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O ESTADO ENQUANTO UM ASPECTO DERIVADO: UMA ANÁLISE SINTÁTICO-SEMÂNTICA
Letícia Lucinda Meirelles

Letícia Lucinda Meirelles

April 14, 2025
RESUMO: Neste texto, registramos o projeto de pesquisa intitulado "O estado enquanto um aspecto derivado: uma análise sintático-semântica", desenvolvido sob a coordenação da
A Cost Comparison of Neurofeedback and Alternative Mental Health Treatments: Evaluati...
Hassan Jubair

Hassan Jubair

April 02, 2025
AbstractMental health disorders, including anxiety, depression, PTSD, and ADHD, are increasingly prevalent, yet financial barriers limit access to effective treatments. This study provides a cost comparison of Neurofeedback Therapy and alternative mental health treatments, including Cognitive Behavioral Therapy (CBT), Eye Movement Desensitization and Reprocessing (EMDR), Transcranial Magnetic Stimulation (TMS), and Exomind Treatment. The findings reveal that CBT ($1,200–$5,000) and EMDR ($600–$2,400) are among the most financially accessible options, while Neurofeedback ($2,000–$8,000) and TMS ($4,000–$15,000) present significant cost barriers. Exomind Treatment ($4,800 for six sessions) represents one of the highest-cost emerging interventions. Insurance coverage remains limited for Neurofeedback, TMS, and Exomind, further restricting access. This study underscores the need for policy interventions, expanded insurance coverage, and cost-effectiveness analyses to improve treatment accessibility. Findings suggest that while neurotechnology-based treatments offer promising non-invasive and medication-free alternatives, financial constraints continue to disproportionately affect patient choice. Future research should explore long-term cost-benefit analyses, regional price variations, and treatment efficacy comparisons to inform healthcare policies and patient decision-making.Keywords: Mental Health Treatment Cost, Neurofeedback, Cognitive Behavioral Therapy, Transcranial Magnetic Stimulation, Insurance Coverage, Treatment AccessibilityIntroductionMental health disorders, including anxiety, depression, post-traumatic stress disorder (PTSD), and attention deficit hyperactivity disorder (ADHD), affect millions of individuals worldwide. Effective treatments range from traditional psychotherapy methods, such as Cognitive Behavioral Therapy (CBT) and Eye Movement Desensitization and Reprocessing (EMDR), to emerging neurotechnology-based interventions, including Neurofeedback Therapy, Transcranial Magnetic Stimulation (TMS), and Exomind Treatment (Association, 2022).While the effectiveness of these treatments has been widely studied, the financial accessibility of different mental health interventions remains a significant barrier for many individuals. High treatment costs can limit access to evidence-based interventions, leading to disparities in mental health care (Van Weel & Knottnerus, 1999).Neurofeedback therapy has gained attention as a non-invasive, drug-free intervention for mental health conditions, but its financial feasibility compared to other available treatments is still debated (Marzbani et al., 2016; Jubair et al. 2024). This study aims to analyze the cost of Neurofeedback Therapy in comparison to alternative mental health treatments, assessing the financial burden and accessibility of each intervention.This research seeks to answer the following questions: (1) How does the cost of Neurofeedback compare to other mental health treatments? (2)What are the financial implications of treatment length and insurance coverage? (3) How do cost differences impact accessibility and patient choice?By comparing the cost structures of various therapies, this study provides insight into the affordability and financial feasibility of mental health treatments, informing both patients and policymakers on the economic challenges of mental health care.ResultsThe cost comparison of Neurofeedback Therapy and alternative mental health treatments reveals significant variations in financial accessibility. Table 1 provides a detailed breakdown of the cost structure across six treatment modalities.
Da Vinci SP y la Proliferación de robots quirúrgicos Asiáticos
Xavier Pardell Peña

Xavier Pardell Peña

April 02, 2025
A document by Xavier Pardell Peña. Click on the document to view its contents.
Die Psychologie der Emotionen: Mechanismen, Modelle und kognitive Interaktionen
Nik Jenzer

