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Volume 14 | Issue 4 |

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  Paper Title: Evaluation Of Physical Fitness Among Chandigarh Football Players

  Author Name(s): Mr.Gurpreet Singh

  Published Paper ID: - IJCRT2604314

  Register Paper ID - 305214

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2604314 and DOI :

  Author Country : Indian Author, India, 140406 , Sirhind, 140406 , | Research Area: Arts1 All

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2604314
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Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2604314.pdf

  Your Paper Publication Details:

  Title: EVALUATION OF PHYSICAL FITNESS AMONG CHANDIGARH FOOTBALL PLAYERS

 DOI (Digital Object Identifier) :

 Pubished in Volume: 14  | Issue: 4  | Year: April 2026

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Arts1 All

 Author type: Indian Author

 Pubished in Volume: 14

 Issue: 4

 Pages: c645-c650

 Year: April 2026

 Downloads: 108

  E-ISSN Number: 2320-2882

 Abstract

The present investigation was carried out in order to evaluate the fitness evaluation of Chandigarh football players through tests. Twelve football players were selected randomly from different levels of achievement (active, non-active, national, state division). The t-ratio was utilized to analysis data concerning fitness evaluations among active and nonactive football players. The results clearly show that there is indeed a significant distinction in the endurance and speed of Chandigarh active players. It is hypothesized that there can be significant differences between the fitness level differences and the impact of physical activity on endurance and speed among Chandigarh players. This chapter offers recommendations for designing tailored training programs, promoting physical activity, and fostering overall fitness improvement within the football community.


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Endurance,Speed, Active players, T ratio analysis

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  Paper Title: EFFECTIVENESS OF A STRUCTURED TEACHING PROGRAMME ON KNOWLEDGE REGARDING HOME REMEDIES OF DYSMENORRHEA AMONG FIRST-YEAR B.SC. NURSING STUDENTS IN A SELECTED NURSING COLLEGE AT BANGALORE.

  Author Name(s): Mrs. Manju Mathew

  Published Paper ID: - IJCRT2604313

  Register Paper ID - 305252

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2604313 and DOI :

  Author Country : Indian Author, India, 470001 , Sagar, 470001 , | Research Area: Health Science All

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2604313
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Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2604313.pdf

  Your Paper Publication Details:

  Title: EFFECTIVENESS OF A STRUCTURED TEACHING PROGRAMME ON KNOWLEDGE REGARDING HOME REMEDIES OF DYSMENORRHEA AMONG FIRST-YEAR B.SC. NURSING STUDENTS IN A SELECTED NURSING COLLEGE AT BANGALORE.

 DOI (Digital Object Identifier) :

