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Paper Citation Record · LEDGER

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions

As of 16 August 2026, this Paper Citation Record lists 100 of 172 outbound references and 0 inbound Pith citation observations for arXiv:2501.11714.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2501.11714 v1

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measured 100 of 172 reference resolution

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Pith citing papers itemized under the disclosed page cap.

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Reference resolution

100 of 172 outbound references displayed

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Outbound references

Observation 6604d4d4-aea7-4744-b751-2a4b4e35c22f · outbound

This paper cites Mental-health and educational achievement: the link between poor mental-health and upper secondary school completion and grades,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Mental-health and educational achievement: the link between poor mental-health and upper secondary school completion and grades,

Reference 1

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This paper cites Promoting mental health: concepts, emerging, evidence, practice (summary report),.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Promoting mental health: concepts, emerging, evidence, practice (summary report),

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This paper cites Relationship between employee mental health and job performance: Mediation role of innovative behavior and work engagement,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Relationship between employee mental health and job performance: Mediation role of innovative behavior and work engagement,

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This paper cites The role of mental health in the relationship between nursing care satisfaction with nurse-patient relational care in chinese emergency department nursing,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions The role of mental health in the relationship between nursing care satisfaction with nurse-patient relational care in chinese emergency department nursing,

Reference 4

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This paper cites Social isolation in mental health: a conceptual and methodological review,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Social isolation in mental health: a conceptual and methodological review,

Reference 5

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This paper cites The collision of mental health, substance use disorder, and suicide,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions The collision of mental health, substance use disorder, and suicide,

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This paper cites Early identification of mental health problems in schools: The status of instrumentation,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Early identification of mental health problems in schools: The status of instrumentation,

Reference 7

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This paper cites College students: mental health problems and treatment considerations,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions College students: mental health problems and treatment considerations,

Reference 8

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This paper cites Early detection and prevention of mental health problems: developmental epidemiology and systems of support,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Early detection and prevention of mental health problems: developmental epidemiology and systems of support,

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This paper cites An integrative review on methodological considerations in mental health research–design, sampling, data collection procedure and quality assurance,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions An integrative review on methodological considerations in mental health research–design, sampling, data collection procedure and quality assurance,

Reference 10

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This paper cites Qualitative methods in psychiatric research,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Qualitative methods in psychiatric research,

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The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Unresolved cited work

Reference 12

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This paper cites Mixed-methods designs in mental health services research: a review,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Mixed-methods designs in mental health services research: a review,

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The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Lifestyle behavior and mental health in early adolescence,

Reference 14

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This paper cites An examination of sleep health, lifestyle and mental health in junior high school students,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions An examination of sleep health, lifestyle and mental health in junior high school students,

Reference 15

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The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions A healthy lifestyle is positively associated with mental health and well-being and core markers in ageing,

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The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Household income histories and child mental health trajectories,

Reference 17

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The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Poverty, race/ethnicity, and psychiatric disorder: A study of rural children,

Reference 18

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This paper cites The impact of the social environment on children’s mental health in a prosperous city: an analysis with data from the city of munich,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions The impact of the social environment on children’s mental health in a prosperous city: an analysis with data from the city of munich,

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This paper cites Us national and state-level prevalence of mental health disorders and disparities of mental health care use in children,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Us national and state-level prevalence of mental health disorders and disparities of mental health care use in children,

Reference 20

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This paper cites Who world mental health surveys international college student project: Prevalence and distribution of mental disorders.,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Who world mental health surveys international college student project: Prevalence and distribution of mental disorders.,

Reference 21

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This paper cites Prevalence of mental disorders and trends from 1996 to 2009. results from the netherlands mental health survey and incidence study-2,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Prevalence of mental disorders and trends from 1996 to 2009. results from the netherlands mental health survey and incidence study-2,

Reference 22

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This paper cites Prevalence of mental disorders in the elderly: the australian national mental health and well-being survey,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Prevalence of mental disorders in the elderly: the australian national mental health and well-being survey,

Reference 23

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The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions National institute of mental health treatment of depression collaborative research program: General effectiveness of treatments,

Reference 24

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This paper cites Using client feedback to improve couple therapy outcomes: a randomized clinical trial in a naturalistic setting.,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Using client feedback to improve couple therapy outcomes: a randomized clinical trial in a naturalistic setting.,

Reference 25

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This paper cites Changes in mental health of uk hospital consultants since the mid- 1990s,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Changes in mental health of uk hospital consultants since the mid- 1990s,