Nik Jenzer

April 02, 2025
Diese Studie untersucht aktuelle Modelle und neurokognitive Mechanismen der Emotionspsychologie mit besonderem Fokus auf kognitive Interaktionen. Durch einen systematischen Vergleich etablierter Emotionstheorien – von Ekmans Basisemotionen bis zur Schachter-Singer-Theorie – werden konzeptuelle Gemeinsamkeiten und Widersprüche herausgearbeitet. Neurokognitive Prozesse der Emotionsentstehung werden anhand aktueller Forschungsergebnisse analysiert, wobei die Emotions-Kognitions-Interaktion einen Schwerpunkt bildet. Der bislang wenig erforschte Zusammenhang zwischen Emotionsverarbeitung und Aphantasie wird kritisch beleuchtet. Die methodischen Limitationen der gegenwärtigen Emotionsforschung werden diskutiert und zukünftige Forschungsperspektiven aufgezeigt, einschliesslich ethischer Implikationen KI-basierter Emotionsforschung. Die Studie leistet einen Beitrag zum besseren Verständnis emotionaler Prozesse und ihrer Bedeutung für menschliches Erleben und Verhalten.
Mitigate Quantum Decoherence Due to Cosmic Rays and Implementation Gauge Symmetry for...
Pallab Biswas

Pallab Biswas

April 02, 2025
Pallab Biswas*
Vorratsdatenspeicherung und der gläserne B ürger
Jan B Schmidt

Jan B Schmidt

April 02, 2025
Die EU plant seit 2004, eine gesetzliche Grundlage zu schaffen um Verbindungs-und Standortdaten aller Arten von Telekommunikation (u. a. DSL, Mail, SMS, VoIP) längerfristig zu speichern. Auf die gespeicherten Daten sollen staatliche Einrichtungen wie beispielsweise Zoll, Polizei, die Finanzkontrolle Schwarzarbeit des Zolls sowie die Nachrichtendienste Zugriff haben. Die " Richtlinie des Europäischen Parlaments und des Rates über die Vorratsdatenspeicherung von Daten (.. .)" soll nunmehr mit Hilfe des " Gesetzes zur Neuregelung der Telekommunikationsüberwachung" in nationales Recht gegossen werden. Dies würde konkret bedeuten, dass ab dem 1.1.2008 sämtliche Verbindungsdaten aller Bundesbürger mindestens 6 Monate lang gespeichert werden. Bislang ist die Speicherung nur für Abrechnungszwecke zulässig, bei Nutzern einer DSL-Flatrate entfällt die Speicherung, da sie für die eigentliche Abrechnung nicht benötigt wird. Bundesjustizministerin Zypries sieht sogar bis zu 24 Monate Speicherung vor, obwohl die EU nur 6 Monate fordert. Gespeichert würden nicht die Inhalte, allerdings ist es anhand des Kommunikationsprofils eines Menschen natürlich möglich, Rückschlüsse auf seine Lebensumstände zu ziehen. Wann surft jemand privat im Internet? Zu wem hat der/die Betreffende Kontakt? Auch die Kontaktaufnahme zu einem Arzt, einem Seelsorger, einem Anwalt würde gespeichert und könnte mindestens 6 Monate lang abgerufen werden. Mit Hilfe der Verbindungsda
Aphantasie: Eine wissenschaftliche Standortbestimmung
Nik Jenzer

Nik Jenzer

April 01, 2025
Aphantasie, das Phänomen des fehlenden bildlichen Vorstellungsvermögens, ist ein faszinierendes und noch relativ unerforschtes Gebiet der kognitiven Neurowissenschaften und Psychologie. Diese Arbeit untersucht die Definition, den aktuellen Stand der Forschung, widersprüchliche Erkenntnisse und die Implikationen dieses Phänomens. Ziel ist es, ein umfassendes Verständnis von Aphantasie zu schaffen, das sowohl wissenschaftlich fundiert als auch zugänglich für ein breites Publikum ist.
Does pollen form follow function? Effects of stigma type, pollination type and habita...
Sergey Rosbakh
Massimo Nepi