 Pubished in Volume: 14  | Issue: 4  | Year: April 2026

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Health Science All

 Author type: Indian Author

 Pubished in Volume: 14

 Issue: 4

 Pages: c627-c644

 Year: April 2026

 Downloads: 105

  E-ISSN Number: 2320-2882

 Abstract

ABSTRACT Introduction: Dysmenorrhea, commonly known as painful menstruation, is one of the most prevalent gynecological problems affecting adolescent girls and young women, including nursing students. It can significantly impact daily activities, academic performance, and overall quality of life. Many individuals rely on pharmacological treatments; however, home remedies such as dietary modifications, exercise, and traditional practices are widely used due to their accessibility and fewer side effects. Despite this, knowledge regarding effective and safe home remedies remains inadequate among many students. Therefore, a structured teaching programme can play a vital role in improving knowledge and promoting safe self-care practices among first-year B.Sc. nursing students. Aim: The aim of the study is to evaluate the effectiveness of a structured teaching programme on knowledge regarding home remedies of dysmenorrhea among first-year B.Sc. nursing students in a selected nursing college at Bangalore. Objectives: 1) To assess the pre-test level of knowledge regarding home remedies of dysmenorrhea among first-year B.Sc. nursing students. 2) To evaluate the effectiveness of the structured teaching programme on knowledge regarding home remedies of dysmenorrhea among first-year B.Sc. nursing students. 3) To determine the association between post-test knowledge scores and selected demographic variables of first-year B.Sc. nursing students. Materials and Methods: The study adopted an evaluative research approach with a pre-experimental one-group pre-test and post-test design, conducted among 50 first-year B.Sc. nursing students in a selected nursing college at Bangalore using a purposive sampling technique. Data were collected using a structured knowledge questionnaire and rating scales developed by the investigator to assess knowledge regarding home remedies of dysmenorrhea. Following the pre-test, a structured teaching programme was administered, and the post-test was conducted after the intervention period using the same tools. The tools were validated by experts and found to be reliable (r = 0.83). Data collection was carried out after obtaining necessary permissions and informed consent from participants. The collected data were analyzed using descriptive statistics (frequency, percentage, mean, and standard deviation) and inferential statistics such as paired 't' test and chi-square test to evaluate the effectiveness of the teaching programme and its association with selected demographic variables. Results and Findings: The findings of the study revealed that the majority of first-year B.Sc. nursing students (98%) had inadequate knowledge regarding home remedies of dysmenorrhea in the pre-test, whereas after the implementation of the structured teaching programme, there was a significant improvement, with 66% of students attaining moderately adequate knowledge and 24% achieving adequate knowledge. The overall mean post-test knowledge score (12.5; 64%) was considerably higher than the pre-test score (9.2; 29.06%). The paired 't' test value (t = 26.32, p < 0.05) indicated that the structured teaching programme was highly effective in improving knowledge. Additionally, a significant association was found between post-test knowledge scores and the educational status of the mother, while other demographic variables showed no significant association. These findings confirm that the structured teaching programme was effective in enhancing knowledge among nursing students regarding home remedies of dysmenorrhea. Conclusion: The study concluded that first-year B.Sc. nursing students initially had inadequate knowledge regarding home remedies of dysmenorrhea. However, the implementation of the structured teaching programme significantly improved their knowledge levels, demonstrating its effectiveness as an educational intervention. The findings highlight the importance of providing systematic health education to promote safe and effective self-care practices. Therefore, structured teaching programmes can be effectively utilized in nursing education to enhance knowledge and improve the management of dysmenorrhea among students.


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Keywords: Structured teaching programme, Dysmenorrhea, Home remedies, Nursing students, Knowledge, Menstrual health, Health education, Effectiveness

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  Paper Title: Analysing Precedents and Outcomes of Job Satisfaction - A Structural Equation Modelling Approach

  Author Name(s): Devi Priya S, Dr. D. Padmavathi

  Published Paper ID: - IJCRT2604312

  Register Paper ID - 305244

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2604312 and DOI :

  Author Country : Indian Author, India, 641046 , Coimbatore , 641046 , | Research Area: Commerce All

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2604312
Published Paper PDF: download.php?file=IJCRT2604312
Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2604312.pdf

  Your Paper Publication Details:

  Title: ANALYSING PRECEDENTS AND OUTCOMES OF JOB SATISFACTION - A STRUCTURAL EQUATION MODELLING APPROACH

 DOI (Digital Object Identifier) :

 Pubished in Volume: 14  | Issue: 4  | Year: April 2026

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Commerce All

 Author type: Indian Author

 Pubished in Volume: 14

 Issue: 4

 Pages: c614-c626

 Year: April 2026

 Downloads: 121

  E-ISSN Number: 2320-2882

 Abstract

Job satisfaction has emerged as a critical factor influencing employee performance and organizational success in modern industrial settings. Understanding its determinants and consequences is essential for designing effective human resource strategies. This study examines the antecedents and outcomes of job satisfaction in a manufacturing setting, focusing on employee welfare measures and their impact on organizational effectiveness. Primary data were collected from 180 employees of Deccan Industries, Coimbatore, using a structured questionnaire. The study employed Partial Least Squares Structural Equation Modeling (PLS-SEM) to analyze the relationships between various welfare measures--statutory, health and safety, monetary and financial, psychological and emotional, career and development, and work-life balance--and job satisfaction, along with its influence on organizational commitment and work-life balance. The findings reveal that all welfare measures significantly and positively affect job satisfaction, with monetary and financial benefits emerging as the strongest predictor, while career and development measures have relatively lower influence. Additionally, job satisfaction significantly impacts organizational commitment and work-life balance, acting as a key mediating variable. The study concludes that comprehensive welfare measures are essential for enhancing employee well-being and improving overall organizational performance.


