BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech | Paper Citation Record

Observation fbd99c0d-633f-4dd7-8ded-952b3affaea0 · outbound

This paper cites Automated detection of parkinson’s disease based on multiple types of sustained phonations using linear discriminant analysis and genetically optimized neural network.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Automated detection of parkinson’s disease based on multiple types of sustained phonations using linear discriminant analysis and genetically optimized neural network

Reference 1

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Observation bc37cb70-9aaf-4dee-ad7c-8a13a5be737b · outbound

This paper cites Speech impairment in parkinson’s disease: Acoustic analysis of unvoiced consonants in italian native speakers.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Speech impairment in parkinson’s disease: Acoustic analysis of unvoiced consonants in italian native speakers

Reference 2

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Observation 266ea477-0456-460a-8512-669a7c6b9b5b · outbound

This paper cites Acoustic analysis of prosody in females with parkinson’s disease: comparison with normal controls.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Acoustic analysis of prosody in females with parkinson’s disease: comparison with normal controls

Reference 3

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Observation 0ac11264-b1d0-40c4-900e-f5ac918a6e34 · outbound

This paper cites Comprehensive multimodal approach for parkinson’s disease classification using artificial intelligence: insights and model explainability.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Comprehensive multimodal approach for parkinson’s disease classification using artificial intelligence: insights and model explainability

Reference 4

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Observation 5a6769d9-8429-46b5-8792-cd48c85213a5 · outbound

This paper cites Pathophysiology of bradykinesia in parkinson’s disease.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Pathophysiology of bradykinesia in parkinson’s disease

Reference 5

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Observation a577beed-9aa1-4c78-b551-4f5b85b3cca7 · outbound

This paper cites Pattern Recognition and Machine Learning.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Pattern Recognition and Machine Learning

Reference 6

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Observation 02640e5e-2959-4478-98fb-75ecf8cf5c97 · outbound

This paper cites The mpower study, parkinson disease mobile data collected using researchkit.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech The mpower study, parkinson disease mobile data collected using researchkit

Reference 7

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Observation 411be8c4-09a9-406d-9677-7e10b62c4b36 · outbound

This paper cites Automatic detection of parkinson’s disease based on acoustic analysis of speech.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Automatic detection of parkinson’s disease based on acoustic analysis of speech

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:57.747197Z

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Observation 3439049c-0083-44ac-b9ca-beec5b17c85b · outbound

This paper cites Random forests.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Random forests

Reference 9

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Observation f41dce0e-c0ef-4c4d-9815-d136f0cbd4d0 · outbound

This paper cites Multimodal audio-based disease prediction with transformer-based hierarchical fusion network.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Multimodal audio-based disease prediction with transformer-based hierarchical fusion network

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:57.755541Z

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Observation a1807fc0-e089-48f6-855a-baa1f66ba285 · outbound

This paper cites Speech and language biomarkers for parkinson’s disease prediction, early diagnosis and progression.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Speech and language biomarkers for parkinson’s disease prediction, early diagnosis and progression

Reference 11

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Observation f19b997e-fcd9-45c2-a562-dbfe4af0df15 · outbound

This paper cites Xgboost: A scalable tree boosting system, in: Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Xgboost: A scalable tree boosting system, in: Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp

Reference 12

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Observation 50d00e80-7fd1-4f4f-869d-1b943ebc0895 · outbound

This paper cites Machine learning for detecting covid-19 from cough sounds: An ensemble-based mcdm method.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Machine learning for detecting covid-19 from cough sounds: An ensemble-based mcdm method

Reference 13

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Observation 1ec24fa5-66d8-4dd0-a34a-1179cbddf70a · outbound

This paper cites Support-vector networks.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Support-vector networks

Reference 14

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This paper cites Nearest neighbor pattern classification.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Nearest neighbor pattern classification

Reference 15

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This paper cites Machine learning-assisted speech analysis for early detection of parkinson’s disease: A study on speaker diarization and classification techniques.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Machine learning-assisted speech analysis for early detection of parkinson’s disease: A study on speaker diarization and classification techniques

Reference 16

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Observation 24734556-3a78-4bcd-bd03-718f62640069 · outbound

This paper cites Assessment of speech intelligibility in parkinson’s disease using a speech-to-text system.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Assessment of speech intelligibility in parkinson’s disease using a speech-to-text system

Reference 17

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This paper cites an unresolved cited work.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Unresolved cited work

