The document contains details of various candidates like their name, username, password and roll number. There are a total of 196 candidates listed with their details. The candidates are identified with a unique candidate ID ranging from candidate_3813 to candidate_3996.
This document provides contact information for government representatives and municipal services in the F/North ward of Mumbai, India. It lists the Member of Parliament, Member of Legislative Assembly, Chairman of the Ward Committee, Municipal Councillors, and key municipal staff positions along with their contact details. It also includes information on police stations, fire stations, schools, colleges, and temporary shelters in the area.
This document contains contact information for various managers and personnel in the Hyderabad Telecom District of BSNL, including their designations, names, office numbers, residence numbers, fax numbers, and mobile numbers. It lists the Principal General Manager, multiple General Managers overseeing areas like HR, Finance, Commercial, and Cellular Mobile, along with their Additional General Managers, Deputy General Managers, and Assistant General Managers. Phone numbers are provided for both office and residential lines.
The document contains a list of 59 students with their names, student IDs, and years of enrollment. It includes basic information like names, student IDs, and years of enrollment for each student listed.
This document lists the ranking and scores of students in the ISAC 2018 selection test for grade 5. Muhammad Gilang Pramana ranked first with a score of 41.68. Shandykia Besty Herid ranked second with 39.65. Muhammad Fajar Syaifudin ranked third with 38.63.
Admission Test Result of M.Phil (Self-Supporting) Fall Session 2022.pdfSajawalNawaz2
1. The document appears to be a result sheet for an M.Phil admission test containing 130 students' results. It includes information like student name, father's name, CNIC number, obtained marks out of 100, and remarks (Pass/Fail).
2. The marks ranged from 0 to 81, with the majority of students passing the test with marks between 50-70. A few students failed with marks below 50.
3. The document provides a detailed list of student results in a table format with serial numbers, roll numbers, form numbers, student information, marks, and remarks.
This document contains a list of 187 successful applicants for 1BHK (one bedroom hall kitchen) flats. It includes the applicant number, name, father/husband's name and flat number for each applicant. The applicants are listed in serial number order.
AIIMS list of selected candidates in MDS (1).pdfKritiSinha20
1. This document announces the results of the All India Entrance Examination for admission to MD/MS/Diploma and MDS courses held on January 8th, 2012.
2. It provides the roll numbers, names, categories, overall ranks, and category ranks of candidates who have qualified for various medical and dental programs in India under the 50% seats quota.
3. The allocation of subjects and medical colleges will be determined through counseling conducted by the Directorate General of Health Services, and the counseling schedule will be made available on their website.
The document contains a list of 1,396 students in the Class of 2011 with their roll numbers and names. It includes students with roll numbers from 1248 to 1,396 and lists their names in alphabetical order. The list contains both undergraduate and postgraduate students.
This document provides contact information for government representatives and municipal services in the F/North ward of Mumbai, India. It lists the Member of Parliament, Member of Legislative Assembly, Chairman of the Ward Committee, Municipal Councillors, and key municipal staff positions along with their contact details. It also includes information on police stations, fire stations, schools, colleges, and temporary shelters in the area.
This document contains contact information for various managers and personnel in the Hyderabad Telecom District of BSNL, including their designations, names, office numbers, residence numbers, fax numbers, and mobile numbers. It lists the Principal General Manager, multiple General Managers overseeing areas like HR, Finance, Commercial, and Cellular Mobile, along with their Additional General Managers, Deputy General Managers, and Assistant General Managers. Phone numbers are provided for both office and residential lines.
The document contains a list of 59 students with their names, student IDs, and years of enrollment. It includes basic information like names, student IDs, and years of enrollment for each student listed.
This document lists the ranking and scores of students in the ISAC 2018 selection test for grade 5. Muhammad Gilang Pramana ranked first with a score of 41.68. Shandykia Besty Herid ranked second with 39.65. Muhammad Fajar Syaifudin ranked third with 38.63.
Admission Test Result of M.Phil (Self-Supporting) Fall Session 2022.pdfSajawalNawaz2
1. The document appears to be a result sheet for an M.Phil admission test containing 130 students' results. It includes information like student name, father's name, CNIC number, obtained marks out of 100, and remarks (Pass/Fail).
