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Nevin Manimala Statistics

Early-Times Yang-Mills Dynamics and the Characterization of Strongly Interacting Matter with Statistical Learning

Phys Rev Lett. 2024 Jun 21;132(25):252301. doi: 10.1103/PhysRevLett.132.252301.

ABSTRACT

In ultrarelativistic heavy-ion collisions, a plasma of deconfined quarks and gluons is formed within 1 fm/c of the nuclei’s impact. The complex dynamics of the collision before ≈1 fm/c is often described with parametric models, which affect the predictivity of calculations. In this work, we perform a systematic analysis of LHC measurements from Pb-Pb collisions, by combining an ab initio model of the early stage of the collisions with a hydrodynamic model of the plasma. We obtain state-of-the-art constraints on the shear and bulk viscosity of quark-gluon plasma. We mitigate the additional cost of the ab initio initial conditions by combining Bayesian model averaging with transfer learning, allowing us to account for important theoretical uncertainties in the hydrodynamics-to-hadron transition. We show that, despite the apparent strong constraints on the shear viscosity, metrics that balance the model’s predictivity with its degree of agreement with data do not prefer a temperature-dependent specific shear viscosity over a constant value. We validate the model by comparing with discriminating observables not used in the calibration, finding excellent agreement.

PMID:38996233 | DOI:10.1103/PhysRevLett.132.252301

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Nevin Manimala Statistics

Quantum Nonlocality: Multicopy Resource Interconvertibility and Their Asymptotic Inequivalence

Phys Rev Lett. 2024 Jun 21;132(25):250205. doi: 10.1103/PhysRevLett.132.250205.

ABSTRACT

Quantum nonlocality, pioneered in Bell’s seminal work and subsequently verified through a series of experiments, has drawn substantial attention due to its practical applications in various protocols. Evaluating and comparing the extent of nonlocality within distinct quantum correlations holds significant practical relevance. Within the resource theoretic framework this can be achieved by assessing the interconversion rate among different nonlocal correlations under free local operations and shared randomness. In this study we, however, present instances of quantum nonlocal correlations that are incomparable in the strongest sense. Specifically, when starting with an arbitrary many copies of one nonlocal correlation, it becomes impossible to obtain even a single copy of the other correlation, and this incomparability holds in both directions. Such incomparable quantum correlations can be obtained even in the simplest Bell scenario, which involves two parties, each having two dichotomic measurements setups. Notably, there exist an uncountable number of such incomparable correlations. Our result challenges the notion of a “unique gold coin,” often referred to as the “maximally resourceful state,” within the framework of the resource theory of quantum nonlocality. To this end, we provide examples of isotropic quantum correlations that cannot be distilled up to the Tsirelson point, and thus partially answer a long-standing open question in nonlocality distillation.

PMID:38996229 | DOI:10.1103/PhysRevLett.132.250205

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Nevin Manimala Statistics

Smoking Is Markedly Associated With 30-Day Readmission and Revision Surgery After Surgical Treatment of Clavicle Fracture

J Am Acad Orthop Surg Glob Res Rev. 2024 Jul 10;8(7). doi: 10.5435/JAAOSGlobal-D-23-00278. eCollection 2024 Jul 1.

ABSTRACT

BACKGROUND: A recent database study found that 15.2% of clavicle fractures underwent surgical treatment. Recent evidence accentuates the role of smoking in predicting nonunion. The purpose of this study was to further elucidate the effect of smoking on the 30-day postoperative outcomes after surgical treatment of clavicle fractures.

METHODS: The authors queried the American College of Surgeons National Surgical Quality Improvement Program database for all patients who underwent open reduction and internal fixation of clavicle fracture between 2015 and 2020. Multivariate logistic regression, adjusted for notable patient demographics and comorbidities, was used to identify associations between current smoking status and postoperative complications.

RESULTS: In total, 6,132 patients were included in this study of whom 1,510 (24.6%) were current smokers and 4,622 (75.4%) were nonsmokers. Multivariate analysis found current smoking status to be significantly associated with higher rates of deep incisional surgical-site infection (OR, 7.87; 95% CI, 1.51 to 41.09; P = 0.014), revision surgery (OR, 2.74; 95% CI, 1.67 to 4.49; P < 0.001), and readmission (OR, 3.29; 95% CI, 1.84 to 5.89; P < 0.001).

CONCLUSION: Current smoking status is markedly associated with higher rates of deep incisional surgical-site infection, revision surgery, and readmission within 30 days after open reduction and internal fixation of clavicle fracture.

