Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T22:10:37.551128Z
Paper Citation Record · LEDGER
As of 15 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 1 inbound Pith citation observation for arXiv:2412.03784.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T22:10:37.551128Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-11T22:10:37.383981Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-11T22:10:37.612176Z
44 of 44 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c950ad6b-a706-492a-8207-09ca327bd8de · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 2585da39-a6e8-4817-908e-7d7c26e6ac22 · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Severity 0 1 2 Total Number of Utterances 431 1950 186 2567 We employ the proposed method to the Korean Dysarthric Speech dataset 2
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 69b3dbbb-1cb6-4297-9ff8-e57c5db0872a · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Ta- ble 2 describes features we extracted from ASR transcription
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 8189a0bd-3619-48c9-a211-a81fe4523ec6 · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Experimental Setup We used the same corpus to train the ASR system and au- tomatic severity classification model
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 4960a964-c0a8-456b-b58a-284dcef8e474 · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech For example, as in Figure 1, our method could reveal the impact on severity through feature importance analysis aligned with clinical indicators
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3cc1414c-0c2f-4790-ada7-32d698cc8933 · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech We employed an ML model, which has feature-level interpretability and improved its performance
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 60379fa1-addb-40ff-a80b-22e688bbd894 · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation dc2734a5-6234-4573-a51f-e127b9dd0b5c · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Acceptability and intelligibility of moderately dysarthric speech by four types of listeners,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e52f4b8c-e308-4b30-85d7-96dfcf8613ff · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Improving the intelligibility of dysarthric speech,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 173982eb-9e9a-4c43-a022-68d0be791ae1 · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Patients’ experiences of disruptions associated with post-stroke dysarthria,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b8a0417d-c8ab-4eef-9d4b-fc83d209d075 · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech A feasibility randomized controlled trial of readyspeech for people with dysarthria after stroke,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation bbe91cdb-437e-48d5-b03f-7eb636a21a79 · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Socioeconomic status and stroke inci- dence, prevalence, mortality, and worldwide burden: an ecological analysis from the global burden of disease study 2017,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation c60a844a-6e2c-4430-83e4-cb18b2b6d116 · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Where the ear fits: A perceptual evaluation of motor speech disorders,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5f5af256-ea9d-4efe-b02d-54d236c0ff0e · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Implementing speech supplementation strategies: effects on intelligibility and speech rate of individuals with chronic severe dysarthria,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 932dc2a7-8531-426c-b2d6-34782c7b306f · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Listener agreement for auditory-perceptual ratings of dysarthria,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 071e6f30-4c7a-434c-90bb-37830f31e0ac · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Classification of dysarthric speech according to the severity of impairment: an analysis of acoustic fea- tures,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0b97a719-2cb8-4b23-95cb-39a50f97fb37 · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Perceptual classification of motor speech disorders: The role of severity, speech task, and listener’s expertise,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5a36a6e1-7863-4717-b30c-fe80781da17c · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Reliability of auditory- perceptual scaling of dysarthria,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1c2ed436-6e90-4c95-9358-b88d44186b0c · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0f4e4204-8a9f-44d6-9820-2fea1c5ec755 · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Automatic severity classification of dysarthric speech by using self-supervised model with multi-task learning,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation bdaf8708-c5b7-4d53-98e9-32fa1e9b4a5b · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Adversarial- Free Speaker Identity-Invariant Representation Learn- ing for Automatic Dysarthric Speech Classification,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation a4825f48-fd86-4f4a-b35f-5b2588d617bd · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Inspired by these attributes, we designed two main categories of fea- tures: Pronunciation Correctness, and Structural Prosody
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation a7005c40-a01c-41cf-97af-c3795c78391e · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Grad-cam: Visual explanations from deep net- works via gradient-based localization,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f57ec410-0816-4517-b95d-251049f6d11c · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Dysarthric Speech Classification Using Glottal Features Computed from Non-words, Words and Sentences,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 05285f9a-e6aa-41aa-81ff-10a890208f5b · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Phonological features in discrimina- tive classification of dysarthric speech,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 06f0294a-4311-4743-9314-8575c30c4071 · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Neurospeech: An open-source software for parkinson’s speech analysis,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 75ff072a-de0b-45a5-a25e-018697872aec · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech On using the ua-speech and torgo databases to validate automatic dysarthric speech classification approaches,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 40d07147-5196-4f7a-ab59-94c5f2f11b7b · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Speech Intelligibility of Dysarthric Speech: Human Scores and Acoustic-Phonetic Features,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3136a729-49e3-4c7b-b977-8232dfb0997d · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Praat, a system for doing phonetics by computer,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 6c0d7c3b-c052-4dbd-a65a-b2be85b1f181 · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Duffy, Motor speech disorders: Substrates, differential diagnosis, and management, Elsevier, 2020
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 75c5a230-9e2b-418e-8012-988a63f18e25 · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Dysarthria evaluation,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 15804d5b-cf57-414d-a574-0a7e7e20145f · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Robust Speech Recognition via Large-Scale Weak Supervision
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c5e403b-7116-4c77-89d9-2ef4acabbb7c · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Inappropriate pause detection in dysarthric speech using large-scale speech recognition,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation c0c8a49d-8321-41de-a645-04446931cacc · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Bertscore: Evaluating text generation with BERT,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ef1ba940-b063-4b69-849a-9489c5f8b063 · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech BERT: pre-training of deep bidi- rectional transformers for language understanding,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5bdd4b40-ec4a-4f64-a4b3-b7fda8d462b8 · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Assessing ASR Model Quality on Disordered Speech using BERTScore
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8dd45ecf-61e1-414c-b7fc-fa532919ff4e · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech KLUE: korean language understanding evaluation,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7fd47091-bfba-40d4-8f78-21fea6b15784 · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Ef- fect of speech rate for sentences on speech intelligibil- ity,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation fa83d160-99a7-46b6-bdfb-49cb10b986c6 · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af444272-2145-449e-955f-7eda3d28b233 · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Decoupled weight decay regularization,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 772ef90a-41f6-4c8b-8fbb-946fbe759e6f · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Cross-lingual dysarthria severity classi- fication for english, korean, and tamil,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 6ba0d7db-3a81-4ff1-a118-642c6396f3b6 · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech In- troducing Parselmouth: A Python interface to Praat,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9fc652e-c816-4499-ad0e-4476f851ace4 · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech wav2vec 2.0: A framework for self-supervised learning of speech representations,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 030bead7-b50e-40ab-a08f-ea70a8b2de5d · outbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Whisper Features for Dysarthric Severity-Level Classification,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation c950ad6b-a706-492a-8207-09ca327bd8de · inbound
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.