2. The marks ranged from 0 to 81, with the majority of students passing the test with marks between 50-70. A few students failed with marks below 50.
3. The document provides a detailed list of student results in a table format with serial numbers, roll numbers, form numbers, student information, marks, and remarks.
This document contains a list of 187 successful applicants for 1BHK (one bedroom hall kitchen) flats. It includes the applicant number, name, father/husband's name and flat number for each applicant. The applicants are listed in serial number order.
AIIMS list of selected candidates in MDS (1).pdfKritiSinha20
1. This document announces the results of the All India Entrance Examination for admission to MD/MS/Diploma and MDS courses held on January 8th, 2012.
2. It provides the roll numbers, names, categories, overall ranks, and category ranks of candidates who have qualified for various medical and dental programs in India under the 50% seats quota.
3. The allocation of subjects and medical colleges will be determined through counseling conducted by the Directorate General of Health Services, and the counseling schedule will be made available on their website.
The document contains a list of 1,396 students in the Class of 2011 with their roll numbers and names. It includes students with roll numbers from 1248 to 1,396 and lists their names in alphabetical order. The list contains both undergraduate and postgraduate students.
The document contains a table with names, PAN numbers, TDS amounts and salaries of employees. There are 52 rows of employee data listed. The total TDS amount from all employees is Rs. 21,010,667 and the total number of employees listed is 52.
This document summarizes the mid-term exam results for Class 9 Section B at Sainik School Tilaiya. It shows the names, house, and subject scores of 39 cadets. Most cadets passed, with 29 passing and 6 failing. The average score was 139.42 out of 275. Four cadets were absent for all subjects.
This document contains contact information for various government representatives and municipal services in M/E Ward, including:
- Members of Parliament and the Legislative Assembly for the area
- Ward committee chairman and municipal councillors
- Key municipal officers and departments contact details
- Schools, colleges, medical facilities, shelters and other social services
- Public transportation options and private service providers.
This document provides contact information for various government representatives and municipal services in L Ward, Mumbai, including:
- Members of Parliament and the Legislative Assembly for the area
- Chairman and municipal councillors for L Ward
- Key municipal officers and departments like the ward control room, fire stations, police stations, etc.
- Public services like schools, colleges, shelters, health facilities, utilities
- Private services like hospitals, nursing homes, bus operators
- Emergency contact numbers for issues like flooding
List of Provisional Registered Participants Hubdar Ali
11- b & c
(who are our priority but not yet submitted home work, we encourage to submit as early as possible or by coming Friday)
Please check and respond in comment box if your name is highlighted in grey
Participant has to fill confirmation through google form when asked. Please wait and keep visiting page on daily basis
This document lists the rankings and scores of students in a selection test. The top student, Zahara Gaia Priskila, scored 47 points. Roudhotul Zahro was second with also 47 points. A total of 181 students are listed with their rankings, identification numbers, and scores.
Ese 2015 meit_order_final_result_english_fOn Subhash
The document provides details from the Engineering Services Examination conducted in 2015, including:
- The number of candidates recommended for appointment in various disciplines like civil engineering, mechanical engineering, electrical engineering, and electronics & telecommunication engineering.
- The number of vacancies reported by the government in the different disciplines and the number of candidates placed on reserve lists.
- The names of top candidates recommended for civil and mechanical engineering positions, in order of merit.
- Information on provisional recommendations and a facilitation counter for candidates to get exam/recruitment information.
Comparative analysis between traditional aquaponics and reconstructed aquapon...bijceesjournal
The aquaponic system of planting is a method that does not require soil usage. It is a method that only needs water, fish, lava rocks (a substitute for soil), and plants. Aquaponic systems are sustainable and environmentally friendly. Its use not only helps to plant in small spaces but also helps reduce artificial chemical use and minimizes excess water use, as aquaponics consumes 90% less water than soil-based gardening. The study applied a descriptive and experimental design to assess and compare conventional and reconstructed aquaponic methods for reproducing tomatoes. The researchers created an observation checklist to determine the significant factors of the study. The study aims to determine the significant difference between traditional aquaponics and reconstructed aquaponics systems propagating tomatoes in terms of height, weight, girth, and number of fruits. The reconstructed aquaponics system’s higher growth yield results in a much more nourished crop than the traditional aquaponics system. It is superior in its number of fruits, height, weight, and girth measurement. Moreover, the reconstructed aquaponics system is proven to eliminate all the hindrances present in the traditional aquaponics system, which are overcrowding of fish, algae growth, pest problems, contaminated water, and dead fish.
