Pith. sign in

Paper Citation Record · LEDGER

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis

As of 21 August 2026, this Paper Citation Record lists 89 of 89 outbound references and 2 inbound Pith citation observations for arXiv:2412.02006.

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

pith.paper-citation-record.v1
2412.02006 v2

Coverage vector

measured 89 of 89 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T23:59:19.080045Z

measured 91 of 91 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:26:11.939367Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T14:17:54.210563Z

Reference resolution

89 of 89 outbound references displayed

  • verified exact0
  • verified fuzzy75
  • unresolved14
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e8c1be83-f9af-4ce5-8c02-ad127273dbb3 · outbound

This paper cites Alzheimer’s Disease and Parkinson’s Disease,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Alzheimer’s Disease and Parkinson’s Disease,

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-11T23:59:18.522712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:59:18.522712Z digest=sha256:592e4e9fb859c863e1e0ead0a68e62cedc13bf659f4ef08de0fceb6331095cc3

Observation 2a5c6746-6bda-4112-93f2-72a2761067fd · outbound

This paper cites Temporal trends in the prevalence of Parkinson’s disease from 1980 to 2023: a systematic review and meta-analysis,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Temporal trends in the prevalence of Parkinson’s disease from 1980 to 2023: a systematic review and meta-analysis,

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-11T23:59:18.531415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:59:18.531415Z digest=sha256:7011e0e53d1943880aca04f0c55bcc378e027d33fe09849f0341ebd41b12eb36

Observation 1e47db40-b165-4fdc-9e4c-ff564bcae5a3 · outbound

This paper cites Biochemical Aspects of Parkinson’s Disease,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Biochemical Aspects of Parkinson’s Disease,

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-11T23:59:18.536806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:59:18.536806Z digest=sha256:07375897043cc93470f8a3e65f38b4610b3bc0911470cbe4fc72dddde73ff82a

Observation 326ec619-51ec-4051-9ba6-dd519b51560c · outbound

This paper cites Cognitive Decline in Parkinson Disease,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Cognitive Decline in Parkinson Disease,

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-11T23:59:18.542070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:59:18.542070Z digest=sha256:f61a8f27e84b7321abd726551df572d2b94c37debb2d96efb433703dffd1b2a8

Observation c795f673-03bf-4393-b8ee-a2173eabbf43 · outbound

This paper cites Parkinson’s Disease: Clinical Features and Diagnosis,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Parkinson’s Disease: Clinical Features and Diagnosis,

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-11T23:59:18.547099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:59:18.547099Z digest=sha256:93385a26811ee7af587c15b2101b8c44a4b52549505ab24c4549f42826a32305

Observation 766f2227-992c-4100-a6c8-5d20f3d97feb · outbound

This paper cites Parkinson Disease,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Parkinson Disease,

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-11T23:59:18.552124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:59:18.552124Z digest=sha256:767b9dceb8946b348aa2ef96150f6ba48c4e24e5511906897a13fa963a8f4307

Observation f3703a18-0d7c-4752-97a5-6bee47db3d09 · outbound

This paper cites Frequency and Cooccurrence of V ocal Tract Dysfunctions in the Speech of a Large Sample of Parkinson Patients,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Frequency and Cooccurrence of V ocal Tract Dysfunctions in the Speech of a Large Sample of Parkinson Patients,

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-11T23:59:18.557453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:59:18.557453Z digest=sha256:138f55c069e95fdd8476e58167e6b434aa68b74a72941ab622ae23edb7ce515d

Observation 92b16b15-2551-4f2b-8fea-385bbcc9ba43 · outbound

This paper cites Speech and Swallowing Symptoms Associated with Parkinson’s Disease and Multiple Sclerosis: A Survey,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Speech and Swallowing Symptoms Associated with Parkinson’s Disease and Multiple Sclerosis: A Survey,

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-11T23:59:18.562186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:59:18.562186Z digest=sha256:3750ac0c2060d3a172c972344eafc9324f600c15b976683dc1e9584ec074df21

Observation ec8da481-54ca-49fe-a094-f534f63e7cde · outbound

This paper cites Prevalence and Pattern of Perceived Intelligibility Changes in Parkinson’s Disease,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Prevalence and Pattern of Perceived Intelligibility Changes in Parkinson’s Disease,

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-11T23:59:18.567419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:59:18.567419Z digest=sha256:a5ca1685baa9ca044eeb7aed854cb167be5a430191f9cb1ea830d897b429f3c5

Observation d01e2a05-84db-4ba8-96aa-de4a9338acea · outbound

This paper cites Speech Characteristics of Patients with Parkinson’s Dis- ease: I. Intensity, Pitch, and Duration,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Speech Characteristics of Patients with Parkinson’s Dis- ease: I. Intensity, Pitch, and Duration,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.643174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.572808Z digest=sha256:d6b49f3a97806722e6692dc19a292cb3e38d539fb2fb41ea2704687851949af9

