137 research outputs found
New type of phase transition in Reissner Nordstr\"om - AdS black hole and its thermodynamic geometry
The phase transition of a RN-AdS black hole is studied in details using
Ehrenfest's equations. There is no discontinuity in entropy which signals a
lack of any first order phase transition. We then show that although
Ehrenfest's first equation is satisfied, the second is not, so that a true
second order phase transition is also ruled out. However this deviation from
the second Ehrenfest's equation, for a certain range of the black hole charge,
indicates the existence of a new glassy type transition. We finally study the
thermodynamic behaviour using state space geometry and find that the scalar
curvature diverges exactly at those points where the heat capacity diverges.Comment: Major revisions in Sec. 3. New results and interpretations. 2 new
references. To appear in Phys. Lett.
Aalap: AI Assistant for Legal & Paralegal Functions in India
Using proprietary Large Language Models on legal tasks poses challenges due
to data privacy issues, domain data heterogeneity, domain knowledge
sophistication, and domain objectives uniqueness. We created Aalalp, a
fine-tuned Mistral 7B model on instructions data related to specific Indian
legal tasks. The performance of Aalap is better than gpt-3.5-turbo in 31\% of
our test data and obtains an equivalent score in 34\% of the test data as
evaluated by GPT4. Training Aalap mainly focuses on teaching legal reasoning
rather than legal recall. Aalap is definitely helpful for the day-to-day
activities of lawyers, judges, or anyone working in legal systems
RESTORE: Graph Embedding Assessment Through Reconstruction
Following the success of Word2Vec embeddings, graph embeddings (GEs) have
gained substantial traction. GEs are commonly generated and evaluated
extrinsically on downstream applications, but intrinsic evaluations of the
original graph properties in terms of topological structure and semantic
information have been lacking. Understanding these will help identify the
deficiency of the various families of GE methods when vectorizing graphs in
terms of preserving the relevant knowledge or learning incorrect knowledge. To
address this, we propose RESTORE, a framework for intrinsic GEs assessment
through graph reconstruction. We show that reconstructing the original graph
from the underlying GEs yields insights into the relative amount of information
preserved in a given vector form. We first introduce the graph reconstruction
task. We generate GEs from three GE families based on factorization methods,
random walks, and deep learning (with representative algorithms from each
family) on the CommonSense Knowledge Graph (CSKG). We analyze their
effectiveness in preserving the (a) topological structure of node-level graph
reconstruction with an increasing number of hops and (b) semantic information
on various word semantic and analogy tests. Our evaluations show deep
learning-based GE algorithm (SDNE) is overall better at preserving (a) with a
mean average precision (mAP) of 0.54 and 0.35 for 2 and 3-hop reconstruction
respectively, while the factorization-based algorithm (HOPE) is better at
encapsulating (b) with an average Euclidean distance of 0.14, 0.17, and 0.11
for 1, 2, and 3-hop reconstruction respectively. The modest performance of
these GEs leaves room for further research avenues on better graph
representation learning
Anterior Abdominal Stab Injury: A Comparison of Self-Inflicted and Intentional Third-Party Stabbings
Background: There is minimal literature comparing self-inflicted (SI) with non–self-inflicted (NSI) anterior abdominal stab wounds (AASW). Methods: Adult patients treated at a level 1 trauma center from 2006 through 2011 with an AASW were reviewed. Results: There were 215 patients with an AASW; 20% were SI. NSI patients had more nonabdominal injuries (47% vs 16%, P \u3c .01) and disposition directly to the operating room (45% vs 26%, P = .02). Intra-abdominal injury rates were similar. One hundred twenty-eight patients had isolated AASWs; 28% were SI. SI patients had higher admission rates (86% vs 63%, P = .01). One hundred three patients had isolated stable/asymptomatic AASWs; 31% were SI. SI patients had more admissions (84% vs 52%, P \u3c .01), had higher intensive care unit admission rates (23% vs 5%, P = .01), longer LOS (3.2 vs 1.4, P \u3c .01), and higher hospital charges (11,000, P \u3c .01). The rates of intra-abdominal injury were again similar. Conclusions: Controlling for extra-abdominal injuries, SI AASW patients have similar rates of intra-abdominal injury but use more resources
Anterior Abdominal Stab Injury: A Comparison of Self-Inflicted and Intentional Third-Party Stabbings
Background: There is minimal literature comparing self-inflicted (SI) with non–self-inflicted (NSI) anterior abdominal stab wounds (AASW). Methods: Adult patients treated at a level 1 trauma center from 2006 through 2011 with an AASW were reviewed. Results: There were 215 patients with an AASW; 20% were SI. NSI patients had more nonabdominal injuries (47% vs 16%, P \u3c .01) and disposition directly to the operating room (45% vs 26%, P = .02). Intra-abdominal injury rates were similar. One hundred twenty-eight patients had isolated AASWs; 28% were SI. SI patients had higher admission rates (86% vs 63%, P = .01). One hundred three patients had isolated stable/asymptomatic AASWs; 31% were SI. SI patients had more admissions (84% vs 52%, P \u3c .01), had higher intensive care unit admission rates (23% vs 5%, P = .01), longer LOS (3.2 vs 1.4, P \u3c .01), and higher hospital charges (11,000, P \u3c .01). The rates of intra-abdominal injury were again similar. Conclusions: Controlling for extra-abdominal injuries, SI AASW patients have similar rates of intra-abdominal injury but use more resources
Diagnosis of Infection After Splenectomy for Trauma Should be Based on Lack of Platelets Rather Than White Blood Cell Count
