Miracle-dz/UniFAR-FTUs huggingface dataset:
Grouting Mechanism in Water-Bearing Fractured Rock Based on Two-Phase Flow

Grouting is always used in mine water plugging, reinforcement, and other disaster prevention projects. The diffusion mechanism of slurry in fractured rock is affected by geological environment and slurry performance, which should be revealed and characterized better. Based on the two-phase flow diffusion theory, a slurry diffusion model considering flowing water condition was established for a blocking area of a fracture zone in one case from China. The feasibility of two-phase flow model in grouting diffusion calculation was analyzed. The diffusion model in dynamic water environment was studied, and the diffusion range varying with time in the grouting area of Zhangji Coal Mine was explored. The optimization method of multi grouting holes was put forward, and the influence of water flowing was discussed. The results show that the slurry diffusion calculated by the two-phase flow model was feasible and consistent with the experimental study. The dynamic water can change the conventional circular diffusion state of slurry, but its pattern was oval and leaf type. There were different penetration distances in directions, and typical grouting voids were made on the side and upstream. When the single-hole grouting was carried out, the predetermined value can be achieved in the height range, but it was only about 15 m on the side because of the water flowing, which cannot meet the requirements. The optimization scheme of grouting was put forward, which adopted multiple grouting holes in the long side, and grouting in different directions and periods to avoid the possible problems of multihole intersection. The rationality and effectiveness of the proposed optimization method were verified through the calculation of water yield and analysis of cement composition from the drilling core in the grouted zone. In the grouting process, the water flowing has double effects, which has a significant role in promoting and scouring along the flow direction, but there is a significant weakness in the side diffusion. It is very important to realize the rational use of the dynamic water through the optimization scheme. This study is an important basic work of grouting mechanism, and it is expected to promote the development of grouting technology and application of two-phase fluid-solid coupling theory.
Predicting Domestic Abuse (Fairly) and Police Risk Assessment

ABSTRACT Domestic abuse victim risk assessment is crucial for providing victims with the correct level of support. However, it has been shown that the approach currently taken by most UK police forces, the Domestic Abuse, Stalking, and Honour Based Violence (DASH) risk assessment, is not identifying the most vulnerable victims. Instead, we tested several machine learning algorithms and propose a predictive model, using logistic regression with elastic net as the best performing, that incorporates information readily available in police databases, and census-area-level statistics. We used data from a large UK police force including 350,000 domestic abuse incidents. Our models made significant improvement upon the predictive capacity of DASH, both for intimate partner violence (IPV; AUC = .748) and other forms of domestic abuse (non-IPV; AUC = .763). The most influential variables in the model were of the categories criminal history and domestic abuse history, particularly time since the last incident. We show that the DASH questions contributed almost nothing to the predictive performance. We also provide an overview of model fairness performance for ethnic and socioeconomic subgroups of the data sample. Although there were disparities between ethnic and demographic subgroups, everyone benefited from the increased accuracy of model-based predictions when compared with officer risk predictions.
Optimizing Automated Programming Contracts with Modified Ant Colony Optimization

Development of sufficiently optimized software coding Contracts with insignificant association from developers directs at lowering the setbacks in abiding by the input specifications of the software, delivering systematic testing of several real life software. The associated framework put forward primarily speculates dependency aspects signifying both behavior and semantic attributes well-defined as conditions in a Decision tree as Automated Contracts for conformance with input specs. The contracts are perfected based on their feasibility with a modified form of Ant Colony Optimization algorithm motivated by pursuing behavior of ant colonies of real world, with considerable comprehensiveness in the Fault identification potential. This research focuses on the decision tree classifiers are J48, RandomForest classifiers have same precision value which is 0.96 of precision value. RandomTree and REPTree classifiers have same precision value which is 0.95 of precision value, HoeffdingTree classifier is 0.82 of precision, DecisionStump is zero precision value. The J48, RandomForest classifiers have same recall value which is 0.96 of recall value. RandomTree and REPTree classifiers have same recall value which is producing 0.95 of recall value, HoeffdingTree classifier is having 0.76 of recall value, DecisionStump is having zero precision value.The RandomForest is having highest ROC value whichi is 1. The J48 classifier , REPTree classifier have 0.99 ROC value. HoeffdingTree classifier is 0.98 of recall value, RandomTree classifier has 0.97 ROC value and finally the lowest ROC value is produced by DecisionStump Decision classifier.The RandomForest, RandomTree, REPTree classifiers are having highest PRC Area value which is 0.99. The J48 classifier is having 0.92 PRC Area, HoeffdingTree classifier is 0.85 of PRC Area, and DecisioStump classifier is having 0.23 PRC Area value. Among the set of decision classifiers, the J48 decision classifier is producing the best results based on the accuracy, precision, recall, ROC and PRC area values which are compare with other models.
How Does Restorative Justice Work? A Qualitative Metasynthesis

