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Paper Citation Record · LEDGER

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey

As of 8 August 2026, this Paper Citation Record lists 100 of 300 outbound references and 0 inbound Pith citation observations for arXiv:2506.18915.

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

pith.paper-citation-record.v1
2506.18915 v2

Coverage vector

measured 100 of 300 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:28:36.988660Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

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measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

100 of 300 outbound references displayed

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Outbound references

Observation ce241d4f-6b32-4e7e-a325-c9f3d1dd4d0c · outbound

This paper cites Depression in young people,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Depression in young people,

Reference 1

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Observation 618db548-fcc2-4b67-8601-8a62cf59fd59 · outbound

This paper cites Paral- imbic cortical thickness in first-episode depression: evidence for trait-related differences in mood regulation,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Paral- imbic cortical thickness in first-episode depression: evidence for trait-related differences in mood regulation,

Reference 2

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Observation cc151ca2-8093-4357-b557-6bc252c8bf3f · outbound

This paper cites Im- paired prefrontal–amygdala effective connectivity is responsible for the dysfunction of emotion process in major depressive dis- order: a dynamic causal modeling study on meg,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Im- paired prefrontal–amygdala effective connectivity is responsible for the dysfunction of emotion process in major depressive dis- order: a dynamic causal modeling study on meg,

Reference 3

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Observation cd6d4419-a52a-4117-8dde-d264ee3e37b4 · outbound

This paper cites Processing of facial emo- tion expression in major depression: a review,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Processing of facial emo- tion expression in major depression: a review,

Reference 4

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Observation 16b2be80-ff39-4db8-9253-241ef51bb4b6 · outbound

This paper cites Depression and the risk of coronary heart disease: a meta-analysis of prospective cohort studies,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Depression and the risk of coronary heart disease: a meta-analysis of prospective cohort studies,

Reference 5

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Observation 114e6699-b728-4dfe-ad0d-ac20943a8cf5 · outbound

This paper cites The increasing burden of depression,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey The increasing burden of depression,

Reference 6

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Observation fcd1f59d-f89c-406c-87fe-6bc2513b7025 · outbound

This paper cites Chronic fatigue syndrome and depression: cause, effect, or covariate,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Chronic fatigue syndrome and depression: cause, effect, or covariate,

Reference 7

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Observation 2b9758c6-0b36-4f54-b456-f2b43fe73a2a · outbound

This paper cites Depression and appetite,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Depression and appetite,

Reference 8

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Observation 7ab8adf7-cce0-4d4a-a727-67db6b3c259e · outbound

This paper cites Insomnia and depression,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Insomnia and depression,

Reference 9

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Observation e676e7bf-00b0-4cda-8f27-d12b06c37bf7 · outbound

This paper cites The diagnosis of depression: current and emerging methods,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey The diagnosis of depression: current and emerging methods,

Reference 10

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Observation 885e76dd-e2f1-4dbe-b259-f84e0b926ee5 · outbound

This paper cites A rating scale for depression. journal of neurol- ogy,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey A rating scale for depression. journal of neurol- ogy,

Reference 11

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Observation fea35e8c-ad84-4c2b-9f00-700b6a481fbc · outbound

This paper cites The phq-9: valid- ity of a brief depression severity measure,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey The phq-9: valid- ity of a brief depression severity measure,

Reference 12

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Observation 58ad0241-4d17-4854-a79d-738def413eef · outbound

This paper cites Adolescent depression: diagnosis, treatment, and educational attainment,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Adolescent depression: diagnosis, treatment, and educational attainment,

Reference 13

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Observation bdc2824b-e36c-48b5-95ac-329a99e59fdb · outbound

This paper cites Depression gets old fast: do stress and depression accelerate cell aging?.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Depression gets old fast: do stress and depression accelerate cell aging?