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODELgerogepatton
As digital technology becomes more deeply embedded in power systems, protecting the communication
networks of Smart Grids (SG) has emerged as a critical concern. Distributed Network Protocol 3 (DNP3)
represents a multi-tiered application layer protocol extensively utilized in Supervisory Control and Data
Acquisition (SCADA)-based smart grids to facilitate real-time data gathering and control functionalities.
Robust Intrusion Detection Systems (IDS) are necessary for early threat detection and mitigation because
of the interconnection of these networks, which makes them vulnerable to a variety of cyberattacks. To
solve this issue, this paper develops a hybrid Deep Learning (DL) model specifically designed for intrusion
detection in smart grids. The proposed approach is a combination of the Convolutional Neural Network
(CNN) and the Long-Short-Term Memory algorithms (LSTM). We employed a recent intrusion detection
dataset (DNP3), which focuses on unauthorized commands and Denial of Service (DoS) cyberattacks, to
train and test our model. The results of our experiments show that our CNN-LSTM method is much better
at finding smart grid intrusions than other deep learning algorithms used for classification. In addition,
our proposed approach improves accuracy, precision, recall, and F1 score, achieving a high detection
accuracy rate of 99.50%.
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsVictor Morales
K8sGPT is a tool that analyzes and diagnoses Kubernetes clusters. This presentation was used to share the requirements and dependencies to deploy K8sGPT in a local environment.
Using recycled concrete aggregates (RCA) for pavements is crucial to achieving sustainability. Implementing RCA for new pavement can minimize carbon footprint, conserve natural resources, reduce harmful emissions, and lower life cycle costs. Compared to natural aggregate (NA), RCA pavement has fewer comprehensive studies and sustainability assessments.
A SYSTEMATIC RISK ASSESSMENT APPROACH FOR SECURING THE SMART IRRIGATION SYSTEMSIJNSA Journal
The smart irrigation system represents an innovative approach to optimize water usage in agricultural and landscaping practices. The integration of cutting-edge technologies, including sensors, actuators, and data analysis, empowers this system to provide accurate monitoring and control of irrigation processes by leveraging real-time environmental conditions. The main objective of a smart irrigation system is to optimize water efficiency, minimize expenses, and foster the adoption of sustainable water management methods. This paper conducts a systematic risk assessment by exploring the key components/assets and their functionalities in the smart irrigation system. The crucial role of sensors in gathering data on soil moisture, weather patterns, and plant well-being is emphasized in this system. These sensors enable intelligent decision-making in irrigation scheduling and water distribution, leading to enhanced water efficiency and sustainable water management practices. Actuators enable automated control of irrigation devices, ensuring precise and targeted water delivery to plants. Additionally, the paper addresses the potential threat and vulnerabilities associated with smart irrigation systems. It discusses limitations of the system, such as power constraints and computational capabilities, and calculates the potential security risks. The paper suggests possible risk treatment methods for effective secure system operation. In conclusion, the paper emphasizes the significant benefits of implementing smart irrigation systems, including improved water conservation, increased crop yield, and reduced environmental impact. Additionally, based on the security analysis conducted, the paper recommends the implementation of countermeasures and security approaches to address vulnerabilities and ensure the integrity and reliability of the system. By incorporating these measures, smart irrigation technology can revolutionize water management practices in agriculture, promoting sustainability, resource efficiency, and safeguarding against potential security threats.