PMID:38996220 | DOI:10.5435/JAAOSGlobal-D-23-00278

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Nevin Manimala Statistics

Intramedullary Fixation Versus Plate Fixation of Distal Fibular Fractures: A Systematic Review

J Am Acad Orthop Surg Glob Res Rev. 2024 Jul 10;8(7). doi: 10.5435/JAAOSGlobal-D-24-00119. eCollection 2024 Jul 1.

ABSTRACT

INTRODUCTION: The purpose of this systematic review and meta-analysis was to provide an update of the recent literature comparing clinical outcomes of surgically treated fibular fractures using intramedullary nailing (IMN) with open reduction and internal plate fixation (ORIF).

METHODS: A literature search reporting clinical outcomes after IMN or ORIF of the distal fibula was conducted on PubMed. Inclusion criteria consisted of original studies; studies focusing on clinical outcomes after IMN or IMN and ORIF published before May 11, 2022; studies with at least 5 patients; and studies reporting union rates, complication rates, and patient-reported outcomes such as American Orthopaedic Foot and Ankle Society (AOFAS) and Olerud-Molander scores.

RESULTS: Of 2,394 studies identified, a total of 29 studies (4 LOE-I, 2 LOE-II, 6 LOE-III, 17 LOE-IV) were included consisting of 1,850 IMN patients and 514 plate patients. The pooled mean age of IMN patients was 58 years (95% confidence interval [CI], 54 to 62, I2 = 42%) versus 57 years (95% CI, 53 to 62, I2 = 49%) in ORIF. Union rates for IMN patients revealed a 99% union rate (95% CI, 0.98 to 1.00, I2 = 20%) versus 97% union rate for ORIF patients (95% CI, 0.94 to 0.99, I2 = 0%). Studies that compared IMN with ORIF revealed no difference in union rates (risk ratio [RR] = 0.99, 95% CI, 0.96 to 1.02, I2 = 0%). IMN patients showed a 15% complication rate (95% CI, 0.09 to 0.23, I2 = 89%), whereas plate patients had a complication rate of 30% (95% CI, 0.18 to 0.46, I2 = 63%). When comparing studies with both treatments, IMN patients had a significantly lower risk of complications (RR = 0.49, 95% CI, 0.29 to 0.82, I2 = 50%). The IMN group trended toward a higher mean AOFAS and Olerud-Molander score than the plate group by 4.53 (95% CI, -14.58 to 23.65, I2 = 85%) and 3.54 (95% CI, -2.32 to 9.41, I2 = 76%) points, respectively.

CONCLUSION: Current literature reveals near equivalence in union rates and a markedly lower risk of complications when comparing IMN with plate fixation. While IMN patients had higher AOFAS and Olerud-Molander scores, these differences were not statistically significant. Notably, subgroup analyses indicated that rates of symptomatic implant and removal of implant were comparable between IMN and ORIF, which may indicate that wound-related complications were reduced in the minimally invasive IMN technique. While the high cost of IMN implants remains a barrier to their widespread adoption, the long-term benefits of reducing complications, specifically associated with wound complications in high-risk populations, may greatly improve quality of care for patients with distal fibula fractures. Additional research and cost-effectiveness analyses are warranted to fully assess the long-term benefits and economic feasibility of using IMN fixation for distal fibula fractures.

LEVEL OF EVIDENCE: Therapeutic Level IV.

PMID:38996216 | DOI:10.5435/JAAOSGlobal-D-24-00119

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Nevin Manimala Statistics

Deep Learning-Based Dynamic Risk Prediction of Venous Thromboembolism for Patients With Ovarian Cancer in Real-World Settings From Electronic Health Records

JCO Clin Cancer Inform. 2024 Jul;8:e2300192. doi: 10.1200/CCI.23.00192.

ABSTRACT

PURPOSE: Patients with epithelial ovarian cancer (EOC) have an elevated risk for venous thromboembolism (VTE). To assess the risk of VTE, models were developed by statistical or machine learning algorithms. However, few models have accommodated deep learning (DL) algorithms in realistic clinical settings. We aimed to develop a predictive DL model, exploiting rich information from electronic health records (EHRs), including dynamic clinical features and the presence of competing risks.

METHODS: We extracted EHRs of 1,268 patients diagnosed with EOC from January 2007 through December 2017 at the National Cancer Center, Korea. DL survival networks using fully connected layers, temporal attention, and recurrent neural networks were adopted and compared with multi-perceptron-based classification models. Prediction accuracy was independently validated in the data set of 423 patients newly diagnosed with EOC from January 2018 to December 2019. Personalized risk plots displaying the individual interval risk were developed.

