohol, pesticides, gases and household cleaners, is the leading cause of injury-related death and the second leading cause for injury-related hospital admission in British Columbia. We examined the health and economic costs of poisoning in BC for 2016, using a societal perspective, to support public health policies aimed at minimizing losses to society.</p><p><strong>Methods: </strong>Costs by intent, sex and age group were calculated in Canadian dollars using a classification and costing framework based on existing provincial injury data combined with data from the published literature. Direct cost components included fatal poisonings, hospital admissions, emergency department visits, ambulance attendance without transfer to hospital and calls to the British Columbia Drug and Poison Information Centre (BC DPIC) not resulting in ambulance attendance, emergency care or transfer to hospital. Indirect costs, measured as loss of earnings and informal caregiving costs, were also calculated.</p><p><strong>Results: </strong>We estimate that poisonings in BC totalled $812.5 million in 2016 with $108.9 million in direct health care costs and $703.6 million in indirect costs. Unintentional poisoning injuries accounted for 84% of total costs, 46% of direct costs and 89% of indirect costs. Males accounted for higher proportions of direct costs for all patient dispositions except hospital admissions. Patients aged 25-64 years accounted for higher proportions of direct costs except for calls to BC DPIC, where proportions were highest for children younger than 15 years.</p><p><strong>Interpretation: </strong>Hospital care expenditures represented the largest direct cost of poisoning, and lost productivity following death represented the largest indirect cost. Quantifying and understanding the financial burden of poisoning has implications not only for government and health care, but also for society, employers, patients and families.</p>","PeriodicalId":10432,"journal":{"name":"CMAJ open","volume":"11 1","pages":"E160-E168"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/35/49/cmajo.20220089.PMC9933990.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9250995","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hypertension identification using inpatient clinical notes from electronic medical records: an explainable, data-driven algorithm study. 利用电子医疗记录中的住院病人临床记录识别高血压:一项可解释的、数据驱动的算法研究。
Pub Date : 2023-01-01 DOI: 10.9778/cmajo.20210170
Elliot A Martin, Adam G D'Souza, Seungwon Lee, Chelsea Doktorchik, Cathy A Eastwood, Hude Quan

Background: Case identification is important for health services research, measuring health system performance and risk adjustment, but existing methods based on manual chart review or diagnosis codes can be expensive, time consuming or of limited validity. We aimed to develop a hypertension case definition in electronic medical records (EMRs) for inpatient clinical notes using machine learning.

Methods: A cohort of patients 18 years of age or older who were discharged from 1 of 3 Calgary acute care facilities (1 academic hospital and 2 community hospitals) between Jan. 1 and June 30, 2015, were randomly selected, and we compared the performance of EMR phenotype algorithms developed using machine learning with an algorithm based on the Canadian version of the International Statistical Classification of Diseases and Related Health Problems, 10th Revision (ICD), in identifying patients with hypertension. Hypertension status was determined by chart review, the machine-learning algorithms used EMR notes and the ICD algorithm used the Discharge Abstract Database (Canadian Institute for Health Information).

Results: Of our study sample (n = 3040), 1475 (48.5%) patients had hypertension. The group with hypertension was older (median age of 71.0 yr v. 52.5 yr for those patients without hypertension) and had fewer females (710 [48.2%] v. 764 [52.3%]). Our final EMR-based models had higher sensitivity than the ICD algorithm (> 90% v. 47%), while maintaining high positive predictive values (> 90% v. 97%).

Interpretation: We found that hypertension tends to have clear documentation in EMRs and is well classified by concept search on free text. Machine learning can provide insights into how and where conditions are documented in EMRs and suggest nonmachine-learning phenotypes to implement.