Reference 18

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Observation add34d0d-729e-4f24-904a-b63499066aba · outbound

This paper cites Unveiling early signs of parkinson’s disease via a longitudinal analysis of celebrity speech recordings.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Unveiling early signs of parkinson’s disease via a longitudinal analysis of celebrity speech recordings

Reference 19

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Observation ccabb2b1-5752-4ba6-8dff-dfe86155b705 · outbound

This paper cites Multilingual evaluation of interpretable biomarkers to represent language and speech patterns in parkinson’s disease.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Multilingual evaluation of interpretable biomarkers to represent language and speech patterns in parkinson’s disease

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.785328Z

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Observation 64d88a28-b8ae-4d3d-b959-2ecacc5f19a2 · outbound

This paper cites Interpretable speech features vs.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Interpretable speech features vs

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.774282Z

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Observation 9a48c9c5-dc60-48f6-b061-5aee1f24a4c0 · outbound

This paper cites A decision-theoretic generalization of on-line learning and an application to boosting.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech A decision-theoretic generalization of on-line learning and an application to boosting

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.762897Z

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Observation e8b181df-4f2b-4d92-9142-1e9166a6f222 · outbound

This paper cites Greedy function approximation: A gradient boosting machine.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Greedy function approximation: A gradient boosting machine

Reference 23

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Observation 17dd67a1-5f2a-4f98-94d2-9e3d5ff356cc · outbound

This paper cites Innovative speech-based deep learning approaches for parkinson’s disease classification: A systematic review.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Innovative speech-based deep learning approaches for parkinson’s disease classification: A systematic review

Reference 24

Resolution: verified exact; doi, observed 2026-08-15T20:41:58.275849Z

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Observation 47599f1d-e7cf-4a13-b144-f9767f05bb29 · outbound

This paper cites Diagnosis of parkinson’s disease based on voice signals using shap and hard voting ensemble method.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Diagnosis of parkinson’s disease based on voice signals using shap and hard voting ensemble method

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.740777Z

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Observation 23ee0481-9fbe-4819-bf08-90a0fb4fd1cc · outbound

This paper cites Deep learning-based parkinson’s disease classification using vocal feature sets.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Deep learning-based parkinson’s disease classification using vocal feature sets

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.729742Z

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This paper cites Parkinson hastalı ˘gı tespitinde farklı boyutsallık indirgeme y ¨ontemlerinin kars ¸ılas ¸tırılması.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Parkinson hastalı ˘gı tespitinde farklı boyutsallık indirgeme y ¨ontemlerinin kars ¸ılas ¸tırılması

Reference 27

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Observation 6b3eeb83-4536-4cbf-aca0-5b38739818e8 · outbound

This paper cites An efficient dimensionality reduction method using filter-based feature selection and variational autoencoders on parkin- son’s disease classification.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech An efficient dimensionality reduction method using filter-based feature selection and variational autoencoders on parkin- son’s disease classification

Reference 28

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Observation 175f76e5-af79-48d6-a31c-f368e3993d9c · outbound

This paper cites Improving detection of parkinson’s disease with acoustic feature optimization using particle swarm optimization and machine learning.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Improving detection of parkinson’s disease with acoustic feature optimization using particle swarm optimization and machine learning

Reference 29

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Observation b53b8d70-7160-4c86-8852-ba3b98433267 · outbound

This paper cites Acoustic characteristics of parkinsonian speech: a potential biomarker of early disease progression and treatment.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Acoustic characteristics of parkinsonian speech: a potential biomarker of early disease progression and treatment

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.696204Z

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Observation 4ae26578-fc02-4f25-bfe1-0d14e02859bf · outbound

This paper cites Early biomarkers of Parkinson’s disease based on natural connected speech.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Early biomarkers of Parkinson’s disease based on natural connected speech

Reference 31

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Observation 3036bdb3-edb6-4248-8dc9-32fd194f1a7b · outbound

This paper cites Speech impairment in a large sample of patients with parkinson’s disease.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Speech impairment in a large sample of patients with parkinson’s disease

Reference 32

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Observation 55eceb51-6d42-42a0-9c7e-ac75975ce685 · outbound

This paper cites Applied Logistic Regression.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Applied Logistic Regression

Reference 33

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Observation ef9b3e9f-8b28-4c16-a432-2134aefd2284 · outbound