Observation 10bc26f3-07ba-4890-9985-09cd789cc1dc · outbound

This paper cites Speech characteristics of patients with parkinson’s disease: Iii. articulation, diadochokinesis, and over-all speech adequacy,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Speech characteristics of patients with parkinson’s disease: Iii. articulation, diadochokinesis, and over-all speech adequacy,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.613589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.578552Z digest=sha256:f492008296daeb8063fe9a04c5e0455c843b7985ff97a5989c0a2cdc2aa2ebaf

Observation 91bda8f0-fcbe-4aba-a507-d524cdaf2fdf · outbound

This paper cites Clusters of Deviant Speech Dimensions in the Dysarthrias,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Clusters of Deviant Speech Dimensions in the Dysarthrias,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.596824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.583517Z digest=sha256:fc880258b88301c9ca86f3d44cb8b1ca3c511ebab873fdde28cf73654cf3032c

Observation 43359833-98d0-4dc7-8ea1-64320c3d24d9 · outbound

This paper cites an unresolved cited work.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:59:20.580855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.587765Z digest=sha256:305f4da345473b6d46b218a88ecf3f7f6c5d7af5ee1061fed11394a85d8e1440

Observation ae6c9783-9389-425d-ae3e-ebd597d6408f · outbound

This paper cites Cinegraphic Observations of Laryngeal Function in Parkinson’s Disease,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Cinegraphic Observations of Laryngeal Function in Parkinson’s Disease,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.562973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.592888Z digest=sha256:42437a04bf9d31fb9bd2bbfa5b0b6ffd9d96cfd4aa770b574a8638b497ccd31a

Observation 9dfbd4a8-12ae-47f9-8937-237bbc21c984 · outbound

This paper cites V ocal Tract Steadiness: A Measure of Phonatory and Upper Airway Motor Control During Phonation in Dysarthria,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis V ocal Tract Steadiness: A Measure of Phonatory and Upper Airway Motor Control During Phonation in Dysarthria,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.535386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.605512Z digest=sha256:129f2ee9318e10feb91baafd89c4376f4a28c95cd4afd2784c2588549ef6c7e3

Observation 06780ddc-7c69-49f1-b197-8e881621d387 · outbound

This paper cites Laryngeal Somatosensory Deficits in Parkinson’s Disease: Implications for Speech Respiratory and Phonatory Control,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Laryngeal Somatosensory Deficits in Parkinson’s Disease: Implications for Speech Respiratory and Phonatory Control,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.517072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.610956Z digest=sha256:dffdd812097403399854030131ad9ad42e79afe52835439576112db92b8736b7

Observation 327ecd55-ad86-4391-ae07-e6643246b7bf · outbound

This paper cites V ocal Tract Control in Parkinson’s Disease,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis V ocal Tract Control in Parkinson’s Disease,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.499311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.617728Z digest=sha256:90ddbf6af55b9fac789aad2535b935f1a08d10d694c80f5f85e9a0237e5903af

Observation e3533fed-3ae6-48d6-aa1b-7ab0c0ea3077 · outbound

This paper cites Articulatory Deficits in Parkinsonian Dysarthria: An Acoustic Analysis,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Articulatory Deficits in Parkinsonian Dysarthria: An Acoustic Analysis,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.479675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.622216Z digest=sha256:b306a2e7ad1b162d76d50cd72537f083f42f9dbc9282a04f9bbf3e2286f3f737

Observation bfc5b795-c99f-4409-8dd8-cc7ef7a6a194 · outbound

This paper cites Speech Rate and Rhythm in Parkinson’s Disease,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Speech Rate and Rhythm in Parkinson’s Disease,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.459778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.627426Z digest=sha256:0d1c5b556053a1994a0e17f662c399a09353373a205c7f34048c26040227d0e9

Observation 54c46d5f-e15f-4b04-8b51-83476190119b · outbound

This paper cites Prosody in Parkinson’s Disease,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Prosody in Parkinson’s Disease,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.437915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.632925Z digest=sha256:938939763185f97b9854ab414b2d6d9b2aedc7550faf06a6afdfdd20fd0ef383

Observation cc53a6d9-6778-4e82-bc84-4df46f7f2556 · outbound

This paper cites Speech Impairment in a Large Sample of Patients with Parkinson’s Disease,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Speech Impairment in a Large Sample of Patients with Parkinson’s Disease,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.414587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.640088Z digest=sha256:b4db0055902846725f72aa24c00f37be0cae60c779acd9e49d5b16ce291b5241

Observation e724da17-1911-4b8b-89f6-891a91c4ed20 · outbound

This paper cites Speech and Communi- cation Changes Reported by People with Parkinson’s Disease,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Speech and Communi- cation Changes Reported by People with Parkinson’s Disease,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.397656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.649963Z digest=sha256:c3183534dc32d10ff135fe9d693a834d32b0214c45dc839f7292f3aebb7b51fd