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Welfare Measures, Job Satisfaction, Precedents and Outcomes, Organizational Commitment, Work - Life Balance.

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  Paper Title: Influence of Learning Interest and Learning Difficulties on Achievement of Students in Mathematics at Secondary Level

  Author Name(s): Dr. B. Janakiraman

  Published Paper ID: - IJCRT2604311

  Register Paper ID - 305198

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2604311 and DOI :

  Author Country : Indian Author, India, 603306 , Chengalpattu, 603306 , | Research Area: Medical Science All

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2604311
Published Paper PDF: download.php?file=IJCRT2604311
Published Paper PDF: http://www.ijcrt.org/papers/IJCRT2604311.pdf

  Your Paper Publication Details:

  Title: INFLUENCE OF LEARNING INTEREST AND LEARNING DIFFICULTIES ON ACHIEVEMENT OF STUDENTS IN MATHEMATICS AT SECONDARY LEVEL

 DOI (Digital Object Identifier) :

 Pubished in Volume: 14  | Issue: 4  | Year: April 2026

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Medical Science All

 Author type: Indian Author

 Pubished in Volume: 14

 Issue: 4

 Pages: c608-c613

 Year: April 2026

 Downloads: 127

  E-ISSN Number: 2320-2882

 Abstract

The present study viz., Influence of Learning Interest and Learning Difficulties on Achievement of Students in Mathematics at Secondary Level. Investigator used the standardized tools for learning interest and learning difficulties in Mathematics scale developed by Janakiraman B and Dr Leo Stanly S. The investigator used survey method for the present study. To find out if there is any significant difference in learning interest and Learning Difficulties in Mathematics of secondary school students with respect to Gender and to find out the influence of Learning Interest and Learning Difficulties in Mathematics on Achievement in Mathematics of secondary school students. The present study comes under the category of random sampling. The investigator selected 1090 secondary students from the schools in Kancheepuram district. The present study revealed that there is significant difference in learning interestand Learning Difficulties in Mathematics of secondary school students with respect to Gender, and there is influence of Learning Interest and Learning Difficulties in Mathematics on Achievement in Mathematics of secondary school students.


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Learning interest, Learning difficulties, Achievement in Mathematics and secondary students.

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  Paper Title: Poetry as 'Music of Survival': Voicing the 'Third Space' in Meena Alexander's Birthplace with Buried Stones and Imtiaz Dharker's I speak for the Devil

  Author Name(s): Dr. Kiran Deep

  Published Paper ID: - IJCRT2604310

  Register Paper ID - 305211

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2604310 and DOI : https://doi.org/10.56975/ijcrt.v14i4.305211

  Author Country : Indian Author, India, 335001 , Sriganganagar, 335001 , | Research Area: Medical Science All

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2604310
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  Title: POETRY AS 'MUSIC OF SURVIVAL': VOICING THE 'THIRD SPACE' IN MEENA ALEXANDER'S BIRTHPLACE WITH BURIED STONES AND IMTIAZ DHARKER'S I SPEAK FOR THE DEVIL

 DOI (Digital Object Identifier) : https://doi.org/10.56975/ijcrt.v14i4.305211

 Pubished in Volume: 14  | Issue: 4  | Year: April 2026

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Medical Science All

 Author type: Indian Author

 Pubished in Volume: 14

 Issue: 4

 Pages: c602-c607

 Year: April 2026

 Downloads: 132

  E-ISSN Number: 2320-2882

 Abstract

Dislocations and migrant memories, sense of belonging and otherness, crisscrossed cultural spaces and multiple identities are being voiced in academic corridors in a globalizing world. The cultural conflicts have acquired more poignancy in case of women writings and deliberations because the question of self-definition can hardly be isolated from the larger questions of gender. The reflections on shifting spaces and crossing borders in immigrant women writing speak volumes about the spatial re-configurations and cultural re-formulations in female psyche. The impossibility of fixity causes a constant self-refashioning for survival in the state of dislocations. The present paper attempts to explore the selected poems of eminent South Asian immigrant women writers, Meena Alexander and Imtiaz Dharker. A close reading of the poems in Alexander's anthology Birthplace with Buried Stones and Dharker's I speak for the Devil reveals, how they have handled the complexity of layered identity and the desirability of cultural reformulation? How their creative self has projected the cultural shifts and the progression from dislocations to dynamic displacements in the Third Space? Underscoring the fragmentation associated with their lives as migrants and their refusal to assign definite meaning to their poetry, the paper intends to analyze their poetry as 'music of survival'