Sergey Rosbakh

and 2 more

April 01, 2025
Pollen grains exhibit striking morphological diversity, yet the ecological drivers of this variation remain poorly understood. We tested whether pollination mode, habitat moisture, and stigma type shape pollen traits related to dispersal, desiccation tolerance, and hydration. Using 13 morphological traits from 1,151 European angiosperms and phylogenetically informed models, we found that insect-pollinated species produce larger, coated grains with thicker exine, while wind-pollinated species had small, smooth, lightweight grains enhancing aerial dispersal. Habitat moisture influenced traits linked to protection and hydration, though some long-standing predictions (e.g. variation in aperture number, simplified exine ornamentation) were not supported, possibly due to phylogenetic constraints or trait generalisation. Pollen morphology also reflected stigma type: dry-stigma species showed more surface coatings, whereas wet-stigma species produced larger, thinner-walled grains suited for rapid hydration. Our results demonstrate that pollen morphology reflects adaptation to ecological and reproductive conditions, supporting a trait-based framework for studying pollen function and evolution.
Prognostic Value of Right Ventricular Function Assessed by Echocardiography in Patien...
Hesham Refaat
Mohamed Arab

Hesham Refaat

and 1 more

April 01, 2025
Purpose: Right ventricular (RV) infarction complicates one third of inferior ST segment elevation myocardial infarctions (STEMI). Our aim was to evaluate RV function to assess its in-hospital and long-term prognostic value. Methods: We enrolled 247 patients with inferior STEMI treated with primary angioplasty. Echocardiography was performed within 48 hours and after 6 months including RV myocardial performance index (RVMPI), RV fractional area change (RVFAC), tricuspid annular plane systolic excursion (TAPSE), RV global longitudinal strain (RVGLS), and pulmonary artery systolic pressure (PASP). Major adverse cardiac events (MACE) were reported during 6 months follow up. The patients were categorized into MACE and non-MACE groups. Results: In patients with MACE, RV diastolic dysfunction occurred earlier as evidenced by lower E‘ wave velocity (5.8 ± 1.03 vs. 9.1 ± 2.8 cm/s, P=0.04) and higher E/E‘ (10.1 ± 3.1 vs. 6.1 ± 2.3, P=0.03). After 6 months, distorted RV geometry and RV systolic dysfunction; evidenced by lower RVFAC (32.2 ± 3.6% vs. 38.06 ± 3.9%, P=0.04), lower TAPSE (14.6 ± 1.2 vs. 17.3 ± 1.7 mm, P=0.02), higher RVGLS (-14.5 ± 2.6% vs. -17.5 ± 1.2%, P=0.04) and higher PASP (29.8 ± 3.2 vs. 24.1 ± 2.2 mmHg, P=0.01), was reported later on. Multivariate analysis documented E‘ wave velocity, E/E‘, RVFAC, and TAPSE as strong predictors of MACE. Conclusion: In inferior STEMI, RV diastolic dysfunction occurs earlier in patients with MACE. However, RV systolic dysfunction and impaired RV geometry develop later on. E‘ wave velocity, E/E‘, RVFAC, and TAPSE are strong independent predictors of MACE.
Surface Runoff and Watershed Yield to Increase Due to Climate Change: Implications fo...
Reuben Ruttoh
John P. O. Obiero

Reuben Ruttoh

and 5 more

April 01, 2025
Global climate change influences the natural ecosystem and is a threat to human livelihood. Kenya is vulnerable to changing climate with Kibwezi watershed experiencing intense land degradation that has resulted to limited water resource. The Soil and Water Assessment Tool Plus (SWAT+) model was used to assess the impact of climate change on surface runoff in Kibwezi watershed. The future climate was developed from Regional Circulation Models (RCMs) of the Coordinated Regional Climate Downscaling Experiments (CORDEX) under Representative Concentration Pathways (RCPs) 4.5 and 8.5. The daily precipitation, minimum and maximum temperature were biased corrected using the Distribution Mapping method. The study assessed the changes in precipitation and temperature, and its impacts on surface runoff for the short- (2010-2039), medium- (2040-2069) and long-term (2070-2100) periods, compared with baseline (1972-2005). The SWAT+ model was calibrated and validated using evapotranspiration data from 2010-2018 with performance results of NSE at 0.76 and 0.76, and R 2 of 0.87 and 0.79 respectively obtained. The results of the mean ensemble RCM models showed that precipitation increased by 16.5-25.2% in RCP 4.5 and 15.7-71.3% in RCP 8.5 by 2100 although with some temporal variations. The March-April-May (MAM) rainfall season average monthly amounts projected to decrease, while October-November-December (OND) expected to increase significantly. The minimum and maximum temperature increase by 2.3-3.3 ° C for RCP 4.5 and 4.3-5.9 ° C for RCP 8.5 respectively by 2100. The evapotranspiration projected to increase linearly in all the RCMs models across the time series and scenarios. The watershed budget increased by an average of 54.7% in the RCPs by 2100 making more water available for surface runoff. Surface runoff will increase by 83.7-112.8% for RCP 4.5 and 70.7-397.3% in RCP 8.5 by 2100. The increased in water yield would favour agriculture but water conservation measures are required to minimize the effects of climate change due to increased surface runoff in Kibwezi watershed.
RECOVERING ALL COEFFICIENTS IN THE SCHRÖDINGER EQUATION WITH FINITE SETS OF BOUNDARY...
Shitao Liu
Antonio Pierrottet