背景:病例识别对于卫生服务研究、衡量卫生系统绩效和风险调整非常重要,但现有的基于手工图表审查或诊断代码的方法可能昂贵、耗时或有效性有限。我们的目标是利用机器学习为住院病人的临床记录开发电子病历(emr)中的高血压病例定义。方法:随机选择2015年1月1日至6月30日期间从卡尔加里3家急性护理机构(1家学术医院和2家社区医院)中的1家出院的18岁或以上患者,我们比较了使用机器学习开发的EMR表型算法与基于加拿大版国际疾病和相关健康问题统计分类第10版(ICD)的算法的性能。在识别高血压患者。通过图表回顾确定高血压状态,机器学习算法使用EMR记录,ICD算法使用出院摘要数据库(加拿大卫生信息研究所)。结果:在我们的研究样本(n = 3040)中,1475例(48.5%)患者患有高血压。高血压组年龄较大(中位年龄为71.0岁,无高血压组为52.5岁),女性较少(710例[48.2%]对764例[52.3%])。我们最终的基于emr的模型比ICD算法具有更高的灵敏度(> 90% vs . 47%),同时保持较高的阳性预测值(> 90% vs . 97%)。解释:我们发现高血压在电子病历中往往有明确的记录,并且通过免费文本的概念搜索可以很好地分类。机器学习可以深入了解emr中记录条件的方式和位置,并建议实施非机器学习表型。
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引用次数: 2
Derivation and validation of pragmatic clinical models to predict hospital length of stay after cardiac surgery in Ontario, Canada: a population-based cohort study. 推导和验证实用的临床模型来预测加拿大安大略省心脏手术后住院时间:一项基于人群的队列研究。
Pub Date : 2023-01-01 DOI: 10.9778/cmajo.20220103
Alexandra Fottinger, Anan Bader Eddeen, Douglas S Lee, Graham Woodward, Louise Y Sun

Background: Cardiac surgery is resource intensive and often requires multidisciplinary involvement to facilitate discharge. To facilitate evidence-based resource planning, we derived and validated clinical models to predict postoperative hospital length of stay (LOS).

Methods: We used linked, population-level databases with information on all Ontario residents and included patients aged 18 years or older who underwent coronary artery bypass grafting, valvular or thoracic aorta surgeries between October 2008 and September 2019. The primary outcome was hospital LOS. The models were derived by using patients who had surgery before Sept. 30, 2016, and validated after that date. To address the rightward skew in LOS data and to identify top-tier resource users, we used logistic regression to derive a model to predict the likelihood of LOS being more than the 98th percentile (> 30 d), and γ regression in the remainder to predict continuous LOS in days. We used backward stepwise variable selection for both models.

Results: Among 105 193 patients, 2422 (2.3%) had an LOS of more than 30 days. Factors predicting prolonged LOS included age, female sex, procedure type and urgency, comorbidities including frailty, high-risk acute coronary syndrome, heart failure, reduced left ventricular ejection fraction and psychiatric and pulmonary circulatory disease. The C statistic was 0.92 for the prolonged LOS model and the mean absolute error was 2.4 days for the continuous LOS model.

Interpretation: We derived and validated clinical models to identify top-tier resource users and predict continuous LOS with excellent accuracy. Our models could be used to benchmark clinical performance based on expected LOS, rationally allocate resources and support patient-centred operative decision-making.

背景:心脏手术是资源密集的,往往需要多学科参与,以促进出院。为了促进循证资源规划,我们推导并验证了预测术后住院时间(LOS)的临床模型。方法:我们使用关联的人口水平数据库,其中包含所有安大略省居民的信息,包括2008年10月至2019年9月期间接受冠状动脉搭桥术、瓣膜或胸主动脉手术的18岁及以上患者。主要结局为医院LOS。这些模型是通过使用2016年9月30日之前接受手术的患者得出的,并在该日期之后得到验证。为了解决LOS数据中向右倾斜的问题并识别顶级资源用户,我们使用逻辑回归来推导一个模型来预测LOS超过第98个百分位数(> 30天)的可能性,并在其余部分中使用γ回归来预测连续的LOS。我们对两个模型都使用了后向逐步变量选择。结果:105193例患者中,2422例(2.3%)的LOS超过30天。预测LOS延长的因素包括年龄、女性性别、手术类型和紧迫性、合并症包括虚弱、高危急性冠状动脉综合征、心力衰竭、左心室射血分数降低、精神和肺循环疾病。延长LOS模型的C统计量为0.92,连续LOS模型的平均绝对误差为2.4天。解释:我们推导并验证了临床模型,以确定顶级资源用户,并以极高的准确性预测持续的LOS。我们的模型可用于基于预期LOS的临床表现基准,合理分配资源并支持以患者为中心的手术决策。
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引用次数: 0
Correction to "Association between physician continuity of care and patient outcomes in clinical teaching units: a cohort analysis". 更正“临床教学单位中医生护理连续性与患者预后之间的关系:一项队列分析”。
Pub Date : 2023-01-01 DOI: 10.9778/cmajo.20230030
{"title":"Correction to \"Association between physician continuity of care and patient outcomes in clinical teaching units: a cohort analysis\".","authors":"","doi":"10.9778/cmajo.20230030","DOIUrl":"https://doi.org/10.9778/cmajo.20230030","url":null,"abstract":"","PeriodicalId":10432,"journal":{"name":"CMAJ open","volume":"11 1","pages":"E179"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9981161/pdf/cmajo.20230030.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9251656","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Use of sodium-glucose cotransporter 2 inhibitors in Alberta adults with chronic kidney disease: a cross-sectional study identifying care gaps to inform knowledge translation. 钠-葡萄糖共转运蛋白2抑制剂在阿尔伯塔成人慢性肾病患者中的应用:一项确定护理差距的横断面研究,为知识转化提供信息。
Pub Date : 2023-01-01 DOI: 10.9778/cmajo.20210281
Darren Lau, Neesh Pannu, Roseanne O Yeung, Nairne Scott-Douglas, Scott Klarenbach