RESULTS: DL-based survival networks achieved a superior area under the receiver operating characteristic curve (AUROC) between 0.95 and 0.98 while the AUROC of classification models was between 0.85 and 0.90. As clinical information benefits the prediction accuracy, the proposed dynamic survival network outperformed other survival networks for the test and validation data set with the highest time-dependent concordance index (0.974, 0.975) and lowest Brier score (0.051, 0.049) at 6 months after a cancer diagnosis. Our visualization showed that the interval risk fluctuating along with the changes in longitudinal clinical features.

CONCLUSION: Adaption of dynamic patient clinical features and accounting for competing risks from EHRs into the DL algorithms demonstrated VTE risk prediction with high accuracy. Our results show that this novel dynamic survival network can provide personalized risk prediction with the potential to assist risk-based clinical intervention to prevent VTE among patients with EOC.

PMID:38996199 | DOI:10.1200/CCI.23.00192

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Nevin Manimala Statistics

Serum calgranulin C as a non-invasive predictor of activity among inflammatory bowel disease

Egypt J Immunol. 2024 Jul;31(3):81-94.

ABSTRACT

Inflammatory bowel disease is a chronic immune-mediated disorder with a relapsing and remitting course. It leads to disabling gastrointestinal symptoms, low quality of life, and a significant burden for healthcare utilization and associated costs. Therefore, non-invasive biomarkers are needed for early diagnosis and follow up to avoid the complications of invasive diagnostic procedures. Calgranulin C is a calcium binding protein with proinflammatory properties. The aim of this study was to evaluate the role of serum calgranulin C as a non-invasive biomarker for diagnosis and prediction of activity in comparison to different biomarkers and endoscopic activity scores in inflammatory bowel disease. The study included 80 inflammatory bowel disease patients (50 Ulcerative colitis and 30 Chron’s patients) and 20 normal controls. Complete blood picture, C-reactive protein, erythrocyte sedimentation rate, fecal calprotectin and serum calgranulin C were measured. Colonoscopies with histopathological examination were done and different activity scoring systems assessed. Among ulcerative colitis group, serum calgranulin C was statistically significantly higher in comparison to control group [723.640±529.055 ng/ml versus 80.850±24.416 ng/ml]. Depending on the American college of gastroenterology ulcerative colitis activity index, fecal calprotectin and serum calgranulin C were statistically significantly higher among moderate to severe ulcerative colitis than those with mild activity and those in remission (p < 0.001, for both). Regarding Crohn’s disease group, serum calgranulin C was statistically significantly higher in comparison to control group [759.233±797.963 ng/ml versus 80.850±24.416 ng/mL]. Depending on Crohn’s disease activity index, both serum calgranulin C and fecal calprotectin were statistically significantly higher among active disease than those in remission (p < 0.001, for both). In conclusion, serum calgranulin C could be used as a non-invasive marker to predict activity and severity and to ensure remission among inflammatory bowel disease patients.

PMID:38995671

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Nevin Manimala Statistics

Medicaid Coverage in Early Childhood for Children With Sickle Cell Disease

JAMA Netw Open. 2024 Jul 1;7(7):e2421491. doi: 10.1001/jamanetworkopen.2024.21491.

NO ABSTRACT

PMID:38995648 | DOI:10.1001/jamanetworkopen.2024.21491

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Nevin Manimala Statistics

Representation of Older Adults in the ACC/AHA/SCAI Guideline for Coronary Artery Revascularization

JAMA Netw Open. 2024 Jul 1;7(7):e2421547. doi: 10.1001/jamanetworkopen.2024.21547.

NO ABSTRACT

PMID:38995647 | DOI:10.1001/jamanetworkopen.2024.21547

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Nevin Manimala Statistics

Screen Media Use and Mental Health of Children and Adolescents: A Secondary Analysis of a Randomized Clinical Trial

JAMA Netw Open. 2024 Jul 1;7(7):e2419881. doi: 10.1001/jamanetworkopen.2024.19881.

ABSTRACT

IMPORTANCE: Excessive screen media use has been associated with poorer mental health among children and adolescents in several observational studies. However, experimental evidence supporting this hypothesis is lacking.

OBJECTIVE: To investigate the effects of a 2-week screen media reduction intervention on children’s and adolescents’ mental health.

DESIGN, SETTING, AND PARTICIPANTS: This prespecified secondary analysis of a cluster randomized clinical trial with a 2-week follow-up included 89 families (with 181 children and adolescents) from 10 Danish municipalities in the region of Southern Denmark. All study procedures were carried out in the home of the participants. Enrollment began on June 6, 2019, and ended on March 30, 2021. This analysis was conducted between January 1 and November 30, 2023.