A systematic effort to answer in what ways and contexts the claims of restorative justice (RJ) prove persuasive is lacking. We address this gap through a metasynthesis of qualitative studies. Drawing on 26 studies identified through the systematic literature search, we identified three overarching themes to understand “how RJ works”: (1) opportunities for humanization, learning, and putting emotions of victims and individuals who committed a crime at the center of conflict-solving, (2) support networks and mechanisms for communication, and (3) life-changing journey enshrined in healing. We develop a line of argument showing how the micro-, meso-, and macro-elements of RJ interact with each other. While offering reflections on the limitations of existing literature around this key issue, we conclude with implications for advancing research of RJ.
Progress and prospects of thick-film organic solar cells

With the continuous improvements in the performances of laboratory-scale organic solar cells (OSCs), the development of efficient OSCs with thick active layers compatible with large-area printing processes is an inevitable requirement for commercialization in this field. Although high power conversion efficiencies (PCEs) of over 17% have been achieved using non-fullerene acceptors (NFAs) in thin-film OSCs, the performance of thick-film OSCs lag behind those of thin-film OSCs owing to the increased probability of charge recombination in thick film. To realize a transition from the laboratory-scale to industrial high-throughput manufacturing, the foremost aspect is to develop highly efficient photoactive materials that are capable of exhibiting attractive performances under a thick film with an optimal morphology for charge generation and transport. In this review, we summarize the developments of materials used for efficient thick-film OSCs over the last decades and present the remaining challenges for realizing the practical application of OSCs.
Comparative Evaluation of the Visual and Refractive Outcomes Following SMILE, FS-LASIK, and T-PRK Surgery: A Retrospective, Non-Blinded Clinical Study

Background: To comparatively evaluate of the visual and refractive outcomes after small-incision lenticule extraction (SMILE), femtosecond laser-assisted in situ keratomileusis (FS-LASIK), and transepithelial photorefractive keratectomy (T-PRK) surgery.Methods: This was a retrospective, case-series, non-blinded clinical study. Consecutive eligible patients underwent SMILE, FS-LASIK, and T-PRK at the Department of Ophthalmology of Peking Union Medical Hospital, a tertiary referral center. All myopic patients were treated with corneal refractive surgery (SMILE, FS-LASIK, and T-PRK) using the VisuMax (Carl Zeiss Meditec AG, Jena, Germany) 500-kHz femtosecond laser system and the Amaris 750S excimer laser platform (SCHWIND eye-tech solutions, Kleinostheim, Germany). Visual and topographic astigmatism changes at 6 months were the main outcome measure. Secondary outcomes were the efficacy index at 1, 3, and 6 months postoperatively.Results: We recruited 75 consecutive patients (mean age, 27.88 ± 5.76 years; 68% women; all Asian) with no significant differences between groups in terms of preoperative demographic data, except in preoperative spherical equivalent (SE) (-5.54 ± 1.86 D, -5.64 ± 1.66 D, and -3.78 ± 1.30 D, respectively; P<0.001), astigmatism (1.24 ± 1.62 D, 1.16 ± 0.75 D, and 0.72 ± 0.42 D, respectively; P=0.008), and residual bed thickness (313.08 ± 32.18 μm, 427.59 ± 30.69 μm, and 427.09 ± 41.07 μm, respectively; P<0.001). A superior efficacy index was shown in SMILE and FS-LASIK compared to T-PRK 1 month after surgery.Conclusions: The results from this retrospective, non-blind, case-series clinical study suggest that all of the corneal refractive surgery options are safe and effective. However, while SMILE and FS-LASIK procedures have equal visual outcomes, they have superior efficacy index values in the early postsurgical period.
Impulse response of turbulent flow in smooth and riblet-walled channels to a sudden velocity increase