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...IJECEIAES
Climate change's impact on the planet forced the United Nations and governments to promote green energies and electric transportation. The deployments of photovoltaic (PV) and electric vehicle (EV) systems gained stronger momentum due to their numerous advantages over fossil fuel types. The advantages go beyond sustainability to reach financial support and stability. The work in this paper introduces the hybrid system between PV and EV to support industrial and commercial plants. This paper covers the theoretical framework of the proposed hybrid system including the required equation to complete the cost analysis when PV and EV are present. In addition, the proposed design diagram which sets the priorities and requirements of the system is presented. The proposed approach allows setup to advance their power stability, especially during power outages. The presented information supports researchers and plant owners to complete the necessary analysis while promoting the deployment of clean energy. The result of a case study that represents a dairy milk farmer supports the theoretical works and highlights its advanced benefits to existing plants. The short return on investment of the proposed approach supports the paper's novelty approach for the sustainable electrical system. In addition, the proposed system allows for an isolated power setup without the need for a transmission line which enhances the safety of the electrical network
ACEP Magazine edition 4th launched on 05.06.2024Rahul
This document provides information about the third edition of the magazine "Sthapatya" published by the Association of Civil Engineers (Practicing) Aurangabad. It includes messages from current and past presidents of ACEP, memories and photos from past ACEP events, information on life time achievement awards given by ACEP, and a technical article on concrete maintenance, repairs and strengthening. The document highlights activities of ACEP and provides a technical educational article for members.
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesChristina Lin
Traditionally, dealing with real-time data pipelines has involved significant overhead, even for straightforward tasks like data transformation or masking. However, in this talk, we’ll venture into the dynamic realm of WebAssembly (WASM) and discover how it can revolutionize the creation of stateless streaming pipelines within a Kafka (Redpanda) broker. These pipelines are adept at managing low-latency, high-data-volume scenarios.
Introduction- e - waste – definition - sources of e-waste– hazardous substances in e-waste - effects of e-waste on environment and human health- need for e-waste management– e-waste handling rules - waste minimization techniques for managing e-waste – recycling of e-waste - disposal treatment methods of e- waste – mechanism of extraction of precious metal from leaching solution-global Scenario of E-waste – E-waste in India- case studies.
The document contains a table with names, PAN numbers, TDS amounts and salaries of employees. There are 52 rows of employee data listed. The total TDS amount from all employees is Rs. 21,010,667 and the total number of employees listed is 52.
This document summarizes the mid-term exam results for Class 9 Section B at Sainik School Tilaiya. It shows the names, house, and subject scores of 39 cadets. Most cadets passed, with 29 passing and 6 failing. The average score was 139.42 out of 275. Four cadets were absent for all subjects.
This document contains contact information for various government representatives and municipal services in M/E Ward, including:
- Members of Parliament and the Legislative Assembly for the area
- Ward committee chairman and municipal councillors
- Key municipal officers and departments contact details
- Schools, colleges, medical facilities, shelters and other social services
- Public transportation options and private service providers.
This document provides contact information for various government representatives and municipal services in L Ward, Mumbai, including:
- Members of Parliament and the Legislative Assembly for the area
- Chairman and municipal councillors for L Ward
- Key municipal officers and departments like the ward control room, fire stations, police stations, etc.
- Public services like schools, colleges, shelters, health facilities, utilities
- Private services like hospitals, nursing homes, bus operators
- Emergency contact numbers for issues like flooding
List of Provisional Registered Participants Hubdar Ali
11- b & c
(who are our priority but not yet submitted home work, we encourage to submit as early as possible or by coming Friday)
Please check and respond in comment box if your name is highlighted in grey
Participant has to fill confirmation through google form when asked. Please wait and keep visiting page on daily basis
This document lists the rankings and scores of students in a selection test. The top student, Zahara Gaia Priskila, scored 47 points. Roudhotul Zahro was second with also 47 points. A total of 181 students are listed with their rankings, identification numbers, and scores.
Ese 2015 meit_order_final_result_english_fOn Subhash
The document provides details from the Engineering Services Examination conducted in 2015, including:
- The number of candidates recommended for appointment in various disciplines like civil engineering, mechanical engineering, electrical engineering, and electronics & telecommunication engineering.
- The number of vacancies reported by the government in the different disciplines and the number of candidates placed on reserve lists.
- The names of top candidates recommended for civil and mechanical engineering positions, in order of merit.
- Information on provisional recommendations and a facilitation counter for candidates to get exam/recruitment information.