Shitao Liu

and 1 more

April 01, 2025
We consider an inverse problem of recovering all spatial dependent coefficients in the time dependent Schrödinger equation defined on an open bounded domain in R n , n≥2, with smooth enough boundary. We show that by appropriately selecting a finite number of initial conditions and a fixed Dirichlet boundary condition, we may recover all the coefficients in a Lipschitz stable fashion from the corresponding finitely many boundary measurements made on a portion of the boundary. The proof is based on a direct approach, which was introduced in [11], to derive the stability estimate directly from the Carleman estimates without any cut-off procedure or compactness-uniqueness argument.
Successful Management of Acute Cholecystitis in Pregnancy Using Percutaneous Transhep...
Andrew Liman
Rongxing Zhou

Andrew Liman

and 1 more

April 01, 2025
Successful Management of Acute Cholecystitis in Pregnancy Using Percutaneous Transhepatic Cholangioscopy Under Local Anesthesia: A Case ReportAndrew Liman 1; Master of Clinical Medicine, MBBS; Biliary Surgical Department of West China Hospital; Address: 37th Guoxue Ln, Wuhou District, Chengdu, Sichuan, China. Zip code: 610041.Rongxing Zhou *; MD; Biliary Surgical Department of West China Hospital; Address: 37th Guoxue Ln, Wuhou District, Chengdu, Sichuan, China. Zip code: 610041.*Corresponding author; Email: Rongxingzhou@126.comCase ReportA 31-year-old female at 18 weeks of gestation presented with a 6-day history of persistent lower back and upper abdominal pain, accompanied by abdominal tightness and nausea. She denied fever, chills, or jaundice. Her medical history included a cesarean section 2 years prior, with an uneventful recovery. She had previously undergone percutaneous gallbladder drainage (PTGD) but reported no significant improvement in symptoms following 6 days of conservative antibiotic therapy and PTGD.On physical examination, the patient appeared stable, with no scleral or skin jaundice. The abdomen was distended but soft, with tenderness localized to the right upper quadrant and the xiphoid process. No rebound tenderness was noted, and the rest of the abdomen was non-tender. Hepatomegaly and renal enlargement were absent, but percussion pain was elicited in the right renal area.Laboratory testing revealed a white blood cell count of 7,150/μL (78% neutrophils), elevated C-reactive protein of 103 mg/L (reference: 0–6 mg/L), and hypokalemia with potassium at 3.23 mEq/L (reference: 3.6–5.2 mEq/L). Additional findings included low total protein (54.3 g/L; reference: 65–85 g/L), hypoalbuminemia (29.8 g/L; reference: 40–55 g/L), elevated alkaline phosphatase (130 U/L; reference: 35–100 U/L), and gamma-glutamyltransferase of 56 U/L, increased from a baseline of 45 U/L. Creatinine was slightly below the reference range at 40 μmol/L (reference: 48–79 μmol/L).Ultrasound imaging revealed a 2.2-cm gallstone, gallbladder wall thickening of 1.0 cm, and flocculent weak echogenic deposits within the gallbladder cavity.After consideration and communications with the patient and her family, we decided to perform Percutaneous Transhepatic Cholangioscopy (PTCS) under local anesthesia. Local anesthesia was administered at the 7th and 8th, as well as 8th and 9th, right paravertebral spaces. A combination of 15 mL of 33% ropivacaine and 15 mg dexamethasone was injected to achieve blockade of the intercostal nerves, providing region-specific numbness for the procedure. The PTCS procedure began with dilation of the existing PTGD fistula. A guidewire was advanced along the retained PTGD tube, and local anesthesia was administered at the puncture site using 2% lidocaine. The puncture channel was expanded to gain access to the gallbladder. Once access was achieved, a rigid cholangioscope was inserted to visualize the gallbladder, and fluid was flushed to dislodge smaller gallstones. Larger stones were fragmented using a ballistic lithoclast and retrieved with a lithotripter mesh basket. Intraoperative ultrasound was used to confirm the absence of residual gallstones.DisscussionThis 31-year-old pregnant patient at 18 weeks gestation presented with acute cholecystitis, as evidenced by persistent abdominal