Observation f0c882ab-6e93-4a4a-a7aa-6a022835d4ba · outbound

This paper cites Life With Communication Changes in Parkinson’s Disease,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Life With Communication Changes in Parkinson’s Disease,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.381054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.655174Z digest=sha256:92651b134f57af45cf20e96005713f49b2122445eb3ea26984f52cde42433bc7

Observation 9be55a4f-78a6-4527-897f-98aabdd11d04 · outbound

This paper cites Evaluation of Parkinson’s Disease: Reliability of Three Rating Scales,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Evaluation of Parkinson’s Disease: Reliability of Three Rating Scales,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.360773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.659662Z digest=sha256:ae452117e3380186c07a60830c4fd968021ed67c20de4eb8ed5f75235659f4cc

Observation 5d0053ec-ae01-400a-a55e-bdaec4dac946 · outbound

This paper cites Interrater Reliability of the Unified Parkinson’s Disease Rating Scale Motor Examination,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Interrater Reliability of the Unified Parkinson’s Disease Rating Scale Motor Examination,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.345771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.664070Z digest=sha256:8d2c040dcedae2c19388536ee418ed81d81b0b67a52952197431cfe130c27da2

Observation 977f0eec-2afc-4474-8f75-f28a07c4ae0c · outbound

This paper cites Speech Treatment for Parkinson’s Disease,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Speech Treatment for Parkinson’s Disease,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.326081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.668385Z digest=sha256:bf3b09f53dc0ea495dd6dfeff5ad0dbea9b8d6f07d2fc59b35a0454ca65dd9c1

Observation c777eb60-7261-4820-9a2a-8107a964ef23 · outbound

This paper cites Towards an Automatic Evaluation of the Dysarthria Level of Patients with Parkinson’s Disease,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Towards an Automatic Evaluation of the Dysarthria Level of Patients with Parkinson’s Disease,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.308010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.672766Z digest=sha256:a948fa0cd109dc28f6f258f84619153c584452e93913c63392c586a59e2ab739

Observation 2f315911-42db-4269-942d-15063f498059 · outbound

This paper cites Advances in Parkinson’s Disease Detection and Assessment using V oice and Speech: A Review of the Articulatory and Phonatory Aspects,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Advances in Parkinson’s Disease Detection and Assessment using V oice and Speech: A Review of the Articulatory and Phonatory Aspects,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.290892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.677696Z digest=sha256:7b63627af1107b861afd04a5004ef1551bb9a86b88f8d5bc0ebc253c9f368049

Observation 68cfc8db-315a-4287-9a0f-02c3a308adcc · outbound

This paper cites From Prodromal Stages to Clin- ical Trials: The Promise of Digital Speech Biomarkers in Parkinson’s Disease,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis From Prodromal Stages to Clin- ical Trials: The Promise of Digital Speech Biomarkers in Parkinson’s Disease,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.269155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.682603Z digest=sha256:b65d3899ada804931fcc71eeeb720e5533d1a4f76bdd06b05b98cae3387024f5

Observation f991b432-5e90-4f41-9a04-a63933067b9d · outbound

This paper cites DisV oice,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis DisV oice,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.250638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.688299Z digest=sha256:419a0c45cabea3ce0c508794822ffb1190ef65677b9d35f1c39be7031ff6c173

Observation f3306f83-81bc-4caf-be68-e771214ae108 · outbound

This paper cites The Geneva Minimalistic Acoustic Parameter Set (GeMAPS) for V oice Research and Affective Computing,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis The Geneva Minimalistic Acoustic Parameter Set (GeMAPS) for V oice Research and Affective Computing,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.232670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.692715Z digest=sha256:0102ec9b1f45d57d113710fa619b6e0f8f8a828856d4dbf3b90e8be1f7297919

Observation 3a29e784-9126-49f9-9b51-cee7d4d324f5 · outbound

This paper cites XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.215361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.697579Z digest=sha256:7db3a3357f4b3c2c1aa749f2273a7ccb1fffd2a854909e1bb97b8328a21b8095

Observation f46be877-3b43-4a17-a4be-53e93df68c72 · outbound

This paper cites TRILLsson: Distilled Universal Paralin- guistic Speech Representations,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis TRILLsson: Distilled Universal Paralin- guistic Speech Representations,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.195832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.703538Z digest=sha256:662a8a1accf13b28dc9cd8119be1df6909a406572fa16771a12ce8cf5f9fe665

Observation 09ad4ddd-906c-4831-9f37-e07bf8867d80 · outbound

This paper cites HuBERT: Self-Supervised Speech Representation Learn- ing by Masked Prediction of Hidden Units,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis HuBERT: Self-Supervised Speech Representation Learn- ing by Masked Prediction of Hidden Units,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.178466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.708953Z digest=sha256:e00eb6e6035ed6da6894d5b36869203e4f24d83d4a6ca3fb6007ae424acb710a

Observation 9caa456e-f039-41d3-a9a6-5468be2141d3 · outbound

This paper cites Detecting Dysfluencies in Stuttering Therapy Using wav2vec 2.0,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Detecting Dysfluencies in Stuttering Therapy Using wav2vec 2.0,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.154744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.714626Z digest=sha256:a92344ba7d18919b4d99b78763bc49072b91bd7492da30e7d5c870e523bec51f

Observation 80cbb674-1b6c-4fba-b016-ffa85e0ff816 · outbound

This paper cites Multi-Class Detection of Pathological Speech with Latent Features: How does it Perform on Unseen Data?.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Multi-Class Detection of Pathological Speech with Latent Features: How does it Perform on Unseen Data?