Reference 14

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Observation 69fab345-2f7d-4352-afc4-fafedbad7649 · outbound

This paper cites Depression and obesity: evidence of shared biological mechanisms,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Depression and obesity: evidence of shared biological mechanisms,

Reference 15

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Observation 59c55522-af6f-460e-a15f-5554eb0d7b02 · outbound

This paper cites Shared biological mechanisms of depression and obesity: focus on adipokines and lipokines,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Shared biological mechanisms of depression and obesity: focus on adipokines and lipokines,

Reference 16

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Observation 09449afc-331f-4d51-85a3-77a1da187adc · outbound

This paper cites Major depression: an illness with objective physical signs,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Major depression: an illness with objective physical signs,

Reference 17

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Observation dfdb2123-0a1a-4559-afec-367b62e54cd3 · outbound

This paper cites A study of the interaction between depressed patients and their spouses,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey A study of the interaction between depressed patients and their spouses,

Reference 18

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Observation fe5f0ce1-2b6e-4574-a5b8-4e20066f40fe · outbound

This paper cites From emotions to mood disorders: A survey on gait analysis methodology,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey From emotions to mood disorders: A survey on gait analysis methodology,

Reference 19

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Observation 2bce2f39-9e0d-4438-a307-ed442b1ad25f · outbound

This paper cites Reading between the frames: Multi- modal depression detection in videos from non-verbal cues,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Reading between the frames: Multi- modal depression detection in videos from non-verbal cues,

Reference 20

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Observation aa3cbfa2-1dc8-4dda-bf1e-cc343c5ffa58 · outbound

This paper cites Mea- suring the rate of change of voice fundamental frequency in fluent speech during mental depression,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Mea- suring the rate of change of voice fundamental frequency in fluent speech during mental depression,

Reference 21

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Observation 42667e1e-930c-4437-aba2-7d69681bd7f8 · outbound

This paper cites Linguistic in- quiry and word count: Liwc 2001,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Linguistic in- quiry and word count: Liwc 2001,

Reference 22

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Observation 99d43c60-c379-4378-b0cb-4b0df087d69c · outbound

This paper cites Vocal indicators of psychological stress,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Vocal indicators of psychological stress,

Reference 23

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Observation db9403ad-bf7b-4817-8e62-500da39edc9f · outbound

This paper cites Ensemble cca for continuous emotion prediction,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Ensemble cca for continuous emotion prediction,

Reference 24

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Observation 27f04710-2634-425e-9192-60fc906125bf · outbound

This paper cites Depression assessment by fusing high and low level features from audio, video, and text,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Depression assessment by fusing high and low level features from audio, video, and text,

Reference 25

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Observation a9fabc5a-4f2a-40f1-bd39-3ef8541d8b51 · outbound

This paper cites End-to-end mul- timodal clinical depression recognition using deep neural networks: A comparative analysis,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey End-to-end mul- timodal clinical depression recognition using deep neural networks: A comparative analysis,

Reference 26

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Observation 3ec7b258-aae3-4029-af77-c0c59fcf171e · outbound

This paper cites Hique: Hierarchical question embedding network for multimodal depression detec- tion,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Hique: Hierarchical question embedding network for multimodal depression detec- tion,

Reference 27

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Observation aa3a3fd2-ab74-4c8a-94bf-bda4e3acab6f · outbound

This paper cites Two- stage temporal modelling framework for video-based depression recognition using graph representation,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Two- stage temporal modelling framework for video-based depression recognition using graph representation,

Reference 28

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Observation 6fafaab5-71f7-49a3-9910-feb54468f55f · outbound

This paper cites Multimodal spatiotemporal representation for automatic depression level de- tection,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Multimodal spatiotemporal representation for automatic depression level de- tection,

Reference 29

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Observation a2c9cea2-ba18-4bed-9e0f-384ab75627e6 · outbound

This paper cites Depression detection from social media posts using emotion aware encoders and fuzzy based contrastive networks,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Depression detection from social media posts using emotion aware encoders and fuzzy based contrastive networks,

Reference 30

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Observation a89848dc-62ac-4133-b0b8-4afcd284d9ef · outbound

This paper cites Dep-former: Multimodal depression recognition based on facial expressions and audio features via emotional changes,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Dep-former: Multimodal depression recognition based on facial expressions and audio features via emotional changes,

Reference 31

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Observation 80648e0b-5bc7-417d-ae14-809ec2d8873f · outbound

This paper cites A mul- timodal fusion model with multi-level attention mechanism for depression detection,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey A mul- timodal fusion model with multi-level attention mechanism for depression detection,

Reference 32

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Observation 35a719a6-07d3-4d20-83fb-2b56552391f3 · outbound

This paper cites Explainable depression detection via head motion patterns,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Explainable depression detection via head motion patterns,

Reference 33

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Observation f3883801-4a60-46b9-bbd3-c53188b39716 · outbound