Background: Sodium-glucose cotransporter 2 (SGLT2) inhibitors have important kidney and cardiovascular benefits in adults with chronic kidney disease. Among adults with diabetes, we characterized the prevalence of chronic kidney disease eligible for SGLT2 inhibitor treatment, based on definitions of eligibility from trials and diabetes guidelines, and assessed the predictors of SGLT2 inhibitor use.

Methods: We conducted a cross-sectional study using linked administrative data from Alberta Health in adults with diabetes (2002-2019). Chronic kidney disease was defined as an estimated glomerular filtration rate (eGFR) less than 90 mL/min/1.73 m2 with severe or greater proteinuria (trial-based definition); or eGFR less than 60 mL/min/1.73 m2 or moderate or greater proteinuria regardless of eGFR (diabetes guideline-based definition). Predictors (sociodemographic characteristics, comorbidities and health care utilization) of SGLT2 inhibitor use were identified using logistic regression.

Results: Of 446 315 adults with diabetes, 76 630 (17.2%, guideline-based definition; 12 867 [2.9%], trial-based definition) had chronic kidney disease eligible for SGLT2 inhibitor treatment. A total of 7.1% used SGLT2 inhibitors. Older age, lower hemoglobin A1c (HbA1c) levels, female sex, lower neighbourhood income, rural residence and hospital admission were among variables associated with nonuse of SGLT2 inhibitors (adjusted odds ratios [ORs] from 0.13 [age ≥ 85 yr] to 0.92 [rural residence], p < 0.05). Family physician visits were associated with higher SGLT2 inhibitor use (adjusted OR 4.01, p < 0.001 for > 4 visits/yr). Considering all adults, both with and without diabetes, 162 012 individuals with chronic kidney disease (5% of all Alberta adults) may benefit from treatment with SGLT2 inhibitors.

Interpretation: Many adults with chronic kidney disease would derive heart and kidney benefits from treatment with SGLT2 inhibitors but had low SGLT2 inhibitor use as of 2019. Efforts will be needed to address lower use of SGLT2 inhibitors among female, older and lower-income adults, and to enhance primary care and promote awareness of the benefits of SGLT2 inhibitors independent of glycemic control.