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.133526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.719891Z digest=sha256:bdac8a5e56fc4df53afc7e0082778fc8a2bbf345e2395c5db6c11ba4ca2519c1

Observation 455cad90-98d4-47a2-aedb-efcdcf0fbb02 · outbound

This paper cites Towards Interpretability of Automatic Phoneme Analysis in Cleft Lip and Palate Speech,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Towards Interpretability of Automatic Phoneme Analysis in Cleft Lip and Palate Speech,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.116788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.725598Z digest=sha256:c7364a23679c11513239c5dbbf4c86e13e03a097265b25e08d1c1988de9d8258

Observation 21c0fa4f-f559-4295-92bc-a15a5323bd2b · outbound

This paper cites Interpretable speech features vs. DNN embed- dings: What to use in the automatic assessment of Parkinson’s disease in multi-lingual scenarios,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Interpretable speech features vs. DNN embed- dings: What to use in the automatic assessment of Parkinson’s disease in multi-lingual scenarios,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.099720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.730104Z digest=sha256:384dd63ecd41010908b52cb0d248b97de94fa78294c18064590c28a0cdc6853b

Observation 48696799-1b3d-4cd5-9530-3e99507afc5c · outbound

This paper cites Exploiting Foundation Models and Speech Enhancement for Parkinson’s Disease Detection from Speech in Real-World Operative Conditions,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Exploiting Foundation Models and Speech Enhancement for Parkinson’s Disease Detection from Speech in Real-World Operative Conditions,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.084111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.735043Z digest=sha256:9057dd5af2702b7b495ccdb72f9436d95c26b15dac3b39151870ed49ecfedfcf

Observation 5890863f-b66c-4ec7-9c48-58bf2f20fceb · outbound

This paper cites Automatic Classification of Parkinson’s Disease Using Wav2Vec Embeddings at Phoneme, Syllable, and Word Levels,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Automatic Classification of Parkinson’s Disease Using Wav2Vec Embeddings at Phoneme, Syllable, and Word Levels,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.064225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.739719Z digest=sha256:b79a844007530e4d6597f8b083389e58ef6f3f160852f0dc1abb5267dc2b89ae

Observation de3f26c2-7640-456c-9c64-d467f7c3e8c4 · outbound

This paper cites On the Use of a Foundation Acoustic Model to Identify Highly Relevant Pho- netic Information of Parkinson’s Speech,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis On the Use of a Foundation Acoustic Model to Identify Highly Relevant Pho- netic Information of Parkinson’s Speech,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.046839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.744492Z digest=sha256:6c22cff041c57ad3c1fd4d2cd0c6befd61957e179256b0ece226b1865cd4bd4b

Observation aa630080-e2d8-4255-9adf-60d54f77052c · outbound

This paper cites Explainable, Trustworthy, and Ethical Machine Learning for Healthcare: A Survey,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Explainable, Trustworthy, and Ethical Machine Learning for Healthcare: A Survey,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.030665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.755825Z digest=sha256:de1a4980ea2c4d17afaf01a693a962006bf27515e031d4716fb47c57266aff93

Observation 37708e9b-db41-49f6-a13d-8924065c251e · outbound

This paper cites Layer-Wise Analysis of a Self- Supervised Speech Representation Model,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Layer-Wise Analysis of a Self- Supervised Speech Representation Model,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:20.002313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.768852Z digest=sha256:598687341e0d71d429b0bc119d131413e7a8538c3d27ed3417363d6a1fd76b08

Observation f40e74cd-355b-414c-9e5a-8ee01f3cd276 · outbound

This paper cites Comparative Layer-Wise Analysis of Self-Supervised Speech Models,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Comparative Layer-Wise Analysis of Self-Supervised Speech Models,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.974749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.775259Z digest=sha256:d21a85c243eff226d180a957d51f3ced8e22582aa5d1631e2cd8a8e432db54e9

Observation 170dcdbd-d233-4f02-9483-d5baba574b08 · outbound

This paper cites What Do Audio Trans- formers Hear? Probing Their Representations For Language Delivery & Structure,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis What Do Audio Trans- formers Hear? Probing Their Representations For Language Delivery & Structure,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.950314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.779731Z digest=sha256:ba0695f47f153dbc8e929132d640c79bb77d550ad077aa9f1ac0f68336594e96