ABSTRACT This paper explores the use of a small-span direct numerical simulation for a transient, smooth-wall turbulent channel flow and then applies the small-span simulation to a transient channel flow with riblets. A flow configuration similar to that of S. He and M. Seddighi (J Fluid Mech. 2013;715:60–102) is used to study the impulse response of a half-height channel flow to an abrupt increase in bulk velocity (with a friction Reynolds number increasing from 180 to 418). A minimal domain span sufficient to include the near-wall quasi-streamwise vortices in the ‘healthy turbulence’ region is used. The turbulent flow undergoes reverse transition toward a quasi-laminar state, followed by a retransition phase to the new equilibrium state. On a smooth wall, detailed comparisons with a full-span case show that the small-span test case captures satisfactorily the essential dynamics during the entire transition process, although it yields a slight delay in recovery to the new equilibrium. This difference is attributed to a slower streak transient growth due to an underestimation of near-wall spanwise fluctuations. This underestimation is associated with the missing large attached eddies that are not contained in the small span of the simulation domain. These comparisons justify the use of small-span simulations for identifying the main flow physics in a non-equilibrium accelerating wall turbulence. The application to the riblet flow shows that riblets do not fundamentally affect the flow dynamics, but delay the retransition as a result of significantly milder streak meandering. The streak-stabilisation effect of riblets is still active in a strongly accelerating turbulence and tends to prolong the flow recovery.
Modelling of Amplitude Modulated Vocal Fry Glottal Area Waveforms Using an Analysis-by-Synthesis Approach

The characterization of voice quality is important for the diagnosis of a voice disorder. Vocal fry is a voice quality which is traditionally characterized by a low frequency and a long closed phase of the glottis. However, we also observed amplitude modulated vocal fry glottal area waveforms (GAWs) without long closed phases (positive group) which we modelled using an analysis-by-synthesis approach. Natural and synthetic GAWs are modelled. The negative group consists of euphonic, i.e., normophonic GAWs. The analysis-by-synthesis approach fits two modelled GAWs for each of the input GAW. One modelled GAW is modulated to replicate the amplitude and frequency modulations of the input GAW and the other modelled GAW is unmodulated. The modelling errors of the two modelled GAWs are determined to classify the GAWs into the positive and the negative groups using a simple support vector machine (SVM) classifier with a linear kernel. The modelling errors of all vocal fry GAWs obtained using the modulating model are smaller than the modelling errors obtained using the unmodulated model. Using the two modelling errors as predictors for classification, no false positives or false negatives are obtained. To further distinguish the subtypes of amplitude modulated vocal fry GAWs, the entropy of the modulator’s power spectral density and the modulator-to-carrier frequency ratio are obtained.
Longitudinal Evaluation of mRNA Vaccinated Subjects using a Quidel Multianalyte Point-of-Care SARS-CoV-2 IgG Immunoassay