INTERVENTION: Families were randomly allocated to a screen media reduction group or a control group. The 2-week screen media reduction intervention was designed to ensure a high level of compliance to the reduction in leisure-time screen media use. Participants allocated to the intervention group had to reduce their leisure-time screen media use to 3 hours per week or less per person and hand over smartphones and tablets.

MAIN OUTCOMES AND MEASURES: The main outcome was the between-group mean difference in change in total behavioral difficulties, measured by the Strengths and Difficulties Questionnaire at 2-week follow-up. Results were estimated using mixed-effects tobit regression models. Analyses were carried out as both intention to treat and complete case.

RESULTS: In the sample of 89 families including 181 children and adolescents (intervention group [45 families]: 86 children; mean [SD] age, 8.6 [2.7] years; 42 girls [49%]; control group [44 families]: 95 children; mean [SD] age, 9.5 [2.5] years; 57 girls [60%]), there was a statistically significant between-group mean difference in the total difficulties score, favoring the screen media reduction intervention (-1.67; 95% CI, -2.68 to -0.67; Cohen d, 0.53). The greatest improvements were observed for internalizing symptoms (emotional symptoms and peer problems; between-group mean difference, -1.03; 95% CI, -1.76 to -0.29) and prosocial behavior (between-group mean difference, 0.84; 95% CI, 0.39-1.30).

CONCLUSIONS AND RELEVANCE: This secondary analysis of a randomized clinical trial found that a short-term reduction in leisure-time screen media use within families positively affected psychological symptoms of children and adolescents, particularly by mitigating internalizing behavioral issues and enhancing prosocial behavior. More research is needed to confirm whether these effects are sustainable in the long term.

TRIAL REGISTRATION: ClinicalTrials.gov Identifier: NCT04098913.

PMID:38995646 | DOI:10.1001/jamanetworkopen.2024.19881

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Nevin Manimala Statistics

Barriers, Solutions, and Opportunities for Adapting Critical Care Clinical Trials in the COVID-19 Pandemic

JAMA Netw Open. 2024 Jul 1;7(7):e2420458. doi: 10.1001/jamanetworkopen.2024.20458.

ABSTRACT

IMPORTANCE: The COVID-19 pandemic created unprecedented challenges for clinical trials worldwide, threatening premature closure and trial integrity. Every phase of research operations was affected, often requiring modifications to protocol design and implementation.

OBJECTIVES: To identify the barriers, solutions, and opportunities associated with continuing critical care trials that were interrupted during the pandemic, and to generate suggestions for future trials.

DESIGN, SETTING, AND PARTICIPANTS: This mixed-methods study performed an explanatory sequential analysis involving a self-administered electronic survey and focus groups of principal investigators (PIs) and project coordinators (PCs) conducting adult and pediatric individual-patient randomized trials of the Canadian Critical Care Trials Group during the COVID-19 pandemic. Eligible trials were actively enrolling patients on March 11, 2020. Data were analyzed between September 2023 and January 2024.

MAIN OUTCOMES AND MEASURES: Importance ratings of barriers to trial conduct and completion, solutions employed, opportunities arising, and suggested strategies for future trials. Quantitative data examining barriers were analyzed using descriptive statistics. Data addressing solutions, opportunities, and suggestions were analyzed by qualitative content analysis. Integration involved triangulation of data sources and perspectives about 13 trials, synthesized by an interprofessional team incorporating reflexivity and member-checking.

RESULTS: A total of 13 trials run by 29 PIs and PCs (100% participation rate) were included. The highest-rated barriers (on a 5-point scale) to ongoing conduct during the pandemic were decisions to pause all clinical research (mean [SD] score, 4.7 [0.8]), focus on COVID-19 studies (mean [SD] score, 4.6 [0.8]), and restricted family presence in hospitals (mean [SD] score, 4.1 [0.8]). Suggestions to enable trial progress and completion included providing scientific leadership, implementing technology for communication and data management, facilitating the informed consent process, adapting the protocol as necessary, fostering site engagement, initiating new sites, streamlining ethics and contract review, and designing nested studies. The pandemic necessitated new funding opportunities to sustain trial enrollment. It increased public awareness of critical illness and the importance of randomized trial evidence.

CONCLUSIONS AND RELEVANCE: While underscoring the vital role of research in society and drawing the scientific community together with a common purpose, the pandemic signaled the need for innovation to ensure the rigor and completion of ongoing trials. Lessons learned to optimize research procedures will help to ensure a vibrant clinical trials enterprise in the future.

PMID:38995645 | DOI:10.1001/jamanetworkopen.2024.20458