Observation 989857fb-f40e-4cb9-bd5d-7483f0081c9f · outbound

This paper cites Attention Is Not Explanation,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Attention Is Not Explanation,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.933836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.795524Z digest=sha256:6f9064b129dc6a02bf45f6587f7bee38cbde2b72a62b941afd9db6f79f5bba7a

Observation d828c52e-6ac2-4b08-8ee3-340eb5fef953 · outbound

This paper cites Attention is not not Explanation,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Attention is not not Explanation,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.917298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.800344Z digest=sha256:c85f31d0d59adfc9d9b723ffc8d0e10b6f979ca0af48e418f74a5aa065554d46

Observation c01a30b3-b64c-4e9b-839d-415601250d3e · outbound

This paper cites Is Attention Explanation? An Introduction to the Debate,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Is Attention Explanation? An Introduction to the Debate,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.897038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.804988Z digest=sha256:4cdbb6b6e15364bf5559e121eeed41c643fae3dfdc6f45b73fd49d94a18b21a8

Observation d8f527be-7475-47a6-b518-63525460f99a · outbound

This paper cites Measuring Phonological Precision in Children with Cleft Lip and Palate,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Measuring Phonological Precision in Children with Cleft Lip and Palate,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.881317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.809717Z digest=sha256:bed500fa1ae281c24852aa94302bd07f70ffc917b4422833922adbef216a03dd

Observation 76a77392-5e06-43af-86b9-8382e8979102 · outbound

This paper cites Towards Self-Attention Understanding for Automatic Articulatory Processes Analysis in Cleft Lip and Palate Speech,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Towards Self-Attention Understanding for Automatic Articulatory Processes Analysis in Cleft Lip and Palate Speech,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.862153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.814195Z digest=sha256:c036862059950238d54824a4840b0847923cc9f8ade42bc0d1d921dce327227f

Observation 8fca8031-a813-4dfe-b25c-db6e482b8825 · outbound

This paper cites NeuroSpeech: An Open-Source Software for Parkinson’s Speech Analysis,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis NeuroSpeech: An Open-Source Software for Parkinson’s Speech Analysis,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.843666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.818685Z digest=sha256:43b61537feafe3eb38d4f855d7372172aca990c5add66a5072175cb2df661544

Observation bf831fb7-2e8d-4bb9-811a-c3166e97f5e6 · outbound

This paper cites Interpreting Deep Representations of Phonetic Features via Neuro-Based Concept Detector: Application to Speech Disorders Due to Head and Neck Cancer,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Interpreting Deep Representations of Phonetic Features via Neuro-Based Concept Detector: Application to Speech Disorders Due to Head and Neck Cancer,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.826279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.824625Z digest=sha256:272a21ae30de046d0903e73f4186fb93857b3f3741601478eb059ca2db02fad1

Observation 511c2b66-6165-4055-963c-23bb9333291a · outbound

This paper cites Attention Is All You Need,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Attention Is All You Need,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.808855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.829982Z digest=sha256:50ac81307707071e93154826614317cf260e301c50f9a32e55c8befbcf7c2221

Observation 48976ec1-0100-4073-90a4-cee21e9b1f7f · outbound

This paper cites A Comprehensive Survey on Applications of Transformers for Deep Learning Tasks,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis A Comprehensive Survey on Applications of Transformers for Deep Learning Tasks,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.791187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.836139Z digest=sha256:5dc3cd0c6717175dfb59d981c533aae3a6bcd316656dd52026e2134d9e0f7c21

Observation 4c5ffa1e-d861-4e8e-9e5a-bc97897adcf7 · outbound

This paper cites Layer Normalization.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Layer Normalization

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-11T23:59:18.840867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:59:18.840867Z digest=sha256:2cb57e5bf2a170d66290d378876e1a459409b23ec5cae8dde8380566d905c88d

Observation 3d7cc92a-6ef3-426c-8437-3205dee512c5 · outbound

This paper cites Searching for Activation Functions.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Searching for Activation Functions

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-11T23:59:18.845961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:59:18.845961Z digest=sha256:b00595a54d1832d6b93d17d7b0c48c2d896ed5483461e4f6e278c39e9b08861b

Observation 638ce33c-dd90-4ec0-bfed-679d6cf518bc · outbound

This paper cites Automatic Parkinson’s disease detection from speech: Layer selection vs adaptation of foundation models,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Automatic Parkinson’s disease detection from speech: Layer selection vs adaptation of foundation models,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.768227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.851055Z digest=sha256:981f3473db7731c8c483e399af5c3906785a288dda0a1c878122857ad8cf667a

Observation 213e3b90-a459-44e8-84ea-1dbc082c209d · outbound

This paper cites Which aspects of motor speech disorder are captured by mel frequency cepstral coefficients? evidence from the change in STN-DBS conditions in parkinson’s disease,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Which aspects of motor speech disorder are captured by mel frequency cepstral coefficients? evidence from the change in STN-DBS conditions in parkinson’s disease,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.741303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.856611Z digest=sha256:f196e12a4d842ee8ed15264b172b54deabb448251cdeb5a123ed669be35eadcc