背景:钠-葡萄糖共转运蛋白2 (SGLT2)抑制剂对成人慢性肾病患者的肾脏和心血管有重要的益处。在成人糖尿病患者中,我们根据试验和糖尿病指南的资格定义,描述了符合SGLT2抑制剂治疗条件的慢性肾脏疾病的患病率,并评估了SGLT2抑制剂使用的预测因素。方法:我们使用艾伯塔省卫生部的相关管理数据对成人糖尿病患者(2002-2019)进行了横断面研究。慢性肾病定义为肾小球滤过率(eGFR)小于90 mL/min/1.73 m2,伴有严重或更严重的蛋白尿(基于试验的定义);或eGFR小于60ml /min/1.73 m2或中度或更高的蛋白尿,无论eGFR如何(糖尿病指南定义)。使用logistic回归确定SGLT2抑制剂使用的预测因素(社会人口学特征、合并症和医疗保健利用)。结果:446315例成人糖尿病患者中,76630例(17.2%)符合指南定义;12867例(2.9%,基于试验的定义)患有慢性肾脏疾病,适合SGLT2抑制剂治疗。共有7.1%的患者使用SGLT2抑制剂。年龄较大、血红蛋白A1c (HbA1c)水平较低、女性、较低的社区收入、农村居住和住院情况是与不使用SGLT2抑制剂相关的变量(调整比值比[or]从0.13[年龄≥85岁]到0.92[农村居住],p < 0.05)。家庭医生就诊与SGLT2抑制剂使用增加相关(校正OR 4.01, p < 0.001, > 4次就诊/年)。考虑到所有成年人,无论是否患有糖尿病,162012名慢性肾脏疾病患者(占艾伯塔省所有成年人的5%)可能受益于SGLT2抑制剂治疗。解释:截至2019年,许多患有慢性肾脏疾病的成年人将从SGLT2抑制剂治疗中获得心脏和肾脏益处,但SGLT2抑制剂的使用率较低。需要努力解决SGLT2抑制剂在女性、老年人和低收入成年人中的低使用问题,并加强初级保健和提高对SGLT2抑制剂独立于血糖控制的益处的认识。
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引用次数: 2
The impact of delaying surgery during the COVID-19 pandemic in Alberta: a qualitative study. 阿尔伯塔省COVID-19大流行期间延迟手术的影响:一项定性研究
Pub Date : 2023-01-01 DOI: 10.9778/cmajo.20210330
Khara M Sauro, Christine Smith, Jaling Kersen, Emma Schalm, Natalia Jaworska, Pamela Roach, Sanjay Beesoon, Mary E Brindle

Background: The COVID-19 pandemic overwhelmed health care systems, leading many jurisdictions to reduce surgeries to create capacity (beds and staff) to care for the surge of patients with COVID-19; little is known about the impact of this on patients whose surgery was delayed. The objective of this study was to understand the patient and family/caregiver perspective of having a surgery delayed during the COVID-19 pandemic.

Methods: Using an interpretative descriptive approach, we conducted interviews between Sept. 20 and Oct. 8, 2021. Adult patients who had their surgery delayed or cancelled during the COVID-19 pandemic in Alberta, Canada, and their family/caregivers were eligible to participate. Trained interviewers conducted semistructured interviews, which were iteratively analyzed by 2 independent reviewers using an inductive approach to thematic content analysis.

Results: We conducted 16 interviews with 15 patients and 1 family member/caregiver, ranging from 27 to 75 years of age, with a variety of surgical procedures delayed. We identified 4 interconnected themes: individual-level impacts on physical and mental health, family and friends, work and quality of life; system-level factors related to health care resources, communication and perceived accountability within the system; unique issues related to COVID-19 (maintaining health and isolation); and uncertainty about health and timing of surgery.

Interpretation: Although the decision to delay nonurgent surgeries was made to manage the strain on health care systems, our study illustrates the consequences of these decisions, which were diffuse and consequential. The findings of this study highlight the need to develop and adopt strategies to mitigate the burden of waiting for surgery during and after the COVID-19 pandemic.

背景:COVID-19大流行使卫生保健系统不堪重负,导致许多司法管辖区减少手术,以创造能力(床位和工作人员)来照顾激增的COVID-19患者;对于手术被推迟的病人来说,这对他们的影响知之甚少。本研究的目的是了解在COVID-19大流行期间延迟手术的患者和家属/护理人员的观点。方法:采用解释性描述性方法,于2021年9月20日至10月8日进行访谈。在加拿大阿尔伯塔省COVID-19大流行期间延迟或取消手术的成年患者及其家人/护理人员有资格参加。训练有素的采访者进行半结构化访谈,由2名独立审稿人使用归纳方法对主题内容进行迭代分析。结果:我们对15名患者和1名家庭成员/照顾者进行了16次访谈,年龄从27岁到75岁不等,延迟了各种手术。我们确定了4个相互关联的主题:个人层面对身心健康、家庭和朋友、工作和生活质量的影响;与卫生保健资源、沟通和系统内可感知的问责制有关的系统级因素;与COVID-19相关的独特问题(保持健康和隔离);健康和手术时机的不确定性。解释:虽然推迟非紧急手术的决定是为了管理医疗保健系统的压力,但我们的研究说明了这些决定的后果,这些决定是分散的和重要的。本研究结果强调,有必要制定和采取战略,减轻COVID-19大流行期间和之后等待手术的负担。
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引用次数: 3
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