This paper cites Statistical, spectral and graph representations for video-based facial expression recogni- tion in children,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Statistical, spectral and graph representations for video-based facial expression recogni- tion in children,

Reference 34

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Observation 19fe1eb1-7876-4951-bb11-6901395befad · outbound

This paper cites Integrat- ing deep facial priors into landmarks for privacy preserving mul- timodal depression recognition,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Integrat- ing deep facial priors into landmarks for privacy preserving mul- timodal depression recognition,

Reference 35

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Observation 767b8426-e9b2-4680-8cfe-350d4d74f23e · outbound

This paper cites Topic modeling based multi-modal depression detection,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Topic modeling based multi-modal depression detection,

Reference 36

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Observation d7e3e351-af39-4023-a884-4af251c7c19c · outbound

This paper cites Multimodal fusion of bert-cnn and gated cnn representations for depression detection,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Multimodal fusion of bert-cnn and gated cnn representations for depression detection,

Reference 37

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Observation ed06f4ee-b63f-4147-a467-fafd8e4bc6f1 · outbound

This paper cites Facialpulse: An efficient rnn-based de- pression detection via temporal facial landmarks,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Facialpulse: An efficient rnn-based de- pression detection via temporal facial landmarks,

Reference 38

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Observation f89aed52-b3d4-409d-97fc-24a667f06420 · outbound

This paper cites Social risk and depression: Evidence from manual and automatic facial expression analysis,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Social risk and depression: Evidence from manual and automatic facial expression analysis,

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source=pdf_text observed=2026-08-07T05:28:31.857172Z digest=sha256:2ec4874de2457f30500bec56b4bd5c0bc97b3c8b11ab453f9fc35c2e0a89feea

Observation dca7ac68-baa4-4cd0-8888-072a07b752d3 · outbound

This paper cites Cnn depression severity level estimation from upper body vs. face-only images,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Cnn depression severity level estimation from upper body vs. face-only images,

Reference 40

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source=pdf_text observed=2026-08-07T05:28:31.947424Z digest=sha256:cad23f1cda0f0f5bfcf7c954f3751f9090c853619af938f7c9d55609bf006305

Observation 544d583f-f811-4dba-9de5-9b6e18576206 · outbound

This paper cites Lqgdnet: A local quaternion and global deep network for facial depression recognition,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Lqgdnet: A local quaternion and global deep network for facial depression recognition,

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source=pdf_text observed=2026-08-07T05:28:32.039934Z digest=sha256:b248717fba24ae0c9f562916a673edc60ebc8b209f5ad0d8abad280a8814b3c3

Observation 2eedef23-2811-4309-aa33-ac1bb529779d · outbound

This paper cites Spectral repre- sentation of behaviour primitives for depression analysis,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Spectral repre- sentation of behaviour primitives for depression analysis,

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source=pdf_text observed=2026-08-07T05:28:32.173240Z digest=sha256:f638c3e17ba89a1387e1aec37a18cc27cc48a99c245ec8c11f736bf7799be0ee

Observation 0651b2b9-dccd-4416-befb-46212222b446 · outbound

This paper cites Mdn: A deep maximization-differentiation network for spatio-temporal de- pression detection,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Mdn: A deep maximization-differentiation network for spatio-temporal de- pression detection,

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source=pdf_text observed=2026-08-07T05:28:32.238794Z digest=sha256:504f59448ec6bde986258b8c495ddedc191f177b3342abf0bf4de9d58fa3580b

Observation 10c09a96-bb0b-49a9-a24b-ffb142c126a3 · outbound

This paper cites A novel eeg-based graph convolution network for depression detection: incorporating secondary subject partitioning and attention mech- anism,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey A novel eeg-based graph convolution network for depression detection: incorporating secondary subject partitioning and attention mech- anism,

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source=pdf_text observed=2026-08-07T05:28:32.298084Z digest=sha256:03427658f59d2952d5c66671f196b1ad50c3e182a0427291e62adfa81592802c

Observation 5fecd28d-bd5d-4abb-ad70-98c0fae1ebe3 · outbound

This paper cites Depression recognition from eeg signals using an adaptive channel fusion method via improved focal loss,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Depression recognition from eeg signals using an adaptive channel fusion method via improved focal loss,

Reference 45

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source=pdf_text observed=2026-08-07T05:28:32.382185Z digest=sha256:12a4936cf8c0eec618cf76151d108adee8344da170923d3c374a1875c7a4e020