Observation 2c706db5-3dfe-48e9-abd6-213a0d4a08f5 · outbound

This paper cites Towards interpretable speech biomarkers: exploring mfccs,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Towards interpretable speech biomarkers: exploring mfccs,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.719896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.861105Z digest=sha256:8b7c6a133a0fab5670877c42c01231ab299125dd785bb7cd132ecc475ab8efca

Observation 36d5b7a7-8371-4c90-9012-98bffa1ff280 · outbound

This paper cites Unveiling Early Signs of Parkinson’s Disease via a Lon- gitudinal Analysis of Celebrity Speech Recordings,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Unveiling Early Signs of Parkinson’s Disease via a Lon- gitudinal Analysis of Celebrity Speech Recordings,

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.703059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.887954Z digest=sha256:0a2be07f574d536e3b2f1387b6c5735eab7b01bdf0347c6d4102692d8b87765b

Observation d6958e47-0684-4455-af96-39207a6055f2 · outbound

This paper cites Glottal Flow Patterns Analyses for Parkin- son’s Disease Detection: Acoustic and Nonlinear Approaches,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Glottal Flow Patterns Analyses for Parkin- son’s Disease Detection: Acoustic and Nonlinear Approaches,

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.686665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.895893Z digest=sha256:37d2cd3a8d4e58c3e7998cd94aeb2a2f3f3c6ab1f0626be9515264efd599d135

Observation c2822417-7aef-40c0-9582-055536bb909b · outbound

This paper cites Parkinson’s Disease and Aging: Analysis of Their Effect in Phonation and Articulation of Speech,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Parkinson’s Disease and Aging: Analysis of Their Effect in Phonation and Articulation of Speech,

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.667809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.900972Z digest=sha256:9e1ef57391227821cedb95db3994bd0bbe81ff6a7a29b6d2dd869b16c54597cb

Observation 6ecf7ec5-45b9-4683-b05f-18744e05003e · outbound

This paper cites V oice changes in Parkinson’s disease: What are they telling us?.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis V oice changes in Parkinson’s disease: What are they telling us?

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.649674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.906677Z digest=sha256:e878d46b9467f0fa57d3383ea3fc178bb67571f1a585110e96b331b513709586

Observation a80ae41e-31eb-4268-8308-a79585af44a1 · outbound

This paper cites Modeling Prosodic Features With Joint Factor Analysis for Speaker Verification,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Modeling Prosodic Features With Joint Factor Analysis for Speaker Verification,

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.631299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.911693Z digest=sha256:110a6ff968823cfe505dde51508d5d46386f63be3abf99af37fd13ee468a5cb7

Observation 1fb08278-25a9-4545-a647-7fe1e431ebe0 · outbound

This paper cites Detection of Persons with Parkinson’s Disease by Acoustic, V ocal, and Prosodic Analysis,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Detection of Persons with Parkinson’s Disease by Acoustic, V ocal, and Prosodic Analysis,

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.611191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.916954Z digest=sha256:8f06a0e50d27f50ae83500981c01aa4e156bd92792bb941044a7e1b3023fec97

Observation 44e99079-48f8-41f0-877d-0bb6bd9b3dce · outbound

This paper cites V oiced/Unvoiced Transitions in Speech as a Potential Bio-Marker to Detect Parkinson’s Disease,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis V oiced/Unvoiced Transitions in Speech as a Potential Bio-Marker to Detect Parkinson’s Disease,

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.592032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.927566Z digest=sha256:300b9553c6eb8ab8b0821df3f32ff531ecf0f52efdc461092e4f1f0e05588987

Observation 9093d4aa-7820-45f6-8b42-9f7e87b08cc6 · outbound

This paper cites Speech rate in Parkinson’s disease: a controlled study,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Speech rate in Parkinson’s disease: a controlled study,

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.573132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.935833Z digest=sha256:98d52fbd79d232e03a60408d118aa052e1c6c2871fb071fcc25870ed98c18131

Observation 823a4bf0-ae9e-4e50-8f85-e97d22bac2b1 · outbound

This paper cites NeuroV oz: A Castillian Spanish Corpus of Parkinsonian Speech,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis NeuroV oz: A Castillian Spanish Corpus of Parkinsonian Speech,

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.552871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.949286Z digest=sha256:0009680f3eb096ff191ff2c7375ab4b2a5dd0d4b6ab328cf4c1397e1cc71b835

Observation 34a508b5-6e19-4295-9509-8975bbb61498 · outbound

This paper cites New Spanish Speech Corpus Database for the Analysis of People Suffering from Parkinson’s Disease.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis New Spanish Speech Corpus Database for the Analysis of People Suffering from Parkinson’s Disease

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.536625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.956293Z digest=sha256:2a61885280e5868aae853e0953a5b5a85bc017838068903517485172f39537c3