Comparative analysis between traditional aquaponics and reconstructed aquapon...bijceesjournal
The aquaponic system of planting is a method that does not require soil usage. It is a method that only needs water, fish, lava rocks (a substitute for soil), and plants. Aquaponic systems are sustainable and environmentally friendly. Its use not only helps to plant in small spaces but also helps reduce artificial chemical use and minimizes excess water use, as aquaponics consumes 90% less water than soil-based gardening. The study applied a descriptive and experimental design to assess and compare conventional and reconstructed aquaponic methods for reproducing tomatoes. The researchers created an observation checklist to determine the significant factors of the study. The study aims to determine the significant difference between traditional aquaponics and reconstructed aquaponics systems propagating tomatoes in terms of height, weight, girth, and number of fruits. The reconstructed aquaponics system’s higher growth yield results in a much more nourished crop than the traditional aquaponics system. It is superior in its number of fruits, height, weight, and girth measurement. Moreover, the reconstructed aquaponics system is proven to eliminate all the hindrances present in the traditional aquaponics system, which are overcrowding of fish, algae growth, pest problems, contaminated water, and dead fish.
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODELgerogepatton
As digital technology becomes more deeply embedded in power systems, protecting the communication
networks of Smart Grids (SG) has emerged as a critical concern. Distributed Network Protocol 3 (DNP3)
represents a multi-tiered application layer protocol extensively utilized in Supervisory Control and Data
Acquisition (SCADA)-based smart grids to facilitate real-time data gathering and control functionalities.
Robust Intrusion Detection Systems (IDS) are necessary for early threat detection and mitigation because
of the interconnection of these networks, which makes them vulnerable to a variety of cyberattacks. To
solve this issue, this paper develops a hybrid Deep Learning (DL) model specifically designed for intrusion
detection in smart grids. The proposed approach is a combination of the Convolutional Neural Network
(CNN) and the Long-Short-Term Memory algorithms (LSTM). We employed a recent intrusion detection
dataset (DNP3), which focuses on unauthorized commands and Denial of Service (DoS) cyberattacks, to
train and test our model. The results of our experiments show that our CNN-LSTM method is much better
at finding smart grid intrusions than other deep learning algorithms used for classification. In addition,
our proposed approach improves accuracy, precision, recall, and F1 score, achieving a high detection
accuracy rate of 99.50%.
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsVictor Morales
K8sGPT is a tool that analyzes and diagnoses Kubernetes clusters. This presentation was used to share the requirements and dependencies to deploy K8sGPT in a local environment.
Using recycled concrete aggregates (RCA) for pavements is crucial to achieving sustainability. Implementing RCA for new pavement can minimize carbon footprint, conserve natural resources, reduce harmful emissions, and lower life cycle costs. Compared to natural aggregate (NA), RCA pavement has fewer comprehensive studies and sustainability assessments.
A SYSTEMATIC RISK ASSESSMENT APPROACH FOR SECURING THE SMART IRRIGATION SYSTEMSIJNSA Journal
The smart irrigation system represents an innovative approach to optimize water usage in agricultural and landscaping practices. The integration of cutting-edge technologies, including sensors, actuators, and data analysis, empowers this system to provide accurate monitoring and control of irrigation processes by leveraging real-time environmental conditions. The main objective of a smart irrigation system is to optimize water efficiency, minimize expenses, and foster the adoption of sustainable water management methods. This paper conducts a systematic risk assessment by exploring the key components/assets and their functionalities in the smart irrigation system. The crucial role of sensors in gathering data on soil moisture, weather patterns, and plant well-being is emphasized in this system. These sensors enable intelligent decision-making in irrigation scheduling and water distribution, leading to enhanced water efficiency and sustainable water management practices. Actuators enable automated control of irrigation devices, ensuring precise and targeted water delivery to plants. Additionally, the paper addresses the potential threat and vulnerabilities associated with smart irrigation systems. It discusses limitations of the system, such as power constraints and computational capabilities, and calculates the potential security risks. The paper suggests possible risk treatment methods for effective secure system operation. In conclusion, the paper emphasizes the significant benefits of implementing smart irrigation systems, including improved water conservation, increased crop yield, and reduced environmental impact. Additionally, based on the security analysis conducted, the paper recommends the implementation of countermeasures and security approaches to address vulnerabilities and ensure the integrity and reliability of the system. By incorporating these measures, smart irrigation technology can revolutionize water management practices in agriculture, promoting sustainability, resource efficiency, and safeguarding against potential security threats.