Observation 01e42070-cbc1-45b2-956a-5551fe313b8d · outbound

This paper cites Convolutional neural network– based deep learning model for predicting differential suicidality in depressive patients using brain generalized q-sampling imag- ing,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Convolutional neural network– based deep learning model for predicting differential suicidality in depressive patients using brain generalized q-sampling imag- ing,

Reference 46

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source=pdf_text observed=2026-08-07T05:28:32.465970Z digest=sha256:5ae2157d2c32eb75795a84a940ce2a05f0268708d8abf80fd9d31b184461162b

Observation fb2bc121-2ced-46c3-a251-144325daa99d · outbound

This paper cites Classification of major depressive disorder using an attention-guided unified deep convolutional neural network and individual structural covariance network,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Classification of major depressive disorder using an attention-guided unified deep convolutional neural network and individual structural covariance network,

Reference 47

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:28:32.532866Z digest=sha256:c6853f9794dbf53e5e447309ebd62761f5f919535e155a0631da0c2bfe13e85b

Observation 7c5b6a71-ee1c-4351-874c-041588d88c6f · outbound

This paper cites Depression detection from smri and rs-fmri images using machine learning,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Depression detection from smri and rs-fmri images using machine learning,

Reference 48

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source=pdf_text observed=2026-08-07T05:28:32.608209Z digest=sha256:6916f79e41e6c6fee67e413dc0f4b4083cda0f17a8792b2a6658a7c06b52b5b6

Observation 598afe1e-6dd0-4812-8642-8e25db94bd03 · outbound

This paper cites Depression detection based on deep distribution learning,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Depression detection based on deep distribution learning,

Reference 49

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T05:28:32.693703Z digest=sha256:94868f30e6ffadf2a297d7b2e175c02530b4eced2d3c1b1392c772f1616c9e7e

Observation 5090f97d-b938-4890-97b0-da4e9da39f7b · outbound

This paper cites Classifying depression patients and normal subjects using machine learning techniques and nonlinear features from eeg signal,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Classifying depression patients and normal subjects using machine learning techniques and nonlinear features from eeg signal,

Reference 50

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source=pdf_text observed=2026-08-07T05:28:32.763265Z digest=sha256:5acdae2007641bcd834225ddd8581b5d12debfbfab7ecb6b1f62fc8ed5e57ede

Observation dcde242f-a84a-4935-a113-1763e4ab1f03 · outbound

This paper cites Deprnet: A deep convolution neural network frame- work for detecting depression using eeg,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Deprnet: A deep convolution neural network frame- work for detecting depression using eeg,

Reference 51

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source=pdf_text observed=2026-08-07T05:28:32.814814Z digest=sha256:a453b85730cf52775eab08990b0f666f741380883268d765a900008f5202b771

Observation 1bb7af5c-ec53-4f40-9a27-bd4284e13801 · outbound

This paper cites Depcap: a smart healthcare framework for eeg based depres- sion detection using time-frequency response and deep neural network,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Depcap: a smart healthcare framework for eeg based depres- sion detection using time-frequency response and deep neural network,

Reference 52

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source=pdf_text observed=2026-08-07T05:28:32.899385Z digest=sha256:0c849a964180b764a2fe756c1682a7848c34f254e49d7fff629d9d408aab0cb3

Observation 5dda2355-90df-42cd-9e79-a1268bbaae89 · outbound

This paper cites Achieving eeg- based depression recognition using decentralized-centralized structure,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Achieving eeg- based depression recognition using decentralized-centralized structure,

Reference 53

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source=pdf_text observed=2026-08-07T05:28:32.991626Z digest=sha256:1dd1044d67e3195c7dab9a2be8f74fdbf18e2e79f9ed91def1d3164141e3ada7

Observation 592b55f0-eaa4-4179-8a58-5baa2b894ce6 · outbound

This paper cites Gctnet: a graph convolutional transformer network for major depressive disorder detection based on eeg signals,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Gctnet: a graph convolutional transformer network for major depressive disorder detection based on eeg signals,

Reference 54

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source=pdf_text observed=2026-08-07T05:28:33.066886Z digest=sha256:735282189f247c1b949e5d4d6f1ef2f481e7fc312bdb754b6a21756830fcde0f

Observation 91c2b22e-e5cd-4ff8-b5a7-0c8176c77120 · outbound

This paper cites Mast-gcn: Multi-scale adaptive spatial-temporal graph convolutional network for eeg- based depression recognition,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Mast-gcn: Multi-scale adaptive spatial-temporal graph convolutional network for eeg- based depression recognition,