Observation 5d8c2f75-afac-4039-9640-eb7b4305d61b · outbound

This paper cites Dysarthria in individuals with parkinson’s disease: A protocol for a binational, cross-sectional, case-controlled study in french and european portuguese (fralusopark),.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Dysarthria in individuals with parkinson’s disease: A protocol for a binational, cross-sectional, case-controlled study in french and european portuguese (fralusopark),

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.519538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.963467Z digest=sha256:f982c9e662266f9071cddb8adcf685fc2b6e2b2df021d84cac51a76ed062b22c

Observation 30661e2d-c458-45d6-ab06-090dd7ea1abf · outbound

This paper cites Automatic evaluation of parkinson’s speech — acoustic, prosodic and voice related cues,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Automatic evaluation of parkinson’s speech — acoustic, prosodic and voice related cues,

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.501586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.972042Z digest=sha256:d006fec23bcc57abce288d8c0631d9bd821fff746bf11fd6d7c0537592f5769e

Observation e43a394f-3725-4292-a020-00ce58ca1f74 · outbound

This paper cites an unresolved cited work.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:59:19.483948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.977327Z digest=sha256:dbe43fe84f775a7b54725d9945046282f28690d76df0b814e500eb433875206f

Observation 22c3f5ad-8351-45ae-9344-6c6f9c473e0c · outbound

This paper cites Movement Disorder Society-Sponsored Revision of the Unified Parkinson’s Dis- ease Rating Scale (MDS-UPDRS): Scale Presentation and Clinimetric Testing Results,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Movement Disorder Society-Sponsored Revision of the Unified Parkinson’s Dis- ease Rating Scale (MDS-UPDRS): Scale Presentation and Clinimetric Testing Results,

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.468621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.983609Z digest=sha256:1f5bd657c49883ab10f054dcd5e77cb087c4db2b3573ea22e2f88d2705dc0093

Observation 443bc39b-2d00-4f0f-99bd-becc6dd56acf · outbound

This paper cites an unresolved cited work.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:59:19.452609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.989344Z digest=sha256:0d772538646b41e529946502138a7648a8fd54c08cbabc94cbd51ca506c2ccde

Observation bfba1eae-4863-4998-9b8f-0f6a76c299ef · outbound

This paper cites Exploring Digital Speech Biomarkers of Hypokinetic Dysarthria in a Multilingual Cohort,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Exploring Digital Speech Biomarkers of Hypokinetic Dysarthria in a Multilingual Cohort,

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.437160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.994432Z digest=sha256:ba62dcf55c70002c772bd6ec07a754438e3da952d65c5c45bbbaf34289db063f

Observation d60fbe11-d92a-426b-8675-343fceda65d3 · outbound

This paper cites Perceptual Characteristics of Parkinsonian Speech: A Comparison of the Pharmacological Effects of Levodopa Across Speech and Non-Speech Motor Systems,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Perceptual Characteristics of Parkinsonian Speech: A Comparison of the Pharmacological Effects of Levodopa Across Speech and Non-Speech Motor Systems,

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.421023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:18.999954Z digest=sha256:9f92bc252e73fde0be754ff76cefc0c0172dbf6d70fd96bef6fcf3b98f9425b0

Observation a1df553a-04a9-418b-9af9-4aafc5385abd · outbound

This paper cites Intonation and Speech Rate in Parkinson’s Disease: General and Dynamic Aspects and Responsiveness to Levodopa Admission,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Intonation and Speech Rate in Parkinson’s Disease: General and Dynamic Aspects and Responsiveness to Levodopa Admission,

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.403537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:19.005098Z digest=sha256:f0a244f11a1772a97931c2a094213755f75b064d45ee4664abb28fa5f6b0fc08

Observation b8f05841-8ad6-424c-aa07-c51055f04405 · outbound

This paper cites Towards a Corpus (and Language)-Independent Screening of Parkin- son’s Disease from V oice and Speech through Domain Adaptation,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Towards a Corpus (and Language)-Independent Screening of Parkin- son’s Disease from V oice and Speech through Domain Adaptation,

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.387127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:19.009888Z digest=sha256:4396b46c401fd32570e7023bd081c47b61944780bdffa4c907037926a000ca36

Observation 879f6940-8d57-4ce2-9a07-8448d297aa9e · outbound

This paper cites Domain Adversarial Convolutional Neural Network for Parkinson’s Disease Detection from Speech,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Domain Adversarial Convolutional Neural Network for Parkinson’s Disease Detection from Speech,

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.368735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:19.015820Z digest=sha256:392f5d7d09607274506005b723111054c986e99dd37b30d658b1f39b72ce0a87

Observation 280c75f7-f80b-47b8-9e43-397629dbbd00 · outbound

This paper cites Challenges of Using Longitudinal and Cross-Domain Corpora on Studies of Pathological Speech,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Challenges of Using Longitudinal and Cross-Domain Corpora on Studies of Pathological Speech,

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.343842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:19.021129Z digest=sha256:9fdbd1c075d58f54af4664d2c38040b92bf6bd4bb403981ef52828d34e358b0d