Reference 26

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The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Time trends in adolescent mental health,

Reference 27

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The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Descriptive and inferential statistics,

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This paper cites Mental health prediction using machine learning: taxonomy, applications, and challenges,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Mental health prediction using machine learning: taxonomy, applications, and challenges,

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The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions A review of machine learning and deep learning approaches on mental health diagnosis,

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The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions A machine learning approach to detect depression and anxiety using supervised learning,

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The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions A video based eye detection system for bipolar disorder diagnosis,

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This paper cites Forecasting the onset and course of mental illness with twitter data,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Forecasting the onset and course of mental illness with twitter data,

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The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Artificial intelligence (AI) in mental health diagnosis and treatment,

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This paper cites Our grief is unspeakable: automatically measuring the community impact of a tragedy,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Our grief is unspeakable: automatically measuring the community impact of a tragedy,

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This paper cites “with your help... we begin to heal.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions “with your help... we begin to heal

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Observation 4a391259-cf63-46ae-bc9e-60d92ae75715 · outbound

This paper cites Signal processing and machine learning for mental health research and clinical applications [perspectives],.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Signal processing and machine learning for mental health research and clinical applications [perspectives],

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Observation 40d17bad-9bab-4e7d-8fe1-61b6742ce636 · outbound

This paper cites Designing human-centered ai for mental health: Developing clinically relevant applications for online cbt treatment,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Designing human-centered ai for mental health: Developing clinically relevant applications for online cbt treatment,

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Observation e0561457-1953-4696-a83a-7cc8b8ecdc46 · outbound

This paper cites Analyzing and predicting students’ performance by means of machine learning: A review,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Analyzing and predicting students’ performance by means of machine learning: A review,

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Observation 912951b8-313a-468c-9991-34a0164de439 · outbound

This paper cites Predicting stu- dents’performance in distance learning using machine learning tech- niques,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Predicting stu- dents’performance in distance learning using machine learning tech- niques,

Reference 40

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Observation d6d59627-e0fe-43aa-afb3-e7f39961eb9f · outbound

This paper cites Personalized adaptive learning technologies based on machine learning techniques to identify learning styles: A systematic literature review,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Personalized adaptive learning technologies based on machine learning techniques to identify learning styles: A systematic literature review,

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Observation 6ea75038-c0ba-4ecd-9fe4-e12ded72bcb7 · outbound

This paper cites Personalized learning in education: a machine learning and simulation approach,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Personalized learning in education: a machine learning and simulation approach,

Reference 42

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Observation 401bca29-9be4-4f6d-88e7-c822dec14da9 · outbound

This paper cites A machine learning grading system using chatbots,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions A machine learning grading system using chatbots,

Reference 43

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Observation 30958fdb-e4c6-4f2b-8117-80e31f52ad84 · outbound

This paper cites Design and implementation of machine learning algorithms in automatic grading of students’ assignments,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Design and implementation of machine learning algorithms in automatic grading of students’ assignments,

Reference 44

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Observation 3817dc25-da94-416e-995b-c2e4d9cbdc94 · outbound

This paper cites Chatbot: An education support system for student,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Chatbot: An education support system for student,

Reference 45

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Observation da8ee1ae-79e4-4d5a-8365-a8348a87d3f7 · outbound

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The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Unresolved cited work

Reference 46

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Observation b07ced54-7051-44de-88ed-aa9ee3ae9a94 · outbound

This paper cites Mental stress detection in university students using machine learning algorithms,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Mental stress detection in university students using machine learning algorithms,

Reference 47

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Observation aa16b98b-3aff-43c5-aaa0-abc5dc330f6c · outbound

This paper cites Predicting student performance using mental health and linguistic attributes with deep learning.,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Predicting student performance using mental health and linguistic attributes with deep learning.,

Reference 48

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Observation d9bba8ee-ec60-4997-8f53-e9940be3fdda · outbound

This paper cites What a hybrid legal- technical analysis teaches us about privacy regulation: The case of singling out,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions What a hybrid legal- technical analysis teaches us about privacy regulation: The case of singling out,

Reference 49

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Observation 1a7deb3a-7d1b-487f-b0c3-dd409ff715e1 · outbound

This paper cites Broken promises of privacy: Responding to the surprising failure of anonymization,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Broken promises of privacy: Responding to the surprising failure of anonymization,