pain, elevated inflammatory markers (CRP 103 mg/L, neutrophil-predominant leukocytosis), and imaging findings of a 2.2 cm gallstone with gallbladder wall thickening. Despite 6 days of conservative management, including antibiotics and PTGD, her symptoms persisted, necessitating definitive intervention.Conservative antibiotic therapy, although appropriate as initial management, is insufficient in patients with persistent symptoms and structural abnormalities such as large gallstones. Antibiotics control infection but do not address the obstruction, risking progression to complications like sepsis, gallbladder perforation, or preterm labor. Comparative studies show that non-operative management leads to higher recurrence rates and prolonged morbidity 1 . This approach is inappropriate for this patient, given her ongoing symptoms and elevated inflammatory markers.LC is the definitive treatment for acute cholecystitis and is generally safe during the second trimester 2 . It effectively removes the gallbladder, preventing recurrence. However, general anesthesia poses systemic risks to the mother and fetus, including respiratory depression, hypotension, and uterine relaxation, which could trigger fetal distress 3 . The U.S. FDA has highlighted concerns about potential neurodevelopmental effects of general anesthetics on fetuses 4 . The PANDA and MASK studies associate in utero exposure to anesthesia with adverse behavioral outcomes, including worse Child Behavior Checklist (CBCL) scores 5,6 . Additionally, pregnancy-associated anatomical changes, such as uterine enlargement, increase the risks of trocar injury and surgical complications. While effective, LC’s reliance on general anesthesia makes it less favorable when safer alternatives exist.PTGD offers temporary relief by decompressing the gallbladder but does not resolve the underlying obstruction. Continued monitoring without further intervention increases the risk of disease progression, recurrence, and preterm labor. Delayed definitive management is associated with higher maternal and fetal morbidity 7, making this strategy unsuitable, particularly in symptomatic patients.PTCS presents a minimally invasive and effective alternative for managing acute cholecystitis during pregnancy. Unlike conservative therapy or PTGD, PTCS directly addresses the obstruction by removing gallstones, ensuring complete resolution of the condition8 . Compared to LC, PTCS offers several advantages, particularly in pregnant patients: (a)Avoidance of General Anesthesia: Local anesthesia avoids systemic drug exposure, reducing fetal neurotoxicity risks. It also minimizes cardiovascular and pulmonary stress, maintaining maternal hemodynamic stability. (b)Targeted Intervention: PTCS enables real-time visualization and precise removal of stones. Ultrasound guidance reduces radiation exposure compared to ERCP 9 . Complete resolution of obstruction reduces the need for additional interventions. (c)Lower Maternal and Fetal Risk: PTCS avoids uterine trauma and has a shorter recovery period compared to LC. Fewer complications, such as infection or prolonged hospitalization, are observed. Early intervention reduces the risk of preterm labor. (c)Psychological Benefits: Local anesthesia allows the patient to remain awake, reassured by interaction with the care team, reducing anxiety. (d)Efficiency and Future Planning: PTCS resolves the acute condition during pregnancy, allowing LC to be performed postpartum when it is safer and more practical. This staged approach optimizes maternal and fetal outcomes.The diagnosis is acute cholecystitis with gallbladder obstruction, refractory to conservative management. Among the options, PTCS under local anesthesia is the preferred intervention due to its safety profile and effectiveness. It offers an excellent balance of efficacy and reduced risks, addressing both maternal and fetal concerns while demonstrating significant advantages over LC and other management strategies.This case underscores the value of minimally invasive procedures like PTCS in managing acute conditions during pregnancy.
Global, regional and national burdens of pediatric brain and CNS cancers (0-14 years)...
Dong Tang
Zheng Huang