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...IJECEIAES
Climate change's impact on the planet forced the United Nations and governments to promote green energies and electric transportation. The deployments of photovoltaic (PV) and electric vehicle (EV) systems gained stronger momentum due to their numerous advantages over fossil fuel types. The advantages go beyond sustainability to reach financial support and stability. The work in this paper introduces the hybrid system between PV and EV to support industrial and commercial plants. This paper covers the theoretical framework of the proposed hybrid system including the required equation to complete the cost analysis when PV and EV are present. In addition, the proposed design diagram which sets the priorities and requirements of the system is presented. The proposed approach allows setup to advance their power stability, especially during power outages. The presented information supports researchers and plant owners to complete the necessary analysis while promoting the deployment of clean energy. The result of a case study that represents a dairy milk farmer supports the theoretical works and highlights its advanced benefits to existing plants. The short return on investment of the proposed approach supports the paper's novelty approach for the sustainable electrical system. In addition, the proposed system allows for an isolated power setup without the need for a transmission line which enhances the safety of the electrical network
ACEP Magazine edition 4th launched on 05.06.2024Rahul
This document provides information about the third edition of the magazine "Sthapatya" published by the Association of Civil Engineers (Practicing) Aurangabad. It includes messages from current and past presidents of ACEP, memories and photos from past ACEP events, information on life time achievement awards given by ACEP, and a technical article on concrete maintenance, repairs and strengthening. The document highlights activities of ACEP and provides a technical educational article for members.
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesChristina Lin
Traditionally, dealing with real-time data pipelines has involved significant overhead, even for straightforward tasks like data transformation or masking. However, in this talk, we’ll venture into the dynamic realm of WebAssembly (WASM) and discover how it can revolutionize the creation of stateless streaming pipelines within a Kafka (Redpanda) broker. These pipelines are adept at managing low-latency, high-data-volume scenarios.
Introduction- e - waste – definition - sources of e-waste– hazardous substances in e-waste - effects of e-waste on environment and human health- need for e-waste management– e-waste handling rules - waste minimization techniques for managing e-waste – recycling of e-waste - disposal treatment methods of e- waste – mechanism of extraction of precious metal from leaching solution-global Scenario of E-waste – E-waste in India- case studies.
A review on techniques and modelling methodologies used for checking electrom...nooriasukmaningtyas
The proper function of the integrated circuit (IC) in an inhibiting electromagnetic environment has always been a serious concern throughout the decades of revolution in the world of electronics, from disjunct devices to today’s integrated circuit technology, where billions of transistors are combined on a single chip. The automotive industry and smart vehicles in particular, are confronting design issues such as being prone to electromagnetic interference (EMI). Electronic control devices calculate incorrect outputs because of EMI and sensors give misleading values which can prove fatal in case of automotives. In this paper, the authors have non exhaustively tried to review research work concerned with the investigation of EMI in ICs and prediction of this EMI using various modelling methodologies and measurement setups.
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...IJECEIAES
Medical image analysis has witnessed significant advancements with deep learning techniques. In the domain of brain tumor segmentation, the ability to
precisely delineate tumor boundaries from magnetic resonance imaging (MRI)
scans holds profound implications for diagnosis. This study presents an ensemble convolutional neural network (CNN) with transfer learning, integrating
the state-of-the-art Deeplabv3+ architecture with the ResNet18 backbone. The
model is rigorously trained and evaluated, exhibiting remarkable performance
metrics, including an impressive global accuracy of 99.286%, a high-class accuracy of 82.191%, a mean intersection over union (IoU) of 79.900%, a weighted
IoU of 98.620%, and a Boundary F1 (BF) score of 83.303%. Notably, a detailed comparative analysis with existing methods showcases the superiority of
our proposed model. These findings underscore the model’s competence in precise brain tumor localization, underscoring its potential to revolutionize medical
image analysis and enhance healthcare outcomes. This research paves the way
for future exploration and optimization of advanced CNN models in medical
imaging, emphasizing addressing false positives and resource efficiency.