This paper cites Robust COVID-19 Detection from Cough Sounds using Deep Neural Decision Tree and Forest: A Comprehensive Cross-Datasets Evaluation.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Robust COVID-19 Detection from Cough Sounds using Deep Neural Decision Tree and Forest: A Comprehensive Cross-Datasets Evaluation

Reference 34

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Observation 635e363b-81eb-4beb-939b-7b463c575d8f · outbound

This paper cites A machine learning method to process voice samples for identification of parkinson’s disease.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech A machine learning method to process voice samples for identification of parkinson’s disease

Reference 35

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Observation 12c2925c-c10a-4109-b69c-9f19de9e93f5 · outbound

This paper cites Mobile device voice recordings at king’s college london (mdvr-kcl) from both early and advanced parkinson’s disease patients and healthy controls.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Mobile device voice recordings at king’s college london (mdvr-kcl) from both early and advanced parkinson’s disease patients and healthy controls

Reference 36

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Observation 1cd53700-1ebd-494e-928a-7314c3740d21 · outbound

This paper cites Motor fluctuations and dyskinesias in parkinson’s disease: clinical manifestations.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Motor fluctuations and dyskinesias in parkinson’s disease: clinical manifestations

Reference 37

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This paper cites Machine learning-based classification of parkinson’s disease using acoustic features: Insights from multilingual speech tasks.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Machine learning-based classification of parkinson’s disease using acoustic features: Insights from multilingual speech tasks

Reference 38

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Observation d753fa03-43eb-4ed8-8fbd-5526e4e48b22 · outbound

This paper cites an unresolved cited work.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Unresolved cited work

Reference 39

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Observation 762a361f-eb2b-4a22-babf-b78c42ac2616 · outbound

This paper cites A cross-language speech model for detection of parkinson’s disease.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech A cross-language speech model for detection of parkinson’s disease

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.606475Z

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BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Unresolved cited work

Reference 41

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Observation 497065a5-e7cd-40eb-ae2d-0e2d5268b3bd · outbound

This paper cites Suitability of dysphonia measurements for telemonitoring of parkinson’s disease.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Suitability of dysphonia measurements for telemonitoring of parkinson’s disease

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.595690Z

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Observation ae070906-db1d-4d06-92bf-890aeac7fa6f · outbound

This paper cites Parkinsons.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Parkinsons

Reference 43

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Observation 01108f5d-80d6-4eae-8141-a6c2f543df3c · outbound

This paper cites Investigating the Effectiveness of Explainability Methods in Parkinson's Detection from Speech.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Investigating the Effectiveness of Explainability Methods in Parkinson's Detection from Speech

Reference 44

Resolution: verified exact; local_arxiv, observed 2026-08-15T20:41:58.889568Z

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Observation 05a016de-a5a9-4fad-bab9-ad84cb6b6147 · outbound

This paper cites V oice changes in parkinson’s disease: What are they telling us? Journal of Clinical Neuroscience 72, 1–7.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech V oice changes in parkinson’s disease: What are they telling us? Journal of Clinical Neuroscience 72, 1–7

Reference 45

Resolution: verified exact; doi, observed 2026-08-15T20:41:58.214674Z

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Observation 391c8232-3e02-4072-80a3-e82e0b0a2f7f · outbound

This paper cites A two-stage variable selection and classification approach for parkinson’s disease detection by using voice recording replications.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech A two-stage variable selection and classification approach for parkinson’s disease detection by using voice recording replications

Reference 46

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This paper cites Parkinson’s disease detection using smartphone recorded phonemes in real world conditions.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Parkinson’s disease detection using smartphone recorded phonemes in real world conditions

Reference 47

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Observation 79cd00e0-f677-49b0-aeb9-6a955e2b3565 · outbound

This paper cites Computerized analysis of speech and voice for parkinson’s disease: A systematic review.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Computerized analysis of speech and voice for parkinson’s disease: A systematic review

Reference 48

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Observation 49b47efa-df2e-4cfa-86fa-90e09dfacbbe · outbound

This paper cites The detection of parkinson’s disease from speech using voice source information.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech The detection of parkinson’s disease from speech using voice source information

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Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:57.916614Z

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Observation ca60df6d-f2a5-4cd6-9aab-70339b75606b · outbound

This paper cites Application of neural networks in early detection and diagnosis of parkin- son’s disease, in: 2014 International Conference on Cyber and IT Service Management (CITSM), pp.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Application of neural networks in early detection and diagnosis of parkin- son’s disease, in: 2014 International Conference on Cyber and IT Service Management (CITSM), pp

Reference 50

Resolution: verified exact; doi, observed 2026-08-15T20:41:58.196344Z

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.