Reference 50

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Observation 6594ed80-0651-4d0f-8dcc-63cad05310f1 · outbound

This paper cites Communication-efficient learning of deep networks from decentralized data,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Communication-efficient learning of deep networks from decentralized data,

Reference 51

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Observation 628b4d73-5002-41c5-bdf0-ce517d5b8c48 · outbound

This paper cites Wrist-based electrodermal activity monitoring for stress detection using federated learning,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Wrist-based electrodermal activity monitoring for stress detection using federated learning,

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Observation 2c7d222f-d6cd-4429-8f53-a5326062c5f5 · outbound

This paper cites American Psychiatric Association, D.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions American Psychiatric Association, D

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Observation ebbba54d-e7bb-4e7a-a820-195d5a441524 · outbound

This paper cites Anxiety and academic performance: A meta-analysis of findings,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Anxiety and academic performance: A meta-analysis of findings,

Reference 54

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Observation cec919e8-e7f5-4384-b5fa-bd50047ffdcc · outbound

This paper cites Stress and academic performance among medical students,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Stress and academic performance among medical students,

Reference 55

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Observation aa650c80-c266-4e07-94af-60f3ef37181c · outbound

This paper cites The neuroendocrinology of depression and chronic stress,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions The neuroendocrinology of depression and chronic stress,

Reference 56

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Observation 3e2af332-b9d2-4ba5-81dc-b43e9dc85948 · outbound

This paper cites The neurobiological mechanisms of generalized anxiety disorder and chronic stress,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions The neurobiological mechanisms of generalized anxiety disorder and chronic stress,

Reference 57

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Observation fe388b70-2bc0-4ca7-abf7-1452beab1210 · outbound

This paper cites The impact of depression on the academic productivity of university students,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions The impact of depression on the academic productivity of university students,

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Observation 031b97a9-9691-4312-be7f-dc7587172203 · outbound

This paper cites The performance of college students with and without adhd: Neuropsychological, academic, and psychosocial functioning,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions The performance of college students with and without adhd: Neuropsychological, academic, and psychosocial functioning,

Reference 59

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Observation 31804a69-af3f-4feb-918f-15cd35d3da09 · outbound

This paper cites Substance use as a strong predictor of poor academic achievement among university students,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Substance use as a strong predictor of poor academic achievement among university students,

Reference 60

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Observation 869cf25b-0a02-4c8f-9059-90b4ad5344ce · outbound

This paper cites Exam experience and some reactions to exam stress,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Exam experience and some reactions to exam stress,

Reference 61

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Observation 2abba46c-10c7-453c-ae74-1a269b71607d · outbound

This paper cites Assessment of depression, anxiety and stress among students preparing for various competitive exams,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Assessment of depression, anxiety and stress among students preparing for various competitive exams,

Reference 62

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Observation d16ba72e-46bb-4335-bec7-9773e4f4f14d · outbound

This paper cites Is there an alternative to exams? examination stress in engineering courses,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Is there an alternative to exams? examination stress in engineering courses,

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Observation 15b2e90e-2044-406d-bb5e-3d9d6aaa85f2 · outbound

This paper cites Classification of stress in students using machine learning algorithms,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Classification of stress in students using machine learning algorithms,

Reference 64

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Observation 0e92a7f2-3fe2-4d6d-80d3-d7a73b063c6a · outbound

This paper cites Stress detection while doing exam using eeg with machine learning techniques,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Stress detection while doing exam using eeg with machine learning techniques,

Reference 65

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Observation 1acf4d54-d778-40d8-a011-1e9724b2bc7b · outbound

This paper cites Predicting stress levels of secondary school students’ using machine learning approaches,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Predicting stress levels of secondary school students’ using machine learning approaches,

Reference 66

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Observation d46d0cdc-25cc-4c99-89fe-36e8e37fc0ba · outbound

This paper cites Prevalence and predicting factors of perceived stress among bangladeshi university students using machine learning algorithms,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Prevalence and predicting factors of perceived stress among bangladeshi university students using machine learning algorithms,

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Observation baaa2c1d-c624-496d-ada2-b09c0f039991 · outbound

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The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Unresolved cited work

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Observation d4874aa3-a2ee-4f61-bfb8-63b0b612f246 · outbound

This paper cites Smartphone-tracked digital markers of momentary subjective stress in college students: Idiographic machine learning analysis,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Smartphone-tracked digital markers of momentary subjective stress in college students: Idiographic machine learning analysis,

