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PURPOSE OF REVIEW: This review describes the learning healthcare system paradigm, recent examples, and future directions. Patients, clinicians, and health systems frequently encounter decisions between available treatments, technologies, and healthcare delivery methods with little or no evidence about the comparative effectiveness and safety of the available options. Learning healthcare systems endeavor to recognize such knowledge gaps, integrate comparative effectiveness research – including clinical trials – into clinical care to address the knowledge gaps, and seamlessly implement the results into practice to improve care and patient outcomes. RECENT FINDINGS: Recent studies comparing the effectiveness of diagnostic tests and treatments, using information technology to identify patients likely to experience an outcome or benefit from an intervention, and evaluating models of healthcare delivery have demonstrated how a learning healthcare system approach can reduce arbitrary variation in care, decrease cost, and improve patient outcomes. SUMMARY: Learning healthcare systems have the potential to answer questions of importance to patients, clinicians, and health system leaders, improve efficiency of healthcare delivery, and improve patient outcomes. Achieving this goal will require realignment of the culture around clinical care, institutional and federal investment, expanded stakeholder engagement, tailored ethical and regulatory guidance, and methodologic advances in information technology and biostatistics.

Background Whether the composition of intravenous crystalloid solutions affects outcomes in adults with aneurysmal subarachnoid hemorrhage (aSAH) remains unknown. Therefore, we determined whether the use of saline is associated with a lower risk of disability and death in patients with aSAH compared with balanced crystalloids. Methods We conducted a post hoc subgroup analysis of SMART (Isotonic S olutions and M ajor A dverse R enal Events T rial), a pragmatic, unblinded, cluster‐randomized, multiple‐crossover clinical trial that enrolled 15 802 adults between June 2015 and April 2017. We compared IV administration of saline to balanced crystalloids in consecutively enrolled patients with aSAH aged 18 years or older whose ruptured aneurysm was procedurally secured at a single academic center in the United States. The primary outcome was the score on the modified Rankin scale (range, 0 [no symptoms]–6 [death]) at 90 days obtained from a prospective institutional stroke registry. Secondary outcome included death by 90 days. Logistic or proportional odds regression models were used to test for between‐group differences adjusted for age, hypertension, aSAH grade, and procedure type. Results Of the 79 patients with aSAH procedurally treated during the Isotonic Solutions and Major Adverse Renal Events Trial study period, 78 were enrolled (median age, 58 years; interquartile range, 49–64.5; 64% female), with 41 (53%) assigned to saline and 37 (47%) to balanced crystalloids. Plasma‐Lyte was the primary balanced crystalloid used. Among 72 patients with 90‐day modified Rankin scale assessment, the adjusted common odds ratio, for the modified Rankin scale was 0.68 (95% CI, 0.28–1.63; P =0.39), with values P =0.02). Conclusions Among procedurally treated patients with aSAH, the risk of disability or death at 90 days did not significantly differ between saline and balanced crystalloids. Death occurred less frequently with saline than balanced crystalloids.

For critically ill adults, oxygen saturation is continuously monitored using pulse oximetry (SpoSingle-center, observational study.Medical ICU at an academic medical center.Critically ill adults receiving mechanical ventilation from July 2018 to February 2021, excluding patients with COVID-19, with race documented as Black or White in the electronic medical record, who had a pair of SpoNone.We included 1,024 patients with 5,557 paired measurements within 10 minutes, of which 3,885 (70%) were within 1 minute. Of all pairs, 769 (14%) were from Black patients and 4,788 (86%) were from White patients. In analyses using a mixed-effects model, we found that across the range of SpoAmong patients with a measured Spo

To assess whether use of low-chloride solutions in unselected critically ill or perioperative adult patients for maintenance or resuscitation reduces mortality and renal replacement therapy (RRT) use when compared to high-chloride fluids.Systematic review and meta-analysis with random-effects inverse variance model. PubMed, Cochrane library, EMBASE, LILACS, and Web of Science were searched from inception to October 2016. Published and unpublished randomized controlled trials in any language that enrolled critically ill and/or perioperative adult patients and compared a low- to a highchloride solution for volume maintenance or resuscitation. The primary outcomes were mortality and RRT use. We conducted trial sequential analyses and assessed risk of bias of individual trials and the overall quality of evidence. Fifteen trials with 4067 patients, most at low risk of bias, were identified. Of those, only 11 and 10 trials had data on mortality and RRT use, respectively. A total of 3710 patients were included in the mortality analysis and 3724 in the RRT analysis.No statistically significant impact on mortality (odds ratio, 0.90; 95% confidence interval, 0.69-1.17; P = .44; I = 0%) or RRT use (odds ratio, 1.12; 95% confidence interval, 0.80-1.58; P = .52; I = 0%) was found. Overall quality of evidence was low for both primary outcomes. Trial sequential analyses highlighted that the sample size needed was much larger than that available for properly powered outcome assessment.The current evidence on low- versus high-chloride solutions for unselected critically ill or perioperative adult patients demonstrates no benefit, but suffers from considerable imprecision. We noted a limited exposure volume for study fluids and a relatively low risk of the populations in each study. Together with the relatively small pooled sample size, these data leave us underpowered to detect potentially important differences. Results from well-conducted, adequately powered randomized controlled trials examining sufficiently large fluid exposure are necessary.

Objectives:To determine the association between preadmission oral corticosteroid receipt and the development of acute respiratory distress syndrome in critically ill patients with sepsis.Design:Retrospective observational study.Setting:Medical, surgical, trauma, and cardiovascular ICUs of an academi

Objective:To evaluate the effect of video laryngoscopy on the rate of endotracheal intubation on first laryngoscopy attempt among critically ill adults.Design:A randomized, parallel-group, pragmatic trial of video compared with direct laryngoscopy for 150 adults undergoing endotracheal intubation by

Fluid resuscitation with crystalloid solutions is among the most common interventions for hospitalized patients. Currently, providers choose between two classes of available crystalloid solutions: 0.9% sodium chloride (saline) and “balanced” crystalloids (such as lactated Ringer solution [ Baxter, D

Introduction: Sepsis is common in both medical and surgical ICU patients and a better understanding of population-based course of sepsis coupled with the use of early protocolized care facilitated by an Integrated Electronic Management Tool, may lead to improved outcomes Methods: In this randomized