Observation c3aa167f-e23d-4dbe-aa52-6e7174a35f77 · outbound

This paper cites V oice-based detection of parkinson’s disease through ensemble machine learning approach: A performance study.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech V oice-based detection of parkinson’s disease through ensemble machine learning approach: A performance study

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.584207Z

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.

Observation f35578f3-67b3-43e6-bd51-fa669c90ab69 · outbound

This paper cites M-ark-support vector machine for early detection of parkinson’s disease from speech signals.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech M-ark-support vector machine for early detection of parkinson’s disease from speech signals

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.560783Z

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.

Observation 81731c66-f58b-4669-8832-82770e07a153 · outbound

This paper cites New spanish speech corpus database for the analysis of people suffering from parkinson’s disease., in: Lrec, pp.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech New spanish speech corpus database for the analysis of people suffering from parkinson’s disease., in: Lrec, pp

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.572228Z

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.

Observation 4d9471a5-b889-42e1-a030-eb0a482f69f9 · outbound

This paper cites an unresolved cited work.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:59.538182Z

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.

Observation b1c5bbb3-c977-41d1-b1e6-aa0a00da3bec · outbound

This paper cites An essay on the shaking palsy.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech An essay on the shaking palsy

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.548756Z

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.

Observation 4258667e-1bd6-4a7b-8beb-340b7ac4b162 · outbound

This paper cites Parkinson disease classification using one against all based data sampling with the acoustic features from the speech signals.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Parkinson disease classification using one against all based data sampling with the acoustic features from the speech signals

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.515146Z

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.

Observation c6d21e7c-1485-486d-9659-0e25a0ff0bfa · outbound

This paper cites V oice changes in prodromal parkinson’s disease: Is a new biomarker within earshot? Sleep Medicine 19.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech V oice changes in prodromal parkinson’s disease: Is a new biomarker within earshot? Sleep Medicine 19

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.504364Z

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.

Observation c128380a-6052-4a47-bc06-6cb4c247ba80 · outbound

This paper cites an unresolved cited work.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Unresolved cited work

Reference 58

Resolution: malformed identifier; doi_truncated, observed 2026-08-15T20:41:58.683441Z

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.

Observation cbbeccd9-c30f-4abb-bfbb-946bdff107ce · outbound

This paper cites Early detection of parkinson’s disease through patient questionnaire and predictive modelling.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Early detection of parkinson’s disease through patient questionnaire and predictive modelling

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.492173Z

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.

Observation e46a832c-545e-49a0-b20a-1c5d352ade09 · outbound

This paper cites Parkinson Dataset with replicated acoustic features.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Parkinson Dataset with replicated acoustic features

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.481654Z

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.

Observation 7335b94d-f83e-4995-b06f-1ae749bcd8b9 · outbound

This paper cites Artificial intelligence-based effective detection of parkin- son’s disease using voice measurements.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Artificial intelligence-based effective detection of parkin- son’s disease using voice measurements

Reference 61

Resolution: verified exact; doi, observed 2026-08-15T20:41:58.183443Z

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.

Observation 8996973e-7f46-4cb7-be11-d61e3b5c2ad8 · outbound

This paper cites Induction of decision trees.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Induction of decision trees

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.459522Z

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.

Observation 48ac4534-da64-437e-a275-010501af1df9 · outbound

This paper cites A review of machine learning and deep learning for parkinson’s disease detection.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech A review of machine learning and deep learning for parkinson’s disease detection

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:57.992208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f54a830-a6a4-4588-8f31-d9d9383c5b19 · outbound

This paper cites an unresolved cited work.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:59.470500Z

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.

Observation d1f7b212-e02e-4c23-99d1-32a408e93e27 · outbound

This paper cites Parkinson’s Disease Classification.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Parkinson’s Disease Classification

Reference 65

Resolution: verified exact; doi, observed 2026-08-15T20:41:58.163524Z

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.

Observation 724982e1-077c-44b1-83ed-73707b9d4b2f · outbound

This paper cites Collection and analysis of a parkinson speech dataset with multiple types of sound recordings.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Collection and analysis of a parkinson speech dataset with multiple types of sound recordings

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.316090Z

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.