Reference 55

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source=pdf_text observed=2026-08-07T05:28:33.130429Z digest=sha256:ac09afd0313d07a0d65bda706668b27adc8a65a2c1076fb88875e7281f3a6d28

Observation 24db5a63-857b-4721-8d98-84c1b27b7e31 · outbound

This paper cites Gcns–fsmi: Eeg recognition of mental illness based on fine-grained signal features and graph mutual information maximization,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Gcns–fsmi: Eeg recognition of mental illness based on fine-grained signal features and graph mutual information maximization,

Reference 56

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source=pdf_text observed=2026-08-07T05:28:33.190865Z digest=sha256:423258b03de16e48a091780a780c9dd9b30b51f25e40c47cf0c2bd120658121a

Observation 4a536206-c8e8-425c-a266-946653c14630 · outbound

This paper cites Classification of recurrent major depressive disorder using a new time series feature extraction method through multisite rs-fmri data,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Classification of recurrent major depressive disorder using a new time series feature extraction method through multisite rs-fmri data,

Reference 57

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source=pdf_text observed=2026-08-07T05:28:33.282095Z digest=sha256:bbc1f0446a3362bdedbc47dc23c89363d21a94eaf44427e6c7cc9d5e530e9069

Observation 236350ca-c083-41fb-8ea3-665b3fc9c91b · outbound

This paper cites The classification of brain network for major depressive disorder patients based on deep graph con- volutional neural network,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey The classification of brain network for major depressive disorder patients based on deep graph con- volutional neural network,

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source=pdf_text observed=2026-08-07T05:28:33.353435Z digest=sha256:ad875a7a86cc6fdc52f04251f3a91b7aa8db68304d97cf16a0acae2904f08c22

Observation 01e45470-26b8-4591-8379-0f39a4bdb8dc · outbound

This paper cites Avec 2013: the continuous audio/visual emotion and depression recognition challenge,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Avec 2013: the continuous audio/visual emotion and depression recognition challenge,

Reference 59

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source=pdf_text observed=2026-08-07T05:28:33.437679Z digest=sha256:8ae91fef534f68a28ecb35730091d833b85e31a7548f98841533b53eef390c79

Observation f2607da9-689e-4141-8b96-cac49483bdac · outbound

This paper cites Avec 2014: 3d dimensional affect and depression recognition challenge,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Avec 2014: 3d dimensional affect and depression recognition challenge,

Reference 60

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:28:33.499150Z digest=sha256:4082a1fd009d6c5c115ecb20362a0a527315de3785fe7ca23f72d456fcd40cd5

Observation c66fba03-0cac-480c-8365-306f473c30b9 · outbound

This paper cites Avec 2016: Depression, mood, and emotion recognition workshop and challenge,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Avec 2016: Depression, mood, and emotion recognition workshop and challenge,

Reference 61

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source=pdf_text observed=2026-08-07T05:28:33.585265Z digest=sha256:f12b13529511a6131281e3123cd490460590f7ae18e9879b36ab31330aa065ff

Observation 6826defc-f827-44a3-80fd-ad8667e315a2 · outbound

This paper cites Avec 2017: Real-life depression, and affect recognition workshop and challenge,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Avec 2017: Real-life depression, and affect recognition workshop and challenge,

Reference 62

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source=pdf_text observed=2026-08-07T05:28:33.659123Z digest=sha256:aa50b67f82510994ac3f82a7d4cc763e4c74fe31032d891238fc7984383fe018

Observation efb38aa7-5e28-4b15-886f-19b036374349 · outbound

This paper cites Avec 2019 workshop and challenge: State-of-mind, detecting depression with ai, and cross-cultural affect recognition,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Avec 2019 workshop and challenge: State-of-mind, detecting depression with ai, and cross-cultural affect recognition,

Reference 63

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source=pdf_text observed=2026-08-07T05:28:33.737173Z digest=sha256:54f6e8ca2798ba17ba89422e39fca2a4c5a905f1fdeaf610fce9a2ec0c3b477e

Observation 9325a99e-09c7-4fd3-9534-54119f9d0380 · outbound

This paper cites The distress analysis interview corpus of human and computer interviews.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey The distress analysis interview corpus of human and computer interviews