Infection from SARS-CoV-2 elicits an immune response to the nucleocapsid (N) and spike proteins (subunits S1 and S2). In this study, we set out to understand the utility of the multiplexed Quidel Sofia 2 SARS-CoV-2 IgG Antibody Fluorescent Immuno-Assay (FIA) that measures IgG antibodies against these three primary SARS-CoV-2 antigens from a single sample in 15 minutes. Using this assay with samples that were collected prior to the COVID-19 pandemic (n=816) and diseased state samples (n=99), the specificities for the three antigens were 98.4-99.9% and 98.0-100.0%, respectively. A longitudinal study was designed to collect weekly fingerstick, venous whole blood, serum and plasma samples from subjects vaccinated with the Moderna or Pfizer/BioNtech mRNA vaccines. The majority of these enrolled subjects had no known prior infection while a subset was known to have had prior COVID-19 infection. We found that the fingerstick whole blood samples performed as effectively as serum, plasma, and venous whole blood samples with a 95.8-99.5% agreement allowing physicians in a near-patient setting to rapidly provide results to their patients. Additionally, as this assay measures an IgG response against three viral proteins, S1, S2 and N, we were able to characterize immune response between i) naturally infected subjects, ii) vaccinated subjects with no prior infection, iii) vaccinated subjects with known prior infection, and iv) vaccinated subjects with prior asymptomatic exposure/infection. The Quidel Sofia 2 SARS-CoV-2 IgG FIA will aid in providing insights to the protective humoral responses as an increasing number of the world population is vaccinated against SARS-CoV-2.
Built on Borders: Tensions with the Institution Liberalism (Thought It) Left Behind

Abstract The Liberal International Order is in crisis. While the symptoms are clear to many, the deep roots of this crisis remain obscured. We propose that the Liberal International Order is in tension with the older Sovereign Territorial Order, which is founded on territoriality and borders to create group identities, the territorial state, and the modern international system. The Liberal International Order, in contrast, privileges universality at the expense of groups and group rights. A recognition of this fundamental tension makes it possible to see that some crises that were thought to be unconnected have a common cause: the neglect of the coordinating power of borders. We sketch out new research agendas to show how this tension manifests itself in a broad range of phenomena of interest.
Evidence for Introgressive Hybridization between Native Dolly Varden (Salvelinus curilus (syn. Salvelinus malma)) and Introduced Brook Trout (Salvelinus fontinalis) in the Nishibetsu River of Hokkaido, Japan

Hybridization is one of the negative outcomes for the introduction of non-native species, which can lead to rapid displacement and genetic extinction of native species. Salmonid fishes have been widely introduced outside of their native ranges for food supply and recreational fishing. Here, we investigate the occurrence of introgressive hybridization among native Dolly Varden (Salvelinus curilus (syn. Salvelinus malma)), white-spotted charr (Salvelinus leucomaenis), and introduced brook trout (Salvelinus fontinalis), in streams of the Nishibetsu River, Hokkaido, Japan. Microsatellite DNA analysis detected five hybrids between native Dolly Varden and introduced brook trout. This is the first evidence for hybridization between native Dolly Varden and introduced brook trout, while the latter has been known to hybridize with many other salmonids. Furthermore, incongruence between mitochondrial DNA and microsatellite DNA analyses suggested introgression among the three Salvelinus species. Further studies to estimate the hybrid fitness are necessary to understand how hybridization among the three species affects the native species.
Selection and validation of reference genes in all-red Amaranth (Amaranthus tricolor L.) seedlings under different culture conditions

ABSTRACT Amaranth is rich in betalain. Both betalain metabolites and plant growth are affected by external factors. However, studies of amaranth seedling growth and betalain metabolism are limited by a lack of appropriate reference genes for qRT-PCR analyses. We selected 13 candidate reference genes from the amaranth transcriptome database and tested their expression stability under various environmental conditions and plant growth regulators. Five methods were used for the analysis: geNorm, NormFinder, BestKeeper, ΔCt, and RefFinder. The most stable reference genes were SAND and RAN1 for light quality, SAND and EIF5a for photoperiod, Actin-7 and TuA for temperature, SAND and Actin-7 for different tissue, SAND and EIF5a for NaCl, SAND and 60S RPL for GA3, 28S rRNA and 18S rRNA for 6-BA, 18S rRNA and 60S RPL for 2,4-D, EIF5a and 28S rRNA for ABA, Actin-11 and SKIP35 for SA, 28S rRNA and Actin-7 for MeJA, SAND and EIF5a for all samples. To further verify the reliability of the reference genes identified in this study, the expression levels of CYP76AD1 were studied in amaranth. This is the first systematic analysis aimed at the selection of reference genes for qRT-PCR in A. tricolor under different culture conditions.
A fault-diagnosis and tolerant control technique for five-level cascaded H-bridge inverters