Observation db16dd67-d677-4f44-97d3-6b47c83cdb8e · outbound

This paper cites Automatic speech-based assessment to discriminate parkinson’s disease from essential tremor with a cross-language approach.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Automatic speech-based assessment to discriminate parkinson’s disease from essential tremor with a cross-language approach

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.447602Z

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.

Observation 828a7c40-4656-4d66-9f58-1226e1b9e428 · outbound

This paper cites A comparative analysis of speech signal processing algorithms for parkinson’s disease classification and the use of the tunable q-factor wavelet transform.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech A comparative analysis of speech signal processing algorithms for parkinson’s disease classification and the use of the tunable q-factor wavelet transform

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.304592Z

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.

Observation 372ac9b7-5c64-4c57-97d4-4ea135b3315f · outbound

This paper cites Robust and language-independent acoustic features in parkinson’s disease.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Robust and language-independent acoustic features in parkinson’s disease

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.293225Z

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.

Observation 79d97f9c-3469-4423-ac49-7464b679c6e0 · outbound

This paper cites Parkinson’s Speech with Multiple Types of Sound Recordings.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Parkinson’s Speech with Multiple Types of Sound Recordings

Reference 70

Resolution: verified exact; doi, observed 2026-08-15T20:41:58.150719Z

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.

Observation b721746e-52dc-479b-83c5-10db51761dea · outbound

This paper cites Motor symptoms in parkinson’s disease.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Motor symptoms in parkinson’s disease

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.280966Z

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.

Observation 575042fc-5d59-4926-9146-395f6211168f · outbound

This paper cites Explainable artificial intelligence to diagnose early parkinson’s disease via voice analysis.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Explainable artificial intelligence to diagnose early parkinson’s disease via voice analysis

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.269550Z

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.

Observation da39e1aa-2029-4d76-aca6-4b48ea3f4e02 · outbound

This paper cites Formant-based articulatory strategies: Characterisation and inter-speaker variability analysis.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Formant-based articulatory strategies: Characterisation and inter-speaker variability analysis

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:58.020616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cfff86c-15d1-4255-8f91-3e277c81070f · outbound

This paper cites Parkinson’s disease handbook.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Parkinson’s disease handbook

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.245500Z

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.

Observation 2b63a3c8-e40a-4b67-8e9e-e3192e2903c4 · outbound

This paper cites Towards early intervention: Detecting parkinson’s disease through voice analysis with machine learning.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Towards early intervention: Detecting parkinson’s disease through voice analysis with machine learning

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.235018Z

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.

Observation 03554fe4-76f0-4d35-9348-5e83230e2a8a · outbound

This paper cites Robust detection of parkinson’s disease using harvested smartphone voice data: A telemedicine approach.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Robust detection of parkinson’s disease using harvested smartphone voice data: A telemedicine approach

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.256838Z

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.

Observation 9113924e-d105-4dcf-aa9c-27fa9a5a5cab · outbound

This paper cites Occupational therapy for parkinson’s disease.https://www.https://thefinancialexpress.com.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Occupational therapy for parkinson’s disease.https://www.https://thefinancialexpress.com

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.213495Z

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.

Observation e3014489-99eb-4400-9231-8cc9e26a0cee · outbound

This paper cites Comparative Study of Speech Analysis Methods to Predict Parkinson's Disease.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Comparative Study of Speech Analysis Methods to Predict Parkinson's Disease

Reference 78

Resolution: verified exact; local_arxiv, observed 2026-08-15T20:41:58.565028Z

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.

Observation dbeb0327-319a-4429-9c86-de18c0d14ee5 · outbound

This paper cites Noise Reduction.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Noise Reduction

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.223896Z

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.

Observation 2ea4aa0c-3008-43ef-8c5f-b5fc0ae71bcb · outbound

This paper cites Parkinsons Telemonitoring.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Parkinsons Telemonitoring

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:58.062546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c5d1ca6-a267-4129-b941-263c55584365 · outbound

This paper cites Nonlinear speech analysis algorithms mapped to a standard metric achieve clinically useful quantification of average parkinson’s disease symptom severity.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Nonlinear speech analysis algorithms mapped to a standard metric achieve clinically useful quantification of average parkinson’s disease symptom severity

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.189863Z

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.