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Third Space, Cultural Translation, Identity, Dislocation, Belonging, Survival, Immigrant

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  Paper Title: AWARENESS OF COMMUNICABLE AND NON COMMUNICABLE DISEASES

  Author Name(s): SAMIMA YASMIN

  Published Paper ID: - IJCRT2604309

  Register Paper ID - 305193

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2604309 and DOI :

  Author Country : Indian Author, India, 731101 , Suri, 731101 , | Research Area: Health Science All

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2604309
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  Your Paper Publication Details:

  Title: AWARENESS OF COMMUNICABLE AND NON COMMUNICABLE DISEASES

 DOI (Digital Object Identifier) :

 Pubished in Volume: 14  | Issue: 4  | Year: April 2026

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Health Science All

 Author type: Indian Author

 Pubished in Volume: 14

 Issue: 4

 Pages: c590-c601

 Year: April 2026

 Downloads: 110

  E-ISSN Number: 2320-2882

 Abstract

List of communicable disease Common cold, dengue, malaria, typhoid leprosy, tuberculosis,rabies scabies filariasis diarrhoea, scrub typhus, pneumonia Chicken pox aids hepatitis Covid 19 List of non communicable disease Diabetes, hypertension Cancer asthma heart' attract heart failure hemorrhage Brain stocks dislipidemia pancreatitis


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Few diseases from communicable and non communicable presentable by vaccination

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  Paper Title: PERIODONTAL CONSIDERATIONS AND MANAGEMENT OF REACTIVE GINGIVAL ENLARGEMENT ACROSS ORTHODONTIC PHASES: A CASE SERIES

  Author Name(s): Dr. Jitendra Jasutkar, Dr. Sumedha Srivastava, Dr. Veena Kalburgi

  Published Paper ID: - IJCRT2604308

  Register Paper ID - 305210

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2604308 and DOI :

  Author Country : Indian Author, India, 462037 , Bhopal, 462037 , | Research Area: Humanities All

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2604308
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  Your Paper Publication Details:

  Title: PERIODONTAL CONSIDERATIONS AND MANAGEMENT OF REACTIVE GINGIVAL ENLARGEMENT ACROSS ORTHODONTIC PHASES: A CASE SERIES

 DOI (Digital Object Identifier) :

 Pubished in Volume: 14  | Issue: 4  | Year: April 2026

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Humanities All

 Author type: Indian Author

 Pubished in Volume: 14

 Issue: 4

 Pages: c582-c589

 Year: April 2026

 Downloads: 109

  E-ISSN Number: 2320-2882

 Abstract

Reactive gingival enlargement is a common clinical finding associated with chronic irritation, often exacerbated by orthodontic therapy due to increased plaque retention and mechanical factors. Its occurrence is not limited to a single stage and may be observed before, during, or after orthodontic treatment, requiring phase-specific periodontal management. This case series presents three patients demonstrating gingival enlargement at different stages of orthodontic therapy. The first case presented with pre-existing gingival enlargement prior to orthodontic treatment and was managed with gingivectomy to establish a healthy periodontal baseline. The second case developed gingival enlargement during active orthodontic therapy, which required surgical intervention following initial periodontal therapy. The third case reported with localized gingival overgrowth three months after completion of orthodontic treatment, which was surgically excised. Histopathological evaluation confirmed fibrous hyperplasia. All cases showed satisfactory healing with restoration of gingival contour and function. This case series highlights that reactive gingival enlargement can occur across all phases of orthodontic treatment and emphasizes the importance of timely diagnosis and phase-wise periodontal management to achieve optimal clinical outcomes.


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Reactive gingival enlargement, Orthodontic therapy, Periodontal management, Gingivectomy, Fibrous hyperplasia, Plaque-induced inflammation, Case series.