Dong Tang

and 7 more

April 01, 2025
Background Pediatric brain and central nervous system (CNS) cancers are the second most common childhood malignancy, yet global burden trends and disparities remain understudied. Methods Using Global Burden of Disease (GBD) 1990–2021 data, we analyzed incidence, mortality, prevalence, and disability-adjusted life years (DALYs) in children aged 0–14 years across 204 countries. Joinpoint regression identified temporal inflection points, decomposition analysis quantified DALY drivers (population growth, aging, epidemiology), and Bayesian Age-Period-Cohort models projected burdens to 2036. Results Global incidence declined by 0.54% annually (1990–2021), with similar reductions in DALYs (-1.49%/year) and mortality (-1.46%/year). High-SDI regions achieved burden reductions through early diagnosis and advanced therapies, while low-SDI regions (e.g., sub-Saharan Africa) experienced rising burdens due to healthcare resource limitations. Decomposition analysis revealed epidemiological improvements drove DALY declines in high-SDI areas, whereas population growth increased burdens in low-SDI settings. Projections indicate persistent global declines by 2036, but regional disparities may widen without targeted interventions. Conclusion Strengthening diagnostic capacity and equitable access to therapies in low-resource settings is critical to reducing global disparities. This study provides evidence to guide policy reforms for pediatric CNS cancer control.
Therapeutic response of imatinib in bilateral infiltrative and leukostatic retinopath...
Anamika Patel
Ilaria Testi

Anamika Patel

and 3 more

April 01, 2025
Title PageTitle: Therapeutic response of imatinib in bilateral infiltrative and leukostatic retinopathy in CMLAnamika Patel1,2 Ilaria Testi1,2, David O’Connor3,4, Ameenat Lola Solebo1,5,61:Great Ormond Street Hospital for Children NHS Trust, London, UK2:Moorfields Eye Hospital, Uveitis Department, 162 City Rd, EC1V 2PD, London, UK3:Department of Haematology, University College London (UCL) Cancer Institute, London, UK4:Department of Haematology, Great Ormond Street Hospital for Children, London, UK5:Population, Policy and Practice Programme, UCL GOS Institute of Child Health, London, UK6:National Institute for Health Research Moorfields Biomedical Research Centre, London, UKCorresponding author:Dr Ameenat Lola Solebo1,2,3Address: Great Ormond Street Institute of Child Health, London WC1N IEH, UKAffiliation:1Population, Policy and Practice Programme, UCL GOS Institute of Child Health, London, UK2National Institute for Health Research Moorfields Biomedical Research Centre, London, UK3Great Ormond Street Hospital for Children NHS Trust, London, UKContact number : +44 7968 315885Email address: AmeenatLola.Solebo@gosh.nhs.ukWord Count for: 445Running title: Imatinib in CMLKey words: leukaemia, retinal infiltration, Imatinib, leukostatic retinopathyAbbreviation Key:
Trajectory of a Circular System
Simon Wat

Simon Wat

April 01, 2025
A document by Simon Wat. Click on the document to view its contents.
Cross-domain Learning Framework for Book-Movie Recommendation with RoBERTa and Distil...
Shubhanshi Singhal
Vikram Singh