Reference 64

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T05:28:33.808080Z digest=sha256:ca73687995a7e4e144d26f4d3263a4b110a5bddc47a0538b20e709768555f71c

Observation dd201a14-4bff-4397-8c47-eae6c1edbc91 · outbound

This paper cites Semi-structural interview-based chinese multimodal de- pression corpus towards automatic preliminary screening of de- pressive disorders,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Semi-structural interview-based chinese multimodal de- pression corpus towards automatic preliminary screening of de- pressive disorders,

Reference 65

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source=pdf_text observed=2026-08-07T05:28:33.910997Z digest=sha256:ff979e6651f65138958e57d479a00c5c54213f32ff2613db21616d5aad4036d8

Observation f34b0a93-d107-4432-b6e5-fd76f377b974 · outbound

This paper cites Dynamic multi- modal measurement of depression severity using deep autoen- coding,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Dynamic multi- modal measurement of depression severity using deep autoen- coding,

Reference 66

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source=pdf_text observed=2026-08-07T05:28:33.988059Z digest=sha256:4a7a917afce20e109d2a348cccbd22e031103fbd7cbea010e1987d5ac159a3e7

Observation 404a1594-4c94-4d1a-8363-9f084b1c8dc9 · outbound

This paper cites Look- ing at the body: Automatic analysis of body gestures and self-adaptors in psychological distress,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Look- ing at the body: Automatic analysis of body gestures and self-adaptors in psychological distress,

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source=pdf_text observed=2026-08-07T05:28:34.075560Z digest=sha256:10a49a5dbed8798d1c968357814a5563cd8df8ca929a4111bb4eda7706aacfc7

Observation e7eb5be0-a492-41cf-913c-b321ae0863f7 · outbound

This paper cites D-vlog: Multimodal vlog dataset for depression detection,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey D-vlog: Multimodal vlog dataset for depression detection,

Reference 68

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:28:34.167254Z digest=sha256:53c0b9f8d307102e21f9735efbcafc83d2a211ba4a3c0630dcb5804317d0a64e

Observation dc58753c-fa5e-46a3-b709-08a50e117d31 · outbound

This paper cites Automatic depression detec- tion: An emotional audio-textual corpus and a gru/bilstm-based model,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Automatic depression detec- tion: An emotional audio-textual corpus and a gru/bilstm-based model,

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:28:34.296148Z digest=sha256:2b6619d37fe00b0238da36e61d1041213388c9bbafd62e15beee57bc873001f2

Observation 2173d66b-92b1-4826-96ad-192c1223e70e · outbound

This paper cites A multi-modal open dataset for mental- disorder analysis,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey A multi-modal open dataset for mental- disorder analysis,

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T05:28:34.359811Z digest=sha256:ff3ec2d5b73c1a2b86271fce04ec9f38f5f5f6d8acfe44cc0d32b7451b2f9714

Observation 664d030b-8004-4ef6-920e-c38ba77a6f1e · outbound

This paper cites Machine learning in major depression: From classification to treatment outcome prediction,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Machine learning in major depression: From classification to treatment outcome prediction,

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:28:34.445917Z digest=sha256:88fa668060086faeb8e80382a957250971c500d0888680eb9b5dfbbf175e837a

Observation 07e1881b-9d6c-46de-9b09-889bb45becbb · outbound

This paper cites Deep learning for depres- sion recognition with audiovisual cues: A review,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Deep learning for depres- sion recognition with audiovisual cues: A review,

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:28:34.496315Z digest=sha256:eb509bb016fdc22dc7bd1f212afdc3b05cf160f46809e51d1e17cc7d0c879b9d

Observation 7e7bdb56-272c-4821-a739-d7727c767ddf · outbound

This paper cites Machine learning algorithms for depression: diagnosis, insights, and research directions,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Machine learning algorithms for depression: diagnosis, insights, and research directions,

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source=pdf_text observed=2026-08-07T05:28:34.582982Z digest=sha256:81b219223f3ce93a0b690464c4b1141f13623b81127879cd89a83cc57475bfb0

Observation 3722afca-b9f9-4633-9f5b-b767262538c1 · outbound

This paper cites Auto- matic depression recognition by intelligent speech signal pro- cessing: A systematic survey,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Auto- matic depression recognition by intelligent speech signal pro- cessing: A systematic survey,

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:28:34.674231Z digest=sha256:fc7b967f7c079af066bb402059016628b89456f9a430f26ff9c1b6211b631db2