Reliability is a major concern for multilevel inverters (MLIs) in all industrial applications. The consequences of faults increase as the number of power semiconductor devices increases and may lead to serious damage to the overall system. To prevent such issues, an effective fault ‐ detection technique is required. A detailed analysis is presented of five ‐ level cascaded H ‐ bridge MLIs under healthy and faulty conditions. A fault ‐ detection technique based on total harmonic distortion and a normalized output voltage factor is presented. Also discussed is a fault ‐ isolation technique based on reduction of amplitude modulation, which results in a fault ‐ tolerant inverter. The level ‐ shifted pulse ‐ width modulation (LSPWM) technique is used for switching operation. LSPWM is most suitable for MLIs that require less computational effort. The presented fault ‐ diagnosis technique can be implemented on MLI ‐ based drives, grid ‐ connected operations etc. without any major changes. The simulation and hardware results are presented to validate the proposed fault ‐ detection and fault ‐ tolerant control technique at different power factors.
Multi-continuum manipulators shape reconstruction using inertial navigation sensors and cameras

Purpose Continuum manipulators are often used in complex and narrow space in recent years because of their flexibility and safety. Vision is considered to be one of the most direct methods to obtain its spatial shape. However, with the improvement of the cooperation requirements of multiple continuum manipulators and the increase of space limitation, it is impossible to obtain the complete spatial shape information of multiple continuum manipulators only by several cameras. Design/methodology/approach This paper proposes a fusion method using inertial navigation sensors and cameras to reconstruct the shape of continuum manipulators in the whole workspace. The camera is used to obtain the position information, and the inertial navigation sensor is used to obtain the attitude information. Based on the above two information, the shape of the continuum manipulator is reconstructed by fitting Bézier curve. Findings The experiment result of single continuum manipulator shows that the cubic Bézier curves is applicable to curve fitting of variable curvature, the maximum fitting error is about 2 mm. Meanwhile, the experiment result shows that this method is not affected by obstacles and can still reconstruct the shape of the continuum manipulators in 3-D space by detecting the position and attitude information of the end. Originality/value According to the authors’ knowledge, this is the first study on spatial shape reconstruction of multiple continuum manipulators and the first study to introduce inertial navigation sensors and cameras into the field of shape reconstruction of multiple continuum manipulators in narrow space. This method is suitable for shape reconstruction of manipulator with variable curvature continuum manipulator. When the vision of multiple continuum manipulators is blocked by obstacles, the spatial shape can still be reconstructed only by exposing the end point. The structure is simple, but it has certain accuracy within a certain range.
Variety of Iron Oxide Inclusions in Sapphire from Southern Vietnam: Indication of Environmental Change during Crystallization

Sapphires from alluvial deposits associated with Cenozoic basalts in Southern Vietnam were collected for investigation of mineral inclusions. In this report, primary iron oxide inclusions were focused on, with detailed mineral chemistry using a Raman spectroscope and electron probe micro-analyzer. Consequently, a variety of iron oxide inclusions were recognized as wüstite, hercynite, and ilmenite. Ilmenite falling within an ilmenite–hematite series ranged in composition between Il24-30He36-38Mt35-40 and Il49-54He34-40Mt7-10, classified as titanomagnetite and titanohematite, respectively. Wüstite with non-stoichiometry, (Fe2+0.3-0.9)(Ti3+<0.179Al3+≤0.6Cr3+<0.1Fe3+≤0.46)☐≤0.23O, was associated with hercynite inclusions, clearly indicating cogenetic sapphire formation. Wüstite and sapphire appear to have been formed from the breakdown reaction of hercynite (hercynite = sapphire+wüstite) within a reduction magma chamber. Titanohematite and titanomagnetite series might have crystallized during iron–titanium reequilibration via subsolidus exsolution under a slightly oxidized cooling process.