Shubhanshi Singhal

and 1 more

April 01, 2025
Recommender systems (RSs) aim to streamline navigation through vast product repositories, with personalization as a critical development. However, modeling user preferences remains challenging due to their dynamic and complexity. Cross-domain learning (CDL) has emerged as a promising approach to enhance personalization by leveraging inter-domain knowledge. Despite advancements, modeling inter-domain knowledge is difficult due to the semantic heterogeneity of participating domains. This paper presents a cross-domain recommendation (CDR) framework and evaluates its effectiveness on ’Book-Movie’ item pairs, leveraging books as auxiliary data to enhance movie recommendations. Books offer richer contextual insights into users’ cognitive states, thereby addressing legacy challenges such as data sparsity and the cold-start problem. Using pre-trained models such as RoBERTa and DistilBERT, we propose a novel approach for inter-domain knowledge modeling, leveraging the capability of generative models to effectively capture inter-domain knowledge and transfer it to achieve a higher level of personalization in the target domain. RoBERTa, fine-tuned on book data, effectively captures contextual relationships and bridging semantic gaps between domains, whereas DistilBERT captures deep semantic relationships between the textual content of the book and movie domains. Evaluation metrics include LRAP, cross-entropy loss, and precision. RoBERTa outperformed DistilBERT, achieving LRAP (0.908), cross-entropy (0.269), and precision (0.96). Similarity measures, including domain overlap (0.992), domain generalization (0.7895), pairwise difference on Genre (1.418), and Exact Match Ratio (0.60) highlight strong alignment between book and movie genres. This work emphasizes a multi-label classification strategy and novel algorithm for cross-domain knowledge modeling, offering a robust solution for CDR challenges with effective trade-off metrics.
A Class-D Audio Amplifier sutable for Hearing aid applications
Kaushik Bhattacharyya

Kaushik Bhattacharyya

April 01, 2025
This article presents a topology of a Class-D Audio Amplifier powered by a solar PhotoVotaic (PV) Cell applicable for hearing impaired patients. The amplifier is powered by a photovoltaic (PV) cell that contributes significantly in remote applications. Here a pulse width modulation (PWM) based technique has been demonstrated. Hence a simpler, power efficient, less-expensive design can be achieved. The circuit has been designed and simulated in a standard 180 nM CMOS technology to verify the efficacy of the proposed above-mentioned architecture. The THD+N is 0.016% at 3.5 KHz of the input signal switching frequency and the power efficiency is of 65% of the amplifier while the output power across 8 Ω speaker load is around 53 mW.
Preparatory Phase of Major Earthquakes during Campi Flegrei Unrest (2020-2024)
Antonio Giovanni Iaccarino
Matteo Picozzi

Antonio Giovanni Iaccarino

and 3 more

April 21, 2025
A.G. Iaccarino1, M. Picozzi2,1, G. De Landro1, D. Spallarossa31Department of Physics “Ettore Pancini”, University of Naples Federico II, Naples, Italy.2National Institute of Oceanography and Applied Geophysics – OGS, Trieste, Italy.3DISTAV, University of Genoa, Genoa, Italy. Submitted for publication in Journal of Geophysical Research: Solid EarthKey Points:Seismicity in Campi Flegrei is strictly related to ground deformation and its rate Residual strain during seismic sequences is directly proportional to the magnitude of the main earthquake of the sequence Main earthquakes are preceded by preparatory phases with similar behaviour in seismicity and deformation  We built a method to predict maximum magnitude and number of events in the upcoming days using residual strain measured in the previous days
Does evenness even exist?
John Alroy

John Alroy

April 01, 2025
The idea that diversity is a combination of species richness and abundance distribution evenness is a bedrock concept in ecology. Researchers often either measure evenness with stand-alone indices or compute Hill numbers like Shannon's H and Simpson's D, which balance richness and evenness to various degrees. But evenness is an operationally problematic abstraction, not a thing out in the world. Evenness and Hill numbers in real-world data are highly sensitive to the abundance of dominant species, imprecise, variable among nearby communities, and a weak indicator of latitudinal trends. They are inconsistently related to the shape parameters of key underlying distributions, and they vary highly in simulation even when these distributions do not vary in their shape or scale. Ecologists would benefit by instead determining which real distributions fit which theoretical models and using the shape and scale parameters of those models to understand community structure.
The global challenges in perinatal data collection to improve health outcomes
Martin G. Frasch
Sheehan Fisher

Martin G. Frasch

and 3 more

April 01, 2025
A document by Martin G. Frasch. Click on the document to view its contents.
Development and Validation of an AI-Based Decision Support Tool (PROMETHEUS) for Pred...
Ozan Odabaş
Aybüke Keçeci Kanmaz