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Observation 7538eb8e-db3c-41fc-ab9b-552dfe9be1ab · outbound

This paper cites Prediction of stress levels with lstm and passive mobile sensors,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Prediction of stress levels with lstm and passive mobile sensors,

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Observation 0ad2e765-c181-4d19-b8d7-e9875213b0a7 · outbound

This paper cites Prevalence of anxiety in university students during the covid-19 pandemic: a systematic review,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Prevalence of anxiety in university students during the covid-19 pandemic: a systematic review,

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Observation e7ad160f-7443-441f-8a84-941b303c94bb · outbound

This paper cites Anxiety and depression in chinese students during the covid-19 pandemic: a meta-analysis,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Anxiety and depression in chinese students during the covid-19 pandemic: a meta-analysis,

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Observation 42fa0948-00f1-4104-a82e-96d6061c184a · outbound

This paper cites Effects of covid-19 lockdown on university students’ anxiety disorder in italy,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Effects of covid-19 lockdown on university students’ anxiety disorder in italy,

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Observation 0789b93a-28be-4004-905a-8741f744406e · outbound

This paper cites Prevalence of anxiety symptom and depressive symptom among college students during covid-19 pandemic: A meta-analysis,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Prevalence of anxiety symptom and depressive symptom among college students during covid-19 pandemic: A meta-analysis,

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Observation 8b3c9902-8068-4ce0-baa6-7ae39e588e82 · outbound

This paper cites Chinese college students have higher anxiety in new semester of online learning during covid-19: a machine learning approach,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Chinese college students have higher anxiety in new semester of online learning during covid-19: a machine learning approach,

Reference 75

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Observation 6b1ad89c-8c24-4a30-82ee-b9f7aead4481 · outbound

This paper cites Detection and classifica- tion of anxiety in university students through the application of machine learning,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Detection and classifica- tion of anxiety in university students through the application of machine learning,

Reference 76

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Observation a75c6764-d3d3-4c2e-9bc3-cf527bf37135 · outbound

This paper cites Anx- ietydecoder: an eeg-based anxiety predictor using a 3-d convolutional neural network,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Anx- ietydecoder: an eeg-based anxiety predictor using a 3-d convolutional neural network,

Reference 77

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Observation be3a2864-9039-438d-9017-b7dde4d8b38a · outbound

This paper cites A neural network approach for anxiety detection based on ecg,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions A neural network approach for anxiety detection based on ecg,

Reference 78

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Observation 23567b80-e466-479c-90fd-6b9744d78d8c · outbound

This paper cites An adaptive neuro fuzzy inference system for prediction of anxiety of students,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions An adaptive neuro fuzzy inference system for prediction of anxiety of students,

Reference 79

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Observation 281a39b2-93a1-495f-a2aa-6b8428dde59f · outbound

This paper cites Machine learning predictive models to guide prevention and intervention allocation for anxiety and depressive disorders among college students,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Machine learning predictive models to guide prevention and intervention allocation for anxiety and depressive disorders among college students,

Reference 80

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Observation 5b2c6e30-f6bd-4a7e-97fa-13778fa094d2 · outbound

This paper cites Healthy minds study.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Healthy minds study

Reference 81

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Observation 7bd29b3d-1413-4918-8d30-2e19b4d551b9 · outbound

This paper cites Depression in nursing students during the covid-19 pandemic: Systematic review and meta-analysis,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Depression in nursing students during the covid-19 pandemic: Systematic review and meta-analysis,

Reference 82

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Observation 0c063d72-ec47-40f1-ab66-4f32037e532d · outbound

This paper cites The impact of virtual learning on students’ educational behavior and pervasiveness of depres- sion among university students due to the covid-19 pandemic,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions The impact of virtual learning on students’ educational behavior and pervasiveness of depres- sion among university students due to the covid-19 pandemic,

Reference 83

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Observation 4d16bad7-9729-4e92-a6bf-94ad3cf82f7f · outbound

This paper cites Family structure and depression: Implications for the counseling of depressed college students.,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Family structure and depression: Implications for the counseling of depressed college students.,

Reference 84

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Observation e9d2ff14-8989-4e19-814c-448bdb724a47 · outbound

This paper cites The effects of mother’s education on college student’s depression level: The role of family function,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions The effects of mother’s education on college student’s depression level: The role of family function,