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  Paper Title: EVALUATION OF PLATELET RICH FIBRIN WITH AND WITHOUT LOW LEVEL LASER IN TREATING PERIODONTAL INTRABONY DEFECTS: A RANDOMIZED CLINICAL AND RADIOGRAPHIC STUDY

  Author Name(s): Dr. Surbhi Saxena, Dr. Veena Kalburgi

  Published Paper ID: - IJCRT2604307

  Register Paper ID - 305186

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2604307 and DOI :

  Author Country : Indian Author, India, 462037 , Bhopal, 462037 , | Research Area: Humanities All

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2604307
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  Title: EVALUATION OF PLATELET RICH FIBRIN WITH AND WITHOUT LOW LEVEL LASER IN TREATING PERIODONTAL INTRABONY DEFECTS: A RANDOMIZED CLINICAL AND RADIOGRAPHIC STUDY

 DOI (Digital Object Identifier) :

 Pubished in Volume: 14  | Issue: 4  | Year: April 2026

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Humanities All

 Author type: Indian Author

 Pubished in Volume: 14

 Issue: 4

 Pages: c574-c581

 Year: April 2026

 Downloads: 108

  E-ISSN Number: 2320-2882

 Abstract

Background: Periodontal intrabony defects represent a challenging clinical condition requiring regenerative therapy. Platelet Rich Fibrin (PRF) has demonstrated promising regenerative potential due to its growth factor content. Diode laser therapy offers bactericidal and biostimulator effects that may enhance periodontal healing. Aim- To compare the clinical and radiographic efficacy of PRF with and without adjunctive diode laser application in the treatment of periodontal intrabony defects. Materials and Methods -Ten systemically healthy patients presenting with chronic periodontitis and bilateral intrabony defects were included in this randomized split-mouth study. Experimental Site A was treated with open flap debridement (OFD) + PRF, while Experimental Site B received OFD + PRF + diode laser disinfection. Clinical parameters including Plaque Index (PI), Gingival Index (GI), Probing Pocket Depth (PPD), and Clinical Attachment Level (CAL) were recorded at baseline, 1 month, 3 months, and 6 months. Radiographic defect depth was assessed at baseline and 6 months using standardized intraoral periapical radiographs. Results: Both groups showed statistically significant reduction in PI, GI, and PPD with gain in CAL at 6 months. However, the laser-assisted PRF group demonstrated comparatively greater improvement in clinical parameters and radiographic bone fill. Conclusion: PRF is an effective regenerative material in the management of periodontal intrabony defects. The adjunctive use of diode laser with PRF may enhance clinical and radiographic outcomes.


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Platelet Rich Fibrin, Diode Laser, Intrabony Defect, Periodontal Regeneration, Chronic Periodontitis.

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  Paper Title: Revisiting the Past : Diasporic Dilemma in Anita Rau Badami's Can You Hear the Nightbird Call ? and Sorayya Khan's Five Queen's Road

  Author Name(s): Urwashi Kumari

  Published Paper ID: - IJCRT2604306

  Register Paper ID - 305190

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2604306 and DOI :

  Author Country : Indian Author, India, 824231 , Bodhgaya, 824231 , | Research Area: Medical Science All

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2604306
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  Title: REVISITING THE PAST : DIASPORIC DILEMMA IN ANITA RAU BADAMI'S CAN YOU HEAR THE NIGHTBIRD CALL ? AND SORAYYA KHAN'S FIVE QUEEN'S ROAD

 DOI (Digital Object Identifier) :