Ozan Odabaş

and 5 more

April 01, 2025
Objective: Ectopic pregnancy (EP), a life-threatening condition in early pregnancy, requires accurate and timely management to reduce morbidity and mortality. While methotrexate therapy is a widely used non-invasive treatment, predicting its success remains challenging. This study introduces PROMETHEUS (Prediction of Methotrexate for Ectopic Pregnancy Treatment Success), an AI-driven decision support tool designed to assist clinicians in selecting optimal treatment strategies, aiming to minimize unnecessary surgeries and enhance patient outcomes. Methods: A retrospective nested cohort study analyzed 602 cases of EP diagnosed at Tepecik Education and Research Hospital between 2013 and 2023. Patients were grouped based on treatment received: single-dose methotrexate, two-dose methotrexate, surgery, or surgery following failed methotrexate therapy. Twenty-four clinical parameters were recorded, with 22 included in the final analysis. PROMETHEUS was developed using 15 AI algorithms, including Bagging, J48, and Random Forest. The dataset was divided into training (80%) and validation (20%) cohorts. Results: Key findings highlighted significant clinical differences between treatment groups, such as larger ectopic mass sizes and altered blood counts in patients requiring surgery after methotrexate failure. All algorithms used for modelling Prometheus achieved high accuracy (p<0.001), of them Bagging algorithm demonstrated an optimal balance between sensitivity (92.7%) and specificity (94.8%), along with the highest AUC (93.8%) (p<0.001). Conclusion: PROMETHEUS represents an innovation in ectopic pregnancy management, offering a high-accuracy AI-based decision support tool to optimize methotrexate therapy selection. This innovation has the potential to reduce treatment-related morbidity, streamline clinical workflows, and enhance personalized care. Future multi-institutional studies are needed to validate PROMETHEUS or similar AI-based applications and expand their clinical applicability.
An automatic system for Diatom genus classification through microscopic images and De...
Pedro Villar
Jacobo Casado

Pedro Villar

and 4 more

April 01, 2025
Diatoms are microscopic algae that dynamically adapt their shape and texture in response to various environmental factors, making them one of the most precise bioindicators for water quality assessment. Traditionally, identifying diatom genera in microscopic images has relied on expert biologists with specialized knowledge of their morphometric characteristics. Building an automatic diatom genus recognition system using state-of-the-art Convolutional Neural Networks (CNNs) is challenging for the next reasons: the absence of datasets that allow the development and evolution of automatic diatom recognition systems, the inefficacy of transfer-learning alone from different domains, i.e., the traditional ImageNet, and the resulting unbalance when a new dataset is constructed. This work is three-fold: 1) it provides a new high-quality, publicly available database comprising 44 genus-level diatom classes, 2) designs a robust approach that addresses the aforementioned challenges, and 3) implement a user-friendly interface for seamless diatom identification. All these elements are publicly available through this link ( DiatomNet dataset, 2022).
Frame Synchronization for a Single Packet
Stephan Pfletschinger

Stephan Pfletschinger

April 01, 2025
We derive the optimum method for locating a single packet in a received frame of symbols, using not only the samples that correspond to a known preamble but those of the entire transmitted packet. This approach leads to significant improvements compared to detection methods based on the preamble alone. For BSPK and on-off keying and their combinations with Manchester coding, we present simplified maximum likelihood metrics which are near-optimum while their computational complexity is only slightly higher than a simple correlation. Finally, we show how this metric can be derived for other modulations with memory.
Kaluza Klein Theory versus the possibility that the Electric Field Strength might be...
Moshe Segal

Moshe Segal

April 01, 2025
Einstein's Theories are considered as significant theories of the nowadays Science of Physics. However, the nowadays Science of Physics did not provide yet a verified theory for unifying the Gravitation and the Electromagnetism. Kaluza Klein Theory addresses that issue by predicting that there are five dimensions, with the fifth dimension being of the shape of a tiny circle, with a radius of 23 times the Planck length, which is of the order of 10 −33 cm. However, because there is no foreseeable technology for verifying that prediction, about that fifth dimension, the Kaluza Klein Theory is not yet accepted as a complete viable theory, which implies that the issue of presenting a theory which unifies the Gravitation and the Electromagnetism is still an open issue. This paper, and several other preprints, by the author of this paper, also tries to address that issue, by presenting an alternate theory, which is also accompanied by a proposal for an experiment, which might either disprove the proposed theory, if the proposed experiment implementation will turn out to be unsuccessful, or, alternatively, provide validity to the proposed theory, if the proposed experiment implementation will turn out to be successful.
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