Observation ec53ea1a-3a35-4a5e-bdf5-296545f241fd · outbound

This paper cites Deep learning and machine learning in psychiatry: a survey of current progress in depression detection, diagnosis and treatment,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Deep learning and machine learning in psychiatry: a survey of current progress in depression detection, diagnosis and treatment,

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:28:34.797699Z digest=sha256:4b4e1887284a494f606e25329b354d777e5b33888c9cb36f437eb18950e13dc7

Observation 50a165be-410b-43f4-9852-e4f26eede92b · outbound

This paper cites Depression detection from social networks data based on machine learning and deep learning techniques: An interrogative survey,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Depression detection from social networks data based on machine learning and deep learning techniques: An interrogative survey,

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Observation ad3bd739-8f8a-41e4-b3b7-f9027f06e4cb · outbound

This paper cites Can’t shake that feeling: event-related fmri assessment of sustained amygdala activity in response to emotional infor- mation in depressed individuals,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Can’t shake that feeling: event-related fmri assessment of sustained amygdala activity in response to emotional infor- mation in depressed individuals,

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Observation c90c8015-3691-4c9e-a5a0-0f2b65ba7224 · outbound

This paper cites The thalamus is the causal hub of intervention in patients with major depressive disorder: Evidence from the granger causality analysis,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey The thalamus is the causal hub of intervention in patients with major depressive disorder: Evidence from the granger causality analysis,

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Observation d38d65a2-71b8-42f8-9b55-0f2b4d5f8b5d · outbound

This paper cites Neuroplastic changes in depression: a role for the immune system,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Neuroplastic changes in depression: a role for the immune system,

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source=pdf_text observed=2026-08-07T05:28:35.089937Z digest=sha256:5637e4f48e760a3aa861ce39b135f97800d2d796359d45c2864b5c714f428919

Observation 750a500c-bcd3-44b4-8a24-cfd6fc98d911 · outbound

This paper cites Illness, cytokines, and depression,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Illness, cytokines, and depression,

Reference 80

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Observation f6b0cacc-872b-493c-b069-bdc4bfab3d92 · outbound

This paper cites The association of depres- sion and anxiety with medical symptom burden in patients with chronic medical illness,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey The association of depres- sion and anxiety with medical symptom burden in patients with chronic medical illness,

Reference 81

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Observation 527739e5-4c09-4e9f-9fad-92a672f9b7e4 · outbound

This paper cites Depressive behavior and vascular dysfunction: a link between clinical depression and vascular disease?.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Depressive behavior and vascular dysfunction: a link between clinical depression and vascular disease?

Reference 82

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Observation 8a0ccb3c-3760-4ba5-8dff-4e09847654b3 · outbound

This paper cites Early and late-onset effect of chronic stress on vascular function in mice: a possible model of the impact of depression on vascular disease in aging,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Early and late-onset effect of chronic stress on vascular function in mice: a possible model of the impact of depression on vascular disease in aging,

Reference 83

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Observation ad2e2f61-8d5d-465f-b51c-ca4f8b548e45 · outbound

This paper cites Stress, depression and parkinson’s disease,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Stress, depression and parkinson’s disease,

Reference 84

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Observation ff0b9798-d56b-421a-a5a1-9151de5ac9f5 · outbound

This paper cites Stress, de- pression, the immune system, and cancer,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Stress, de- pression, the immune system, and cancer,

Reference 85

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Observation f8d09247-99ae-4001-a489-b05f6c29a3f7 · outbound

This paper cites Biobehavioral, immune, and health benefits following recurrence for psycholog- ical intervention participants,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Biobehavioral, immune, and health benefits following recurrence for psycholog- ical intervention participants,

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Observation def3495f-db65-4a63-bd42-f900d36e694c · outbound

This paper cites Depression as a predictor of disease progression and mortality in cancer patients: a meta-analysis,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Depression as a predictor of disease progression and mortality in cancer patients: a meta-analysis,

Reference 87

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Observation cab7cc36-df2e-4e87-89a3-3d64e96dde71 · outbound

This paper cites Prevention of suicidal behavior,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Prevention of suicidal behavior,

Reference 88

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Observation 85dc5262-3ca7-4d65-b15d-a0f43c5b2de2 · outbound