Reference 85

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Observation 085d8f56-9b2b-4ce1-8aef-fa8200781db6 · outbound

This paper cites Machine learning models for predicting risk of depression in korean college students: identifying family and individual factors,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Machine learning models for predicting risk of depression in korean college students: identifying family and individual factors,

Reference 86

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Observation bcdc4df9-00ff-4486-8f8f-f3b19b04c74c · outbound

This paper cites Adhd in college students,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Adhd in college students,

Reference 87

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Observation e188bb16-7278-408a-b173-3af21a3c3e4b · outbound

This paper cites What do we really know about adhd in college students?,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions What do we really know about adhd in college students?,

Reference 88

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Observation 03022649-715f-44ec-abef-1f0805ae4764 · outbound

This paper cites Predicting the adult clinical and academic outcomes in boys with adhd: a 7-to 10-year follow-up study in china,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Predicting the adult clinical and academic outcomes in boys with adhd: a 7-to 10-year follow-up study in china,

Reference 89

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Observation 02f23a9b-fac6-4fcd-b609-84cd2044dfe0 · outbound

This paper cites Patterns of high- risk drinking among medical students: A web-based survey with machine learning,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Patterns of high- risk drinking among medical students: A web-based survey with machine learning,

Reference 90

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Observation 6084aa8e-0214-4023-acda-4f62a749cffa · outbound

This paper cites Substance use and parent characteristics among high school students: Edirne sample in turkey,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Substance use and parent characteristics among high school students: Edirne sample in turkey,

Reference 91

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Observation cefbfeaa-6ed8-4bda-bc3f-19f03d42ad9d · outbound

This paper cites Parental substance use as a modifier of adolescent substance use risk,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Parental substance use as a modifier of adolescent substance use risk,

Reference 92

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Observation 16438fa2-311c-4bee-82fd-9d4db2fab6b0 · outbound

This paper cites Innovative identification of substance use predictors: machine learning in a national sample of mexican children,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Innovative identification of substance use predictors: machine learning in a national sample of mexican children,

Reference 93

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation 5d96dc1e-2d32-4106-9f94-d96e7097452b · outbound

This paper cites Mental health analysis in social media posts: a survey,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Mental health analysis in social media posts: a survey,

Reference 94

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raw_fallback, observed 2026-08-10T18:01:56.415640Z

Source-reported events for the cited work

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Observation d15e6d63-734a-4c94-9c8a-1457f5901db5 · outbound

This paper cites Social media posts as a window into mental health: A machine learning approach,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Social media posts as a window into mental health: A machine learning approach,

Reference 95

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation 7b7c748c-6170-478f-a259-a9064b6733eb · outbound

This paper cites Predicting academic performance: Analysis of students’ mental health condition from social media interactions,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Predicting academic performance: Analysis of students’ mental health condition from social media interactions,

Reference 96

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation bcf4759f-df92-4b6d-be86-12aaf12e722b · outbound

This paper cites Introducing wesad, a multimodal dataset for wearable stress and affect detection,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Introducing wesad, a multimodal dataset for wearable stress and affect detection,

Reference 97

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation cc0ce477-0905-4d9c-adad-3e8fb24c644c · outbound

This paper cites Comparative analysis between individual, centralized, and federated learning for smartwatch based stress detection,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Comparative analysis between individual, centralized, and federated learning for smartwatch based stress detection,

Reference 98

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raw_fallback, observed 2026-08-10T18:01:56.376970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T18:01:55.269574Z digest=sha256:5cd1084738ad84469fd11446bf744d4fa222e895ede1c53815a31ab7b357bb33

Observation d9314795-a287-4462-a263-dfd1b0c42b88 · outbound

This paper cites Classify mental stress levels with privacy-preserving machine learning,.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Classify mental stress levels with privacy-preserving machine learning,

Reference 99

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verified fuzzy
raw_fallback, observed 2026-08-10T18:01:56.366695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T18:01:55.273297Z digest=sha256:d0e7326cc8fe51787fe7be2b302a9a3071fa8a0a47a4dbd30740aec0fd5424cb

Observation b0ae5112-79a6-4fa5-b139-eed1672880c0 · outbound

This paper cites FedTherapist: Mental Health Monitoring with User-Generated Linguistic Expressions on Smartphones via Federated Learning.

The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions FedTherapist: Mental Health Monitoring with User-Generated Linguistic Expressions on Smartphones via Federated Learning

Reference 100

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Pith citing papers

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