Background: There is a lack of evidence-based criteria to assist the diagnosis of infection following trauma splenectomy (TS). However, the literature suggests that white blood cell count (WBC) is associated with infection in patients who undergo TS. We sought to find whether there exist key differences in laboratory and clinical parameters that can assist the diagnosis of infection after TS. Methods: We evaluated all consecutive trauma patients who had undergone TS at a Level 1 trauma center from 2005 to 2011 for the development of infection. To do this, we compared the values of demographic, laboratory, and clinical variables of infected and non-infected patients on odd post-operative days (POD) in the period from 1–15 days after TS. Results: Of 127 patients who underwent TS, 25 died within 48 h after the procedure and were excluded from our analysis, leaving, 102 patients for investigation. In the 41 (40%) patients who developed an infection, the mean day for the first infectious episode was POD 7 (range, POD 4–14). The three most common infections were pneumonia (51%), urinary tract infection (24%), and bacteremia (20%). An evaluation of laboratory and clinical parameters showed no differences in the WBC of the patients who did and did not develop infections at any time in the 15 d after TS. However, the platelet count was statistically significantly higher in non-infected patients on POD 3–9 and on POD 13, and maximal body temperature was statistically significantly higher in the infected group of patients during the first week after TS. Differences in laboratory and clinical values of the infected and non-infected patients were greatest on POD 5. Conclusions: Patients who undergo TS have high rates of infectious complications. The WBC is not a reliable predictor of infection in these patients in the 2 wks following TS. However, patients who do not develop infection after TS have statistically significantly higher absolute platelet counts and rates of change in their daily platelet counts than those who develop infection
Diagnosis of Infection After Splenectomy for Trauma Should be Based on Lack of Platelets Rather Than White Blood Cell Count
Background: There is a lack of evidence-based criteria to assist the diagnosis of infection following trauma splenectomy (TS). However, the literature suggests that white blood cell count (WBC) is associated with infection in patients who undergo TS. We sought to find whether there exist key differences in laboratory and clinical parameters that can assist the diagnosis of infection after TS. Methods: We evaluated all consecutive trauma patients who had undergone TS at a Level 1 trauma center from 2005 to 2011 for the development of infection. To do this, we compared the values of demographic, laboratory, and clinical variables of infected and non-infected patients on odd post-operative days (POD) in the period from 1–15 days after TS. Results: Of 127 patients who underwent TS, 25 died within 48 h after the procedure and were excluded from our analysis, leaving, 102 patients for investigation. In the 41 (40%) patients who developed an infection, the mean day for the first infectious episode was POD 7 (range, POD 4–14). The three most common infections were pneumonia (51%), urinary tract infection (24%), and bacteremia (20%). An evaluation of laboratory and clinical parameters showed no differences in the WBC of the patients who did and did not develop infections at any time in the 15 d after TS. However, the platelet count was statistically significantly higher in non-infected patients on POD 3–9 and on POD 13, and maximal body temperature was statistically significantly higher in the infected group of patients during the first week after TS. Differences in laboratory and clinical values of the infected and non-infected patients were greatest on POD 5. Conclusions: Patients who undergo TS have high rates of infectious complications. The WBC is not a reliable predictor of infection in these patients in the 2 wks following TS. However, patients who do not develop infection after TS have statistically significantly higher absolute platelet counts and rates of change in their daily platelet counts than those who develop infection
Analogue tuning of particle focusing in elasto-inertial flow
We report a unique tuneable analogue trend in particle focusing in the laminar and weak viscoelastic regime of elasto-inertial flows. We observe experimentally that particles in circular cross-section microchannels can be tuned to any focusing bandwidths that lie between the "SegreSilberberg annulus" and the centre of a circular microcapillary. We use direct numerical simulations to investigate this phenomenon and to understand how minute amounts of elasticity affect the focussing of particles at increasing flow rates. An Immersed Boundary Method is used to account for the presence of the particles and a FENE-P model is used to simulate the presence of polymers in a Non-Newtonian fluid. The numerical simulations study the dynamics and stability of finite size particles and are further used to analyse the particle behaviour at Reynolds numbers higher than what is allowed by the experimental setup. In particular, we are able to report the entire migration trajectories of the particles as they reach their final focussing positions and extend our predictions to other geometries such as the square cross section. We believe complex effects originate due to a combination of inertia and elasticity in the weakly viscoelastic regime, where neither inertia nor elasticity are able to mask each other\u27s effect completely, leading to a number of intermediate focusing positions. The present study provides a fundamental new understanding of particle focusing in weakly elastic and strongly inertial flows, whose findings can be exploited for potentially multiple microfluidics-based biological sorting applications
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