This paper cites Prevalence of suicide attempt in individuals with major depressive disorder: a meta-analysis of observational surveys,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Prevalence of suicide attempt in individuals with major depressive disorder: a meta-analysis of observational surveys,

Reference 89

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Observation 18c5fb49-6652-4359-a265-20f8060e8756 · outbound

This paper cites Predictors of suicidal ideation, suicide attempt and suicide death among people with major depressive disorder: A systematic review and meta-analysis of cohort studies,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Predictors of suicidal ideation, suicide attempt and suicide death among people with major depressive disorder: A systematic review and meta-analysis of cohort studies,

Reference 90

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Observation c5101fa5-37c8-478f-82bf-a2f1fcf7498b · outbound

This paper cites Problematic interpersonal relation- ships at work and depression: a swedish prospective cohort study,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Problematic interpersonal relation- ships at work and depression: a swedish prospective cohort study,

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Observation 0aff0f69-a3e6-4677-99ea-698edf9feae2 · outbound

This paper cites The social cost of depression: Investigating the impact of impaired social emotion regulation, social cognition, and interpersonal behavior on social function- ing,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey The social cost of depression: Investigating the impact of impaired social emotion regulation, social cognition, and interpersonal behavior on social function- ing,

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Observation 55cf2b51-faed-4cb0-897f-4fb188df99e9 · outbound

This paper cites Depression- related psychosocial variables: Are they specific to depression in adolescents?.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Depression- related psychosocial variables: Are they specific to depression in adolescents?

Reference 93

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Observation 75523a4b-88a9-42e1-bec8-9332acac70ac · outbound

This paper cites Links between depression and substance abuse in adolescents: neurobiological mechanisms,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Links between depression and substance abuse in adolescents: neurobiological mechanisms,

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source=pdf_text observed=2026-08-07T05:28:36.360596Z digest=sha256:fc17676f0997e7b4b99f5c1195713ff34509c03b8d4e37bcd9e13be826a7fee8

Observation 6bf84801-a850-45e7-8e0e-ae6407fedbcb · outbound

This paper cites Regional metabolic effects of fluoxetine in major depression: serial changes and relationship to clinical response,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Regional metabolic effects of fluoxetine in major depression: serial changes and relationship to clinical response,

Reference 95

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source=pdf_text observed=2026-08-07T05:28:36.440387Z digest=sha256:557b8b4164a0c6b0f91dc2a6be452f8258955c0f204d41003c8ac6b538c26b76

Observation 05266a6d-3dc9-4089-b22a-05179bfb4f3e · outbound

This paper cites Co-altered functional networks and brain structure in unmedicated patients with bipolar and major depressive disorders,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Co-altered functional networks and brain structure in unmedicated patients with bipolar and major depressive disorders,

Reference 96

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Observation 43220a8f-b25a-44c9-abfc-c8092e0e1771 · outbound

This paper cites Eeg alpha asymmetry, depression, and cognitive functioning,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Eeg alpha asymmetry, depression, and cognitive functioning,

Reference 97

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source=pdf_text observed=2026-08-07T05:28:36.685821Z digest=sha256:dc2dada961bf6b33fa4c32db490a0bdb6cde01bb5dc74842e256c59cbae2ed64

Observation d18d25fa-e1fc-4ff2-9ffd-e818f4861294 · outbound

This paper cites Neurophysiological correlates of depressive symp- toms in young adults: a quantitative eeg study,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Neurophysiological correlates of depressive symp- toms in young adults: a quantitative eeg study,

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source=pdf_text observed=2026-08-07T05:28:36.786382Z digest=sha256:9d3905d8b384d61db759a66b48b3f332a91aea4ffcef6141f90a9762df19108e

Observation f1a2e688-c16c-43b7-a6e0-ca6c6b867364 · outbound

This paper cites Altered brain dynamics and their ability for major depression detection using eeg microstates analysis,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Altered brain dynamics and their ability for major depression detection using eeg microstates analysis,

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source=pdf_text observed=2026-08-07T05:28:36.900117Z digest=sha256:7ee3c8c4769479ddcc4278fc1deee95421a8356fbc5ea518e7f28868ddfce5b8

Observation 492cfb8f-a259-4610-b925-858c61305af0 · outbound

This paper cites Sex differences in diencephalon serotonin transporter availability in major depression,.

Automatic Depression Assessment using Machine Learning: A Comprehensive Survey Sex differences in diencephalon serotonin transporter availability in major depression,

Reference 100

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