Observation 3b7cff4d-dc10-4ba1-b0c9-a2062e1ece93 · outbound

This paper cites Parkinson’s Disease and Aging: Analysis of their Effect in Phonation and Articulation of Speech,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Parkinson’s Disease and Aging: Analysis of their Effect in Phonation and Articulation of Speech,

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.326945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:19.032681Z digest=sha256:050fa9b1ea1de06d8783f0601e3f5fa92c3318a418fbd706c800a9bf206f73a3

Observation 63beb093-ccf5-45aa-9c51-7a938a407836 · outbound

This paper cites Towards Reference Speech Characterization for Health Applications,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Towards Reference Speech Characterization for Health Applications,

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.307191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:19.037962Z digest=sha256:ddf65f6d386ae9064d3248b770e50c16b860a12cfdda5f75873641a6f1f7b366

Observation 3e54fc42-4bb2-460b-8bbd-a3a6c5135aeb · outbound

This paper cites Dynamic Time Warping,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Dynamic Time Warping,

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.289186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:19.043280Z digest=sha256:e7d5ff3b0c08bf4516d741f8985a173a253082c85f492318b356d3ae25dbc651

Observation ec79b318-b3cf-42bb-beb7-0cb343360183 · outbound

This paper cites Montreal Forced Aligner: Trainable Text-Speech Alignment Using Kaldi,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Montreal Forced Aligner: Trainable Text-Speech Alignment Using Kaldi,

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.269935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:19.053801Z digest=sha256:3cd6b39a9c539eb9084a3f889e0ba164399d4ed9ac427a9ba730508a88e216ca

Observation 905ee30d-bdd8-441e-af2a-d751ff3cc949 · outbound

This paper cites Macro-Descriptors for Alzheimer’s Disease Detection Using Large Language Models,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Macro-Descriptors for Alzheimer’s Disease Detection Using Large Language Models,

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.251709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:19.058390Z digest=sha256:fba609e26d3cf484195e74eaedf94f4c44da78123e0769f213e1574cdf90fb8d

Observation c9cb4e34-c9b6-4559-94a0-d7c21bd0e189 · outbound

This paper cites When Whisper Listens to Apha- sia: Advancing Robust Post-Stroke Speech Recognition,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis When Whisper Listens to Apha- sia: Advancing Robust Post-Stroke Speech Recognition,

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.233705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:19.063169Z digest=sha256:7c94345778a34f10cc6c60fb2b8c7f97d53b9650d747fe50bea9b88f6c1ef892

Observation 7f54d954-65fa-4ef7-a42b-034394ff5976 · outbound

This paper cites Reading Between the Frames: Multi-modal Depression Detection in Videos from Non-verbal Cues,.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis Reading Between the Frames: Multi-modal Depression Detection in Videos from Non-verbal Cues,

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.213038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:19.069303Z digest=sha256:1bb9b1de513635d55366962bfcdcac8b3a115cfd661f4be1c4238013345b693d

Observation c875d251-1ba9-4491-acdf-b3f59b155ed2 · outbound

This paper cites in Electrical and Computer Engineering at IST and INESC-ID in.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis in Electrical and Computer Engineering at IST and INESC-ID in

Reference 2018

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.196064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:19.074138Z digest=sha256:2442dbb713cd97e585643f21478fc80c91f52690321cd72f5d9fffe7bcff951d

Observation 5ef3e30f-310b-4d12-a09e-4d68dbd2242c · outbound

This paper cites She has held positions as a research intern at Google AI, Toronto, and as a visitor researcher at the Cognitive Systems Lab, University of Bremen.

Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis She has held positions as a research intern at Google AI, Toronto, and as a visitor researcher at the Cognitive Systems Lab, University of Bremen

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:59:19.177822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T23:59:19.080045Z digest=sha256:93babf73225376649c1205d744c3677325ebaecb6cd272053fd06c35a594e38b

Pith citing papers

Observation 2ddc7ea0-dd18-4c02-8720-a6c9f2b8d691 · inbound

Personalized Fine-Tuning with Controllable Synthetic Speech from LLM-Generated Transcripts for Dysarthric Speech Recognition cites this paper.

Personalized Fine-Tuning with Controllable Synthetic Speech from LLM-Generated Transcripts for Dysarthric Speech Recognition Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-15T20:26:11.939367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:26:11.939367Z digest=sha256:b54eeb04055940845e021c298dd396b3ea7acccbf27985e7f17ddf8a710f2632

Observation 3a46ffba-981d-41ff-98c5-b4b472ba59a7 · inbound

Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection cites this paper.

Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer's Disease Detection Unveiling Interpretability in Self-Supervised Speech Representations for Parkinson's Diagnosis

Reference 35

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:17:54.304059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T14:17:53.642068Z digest=sha256:a5bed53a2f6f37fec50a29be5919be70a2dc3384226cae2ae9dfeecc957d14aa