Observation 3855df55-cd70-4a2d-af72-187cf4ce2e58 · outbound

This paper cites Accurate telemonitoring of Parkinson’s disease symptom severity using nonlinear speech signal processing and statistical machine learning.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Accurate telemonitoring of Parkinson’s disease symptom severity using nonlinear speech signal processing and statistical machine learning

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.202192Z

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.

Observation 0d329610-f8a7-4cee-832d-2c034643067b · outbound

This paper cites an unresolved cited work.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:59.167506Z

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.

Observation 3d8e0a73-339d-45cf-9fd7-01be8c9934cf · outbound

This paper cites Complexity measures of voice recordings as a discriminative tool for parkinson’s disease.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Complexity measures of voice recordings as a discriminative tool for parkinson’s disease

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.155848Z

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.

Observation 50dbce76-2782-4cee-b286-d976e5f3fc91 · outbound

This paper cites Discriminating parkinson diseased and healthy people using modified mfcc filter bank xlv approach.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Discriminating parkinson diseased and healthy people using modified mfcc filter bank xlv approach

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.178497Z

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.

Observation 40111d63-81f5-4a12-9990-8bfe62ba2b37 · outbound

This paper cites Early detection of parkinson’s disease from multiple signal speech: Based on mandarin language dataset.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Early detection of parkinson’s disease from multiple signal speech: Based on mandarin language dataset

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.132780Z

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.

Observation d53d4af0-512e-4451-9ae8-2a4de1afaeb1 · outbound

This paper cites Bangladesh parkinson disease statistics.https://www.worldlifeexpectancy.com/bangladesh- parkinson-disease[Accessed: (15th August, 2024)].

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Bangladesh parkinson disease statistics.https://www.worldlifeexpectancy.com/bangladesh- parkinson-disease[Accessed: (15th August, 2024)]

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.121755Z

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.

Observation 022f9987-e04c-4524-89e1-45a892d5a729 · outbound

This paper cites Distinctive acoustic changes in speech in parkinson’s disease.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Distinctive acoustic changes in speech in parkinson’s disease

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.144240Z

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.

Observation c903df16-34eb-4d97-b095-5c0995cfe078 · outbound

This paper cites The physical significance of acoustic parameters and its clinical significance of dysarthria in parkinson’s disease.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech The physical significance of acoustic parameters and its clinical significance of dysarthria in parkinson’s disease

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.109522Z

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.

Observation a76c2b00-0a81-4465-a7e6-aba6a5369cf3 · outbound

This paper cites Optimizing parkinson’s disease prediction: A comparative analysis of data aggregation methods using multiple voice recordings via an automated artificial intelligence pipeline.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Optimizing parkinson’s disease prediction: A comparative analysis of data aggregation methods using multiple voice recordings via an automated artificial intelligence pipeline

Reference 90

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.097198Z

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.

Observation 582a3fe5-556f-47c6-9696-80469b948c2d · outbound

This paper cites V oice analysis in parkinson’s disease-a systematic literature review.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech V oice analysis in parkinson’s disease-a systematic literature review

Reference 91

Resolution: metadata mismatch; raw_fallback, observed 2026-08-15T20:41:58.546115Z

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.

Observation dc693874-cd5b-409b-a994-192d5da6b497 · outbound

This paper cites Artificial intelligence-enabled detection and assessment of parkinson’s disease using multimodal data: A survey.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Artificial intelligence-enabled detection and assessment of parkinson’s disease using multimodal data: A survey

Reference 92

Resolution: metadata mismatch; raw_fallback, observed 2026-08-15T20:41:58.350657Z

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.

Observation a1e0ca40-ef19-4759-9311-c6468903d851 · outbound

This paper cites Yaseen, M., 2021.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Yaseen, M., 2021

Reference 94

Resolution: metadata mismatch; raw_fallback, observed 2026-08-15T20:41:58.426249Z

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.

Observation 6cde4d1c-ab8f-41e9-a483-5f301443c599 · outbound

This paper cites Computers, Materials and Continua 70, 2953–2969.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Computers, Materials and Continua 70, 2953–2969

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:59.807000Z

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.

Observation ae79be79-86d7-41a8-bbaa-8e8d9b3c187e · outbound

This paper cites an unresolved cited work.

BenSParX: A Robust Explainable Machine Learning Framework for Parkinson's Disease Detection from Bengali Conversational Speech Unresolved cited work

Reference 2024

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:59.526873Z

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.

Coverage vector

Reference resolution

Outbound references

Pith citing papers