 Pubished in Volume: 14  | Issue: 4  | Year: April 2026

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Medical Science All

 Author type: Indian Author

 Pubished in Volume: 14

 Issue: 4

 Pages: c566-c573

 Year: April 2026

 Downloads: 133

  E-ISSN Number: 2320-2882

 Abstract

History is a dialogue between the present and the past. The present paper deals with Can You Hear the Nightbird Call by Anita Rau Badami, a writer of Indian origin based in Montreal, Canada and Five Queen's Road by Sorayya Khan, a writer of Pakistani origin settled in Ithaca, U.S. who root their works in their experiences and their memories of socio-political upheavals in India and Pakistan and the way their in-between position influence their views of their homeland and its history. Khan weaves together the post-partition history of the Indian subcontinent by amalgamating oral testimonies and research as well as official histories to portray the different ways in which the past is remembered by the people. Badami, on the other hand, believes that she couldn't have written a novel if she had not left India and she read a collection of testimonies given by victims and read interviews published in India by people involved in extremist activities in the Punjab. The history of all countries show that violence is a universal phenomenon and it is writ large on the pages of human history. In Can You Hear the Nightbird Call?, Badami begins the narrative with the Partition, ropes in the Indo-Pak wars, Mrs. Gandhi taking up the reins of the country, massacre of the Sikhs etc. whereas Five Queen's Road epitomizes undivided India and later deals with the cataclysmic Partition in 1947 which brought in its wake humongous violence. The engagement with the homeland, the process of rehabilitation and the values that hold human beings rooted in the past are some dominant concerns in the fiction of Anita Rau Badami and Sorayya Khan.


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Homeland; post-partition history; humongous violence; rehabilitation

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  Paper Title: Enhanced ECG Arrhythmia Prediction Using Multi-Lead Signals and Hybrid AI Models

  Author Name(s): Bala Krishna Tilakachuri, Krishna Sai Saran Veeramallu, Hemachand Ravulapalli, Anusha Rani Devarakonda, Kusal Sai Kiran Sajja

  Published Paper ID: - IJCRT2604305

  Register Paper ID - 305189

  Publisher Journal Name: IJPUBLICATION, IJCRT

  DOI Member ID: 10.6084/m9.doi.one.IJCRT2604305 and DOI : https://doi.org/10.56975/ijcrt.v14i4.305189

  Author Country : Indian Author, India, 521366 , Gudivada, 521366 , | Research Area: Science and Technology

Published Paper URL: http://ijcrt.org/viewfull.php?&p_id=IJCRT2604305
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  Title: ENHANCED ECG ARRHYTHMIA PREDICTION USING MULTI-LEAD SIGNALS AND HYBRID AI MODELS

 DOI (Digital Object Identifier) : https://doi.org/10.56975/ijcrt.v14i4.305189

 Pubished in Volume: 14  | Issue: 4  | Year: April 2026

 Publisher Name : IJCRT | www.ijcrt.org | ISSN : 2320-2882

 Subject Area: Science and Technology

 Author type: Indian Author

 Pubished in Volume: 14

 Issue: 4

 Pages: c552-c565

 Year: April 2026

 Downloads: 231

  E-ISSN Number: 2320-2882

 Abstract

Early detection of cardiovascular abnormalities is critical for lowering mortality risk and enabling prompt clinical management. This work presents a noise-resilient hybrid ECG classification framework that combines clinical benchmark datasets (MIT-BIH Arrhythmia Database and PTB-XL) with portable six-lead recordings obtained from KardiaMobile 6L devices. ECG traces from portable PDF and image reports are automatically digitized into standardized waveforms using an image-processing pipeline with signal-quality-driven lead selection, whereas multi-lead clinical signals are compacted through principal component analysis (PCA). To ensure uniformity across heterogeneous sources, all recordings are resampled to 100 Hz and segmented into fixed-length windows prior to preprocessing. The proposed denoising pipeline sequentially applies Butterworth band-pass filtering, power-line notch suppression, discrete wavelet denoising, and per-record normalization. For classification, the framework integrates both deep and conventional machine learning models. A one-dimensional CNN captures temporal ECG morphology, while a two-dimensional CNN analyzes STFT-derived time-frequency representations. In parallel, handcrafted clinical features are processed using support vector machine (SVM), random forest (RF), XGBoost, and k-nearest neighbors (KNN) classifiers. Model predictions are combined through a validation-guided weighted probability ensemble to enhance robustness and decision stability. The system performs five-class rhythm identification: Normal Sinus Rhythm, Atrial Fibrillation, Bradycardia, Tachycardia, and Ventricular Arrhythmias. Patient-wise data partitioning is applied to prevent subject information leakage and the framework is evaluated on both intra-dataset digital test data and on Kardia data from an external source. Experiments show high accuracy better macro-F1 performance and well calibrated confidence scores indicating this can be applied to real-time and telecardiology ECG monitoring.


Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

ECG Classification, Arrhythmia Detection, Noise-Robust Signal Processing, Hybrid Machine Learning, Deep Learning.

  License

Creative Commons Attribution 4.0 and The Open Definition



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ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
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