Paper Citation Record · LEDGER

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning

As of 15 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2412.04067.

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

pith.paper-citation-record.v1
2412.04067 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T21:52:04.089556Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

30 of 30 outbound references displayed

verified exact1
verified fuzzy16
unresolved13
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5627cc60-3cb2-4cb8-8641-1ff5849b0105 · outbound

This paper cites Show and tell: A neural image caption generator,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Show and tell: A neural image caption generator,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T21:52:03.937401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc258292-d2b9-4cc3-b6b6-bbb5ec11b7be · outbound

This paper cites Show, attend and tell: Neural image caption generation with visual attention,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Show, attend and tell: Neural image caption generation with visual attention,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T21:52:03.942961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1617be0-1525-4602-87dc-9fb72f71e9cc · outbound

This paper cites A survey on automatic generation of med- ical imaging reports based on deep learning,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning A survey on automatic generation of med- ical imaging reports based on deep learning,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:52:04.554180Z

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 f0bdbcb3-5ce0-4f1e-b849-f30bfea79717 · outbound

This paper cites Enhancing electrocardiogram (ecg) analysis of implantable cardiac monitor data: An efficient pipeline for multi-label classification,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Enhancing electrocardiogram (ecg) analysis of implantable cardiac monitor data: An efficient pipeline for multi-label classification,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:52:04.537185Z

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 218fd9df-3610-41d9-9454-6d2dda84090b · outbound

This paper cites Mimic- iv, a freely accessible electronic health record dataset,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Mimic- iv, a freely accessible electronic health record dataset,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T21:52:03.959755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcb764be-c35f-41d7-b44d-a7e48d25bdbe · outbound

This paper cites Ptb-xl, a large publicly available electro- cardiography dataset,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Ptb-xl, a large publicly available electro- cardiography dataset,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T21:52:03.965209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee8d1240-d6d4-426c-bb8e-e8893258b929 · outbound

This paper cites Deep residual learning for image recognition,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Deep residual learning for image recognition,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T21:52:03.971039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c5d57c8-6efa-441e-b692-6a9f638be8b0 · outbound

This paper cites Long short-term memory,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Long short-term memory,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T21:52:03.976077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3dc6292-11d3-46a6-a84e-4355781a9fba · outbound

This paper cites Attention is all you need,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Attention is all you need,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:52:04.478476Z

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 4797111c-12e1-4af2-9d47-306f3a8fcb2e · outbound

This paper cites Automatic diagnosis and localization of myocardial infarction using morphological features of ecg signal,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Automatic diagnosis and localization of myocardial infarction using morphological features of ecg signal,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:52:04.451431Z

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 b6ad92a9-0123-4931-9145-68efddc7a2eb · outbound

This paper cites Algorithms for automated diagnosis of cardiovascular diseases based on ecg data: A comprehensive systematic review,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Algorithms for automated diagnosis of cardiovascular diseases based on ecg data: A comprehensive systematic review,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:52:04.435372Z

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 43444d5f-f137-4407-9ab4-af90b00c6455 · outbound

This paper cites Hierarchical deep learning with generative adversarial network for automatic cardiac diagnosis from ecg signals,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Hierarchical deep learning with generative adversarial network for automatic cardiac diagnosis from ecg signals,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:52:04.419125Z

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 2a4e201a-18ef-4242-a52c-66fe12745d7b · outbound

This paper cites A hybrid scheme for heart disease diagnosis using rough set and cuckoo search technique,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning A hybrid scheme for heart disease diagnosis using rough set and cuckoo search technique,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:52:04.401498Z

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 b36956e9-11b0-421a-b2c7-b6d06e6f1acc · outbound

This paper cites Golden standard or obsolete method? review of ecg applications in clinical and experimental context,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Golden standard or obsolete method? review of ecg applications in clinical and experimental context,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:52:04.378918Z

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 cc2d1e6f-f141-410d-a215-d9d247dab6a2 · outbound

This paper cites Transfer knowledge from natural language to electrocardiography: Can we detect cardiovascular disease through language models?.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Transfer knowledge from natural language to electrocardiography: Can we detect cardiovascular disease through language models?

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:52:04.362109Z

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 653dd034-78c7-41dd-a0f4-d0a6d7b4c2cf · outbound

This paper cites Learning to automatically generate accurate ecg captions,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Learning to automatically generate accurate ecg captions,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:52:04.344362Z

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 fe24eba9-94d9-4fe3-b712-0c7803c5fc0b · outbound

This paper cites Automatic triage of 12-lead ecgs using deep convolutional neural networks,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Automatic triage of 12-lead ecgs using deep convolutional neural networks,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:52:04.327110Z

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 db0b31b7-ff58-4b86-9ef6-7482dcb22a93 · outbound

This paper cites Multiple Object Recognition with Visual Attention.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Multiple Object Recognition with Visual Attention

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T21:52:04.029729Z

Source-reported events for the cited work

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Observation 39056b45-3c2d-4cd8-9396-9fdfbb30e7c0 · outbound

This paper cites A learning algorithm for continually running fully recurrent neural networks,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning A learning algorithm for continually running fully recurrent neural networks,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:52:04.309381Z

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 6ee93770-9fc9-456d-8a01-1179a9c34a9a · outbound

This paper cites Physiobank, physiotoolkit, and physionet: components of a new research resource for complex physiologic signals,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Physiobank, physiotoolkit, and physionet: components of a new research resource for complex physiologic signals,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T21:52:04.040679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49cabfa7-8078-40f6-b194-af8ae5ae8f51 · outbound

This paper cites BIOMONITOR III, IIIm,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning BIOMONITOR III, IIIm,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:52:04.279340Z

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 89b56624-13b9-4000-b7de-38176f5a2221 · outbound

This paper cites Democratizing neural machine translation with OPUS- MT,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Democratizing neural machine translation with OPUS- MT,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:52:04.262034Z

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 d598d0cc-904d-48c4-b320-e111f7159982 · outbound

This paper cites OPUS-MT — Building open transla- tion services for the World,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning OPUS-MT — Building open transla- tion services for the World,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:52:04.244703Z

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 81f9b38b-ad2f-48de-ba2c-5ebb76579f30 · outbound

This paper cites Neural Machine Translation of Rare Words with Subword Units.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Neural Machine Translation of Rare Words with Subword Units

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T21:52:04.062843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70d55bba-4ccb-4629-92cb-599d87ed915e · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Bleu: a method for automatic evaluation of machine translation,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T21:52:04.068559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34fbca43-39ec-406a-8236-cfc4bb2f47e8 · outbound

This paper cites Meteor: An automatic metric for mt evalua- tion with improved correlation with human judgments,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Meteor: An automatic metric for mt evalua- tion with improved correlation with human judgments,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T21:52:04.073840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18051332-8dc0-4fe7-9f8d-4862b97b0622 · outbound

This paper cites Rouge: A package for automatic evaluation of summaries,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Rouge: A package for automatic evaluation of summaries,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T21:52:04.078721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2f15759-6288-4df7-b2ed-fd90cf80e3f2 · outbound

This paper cites MRScore: Evaluating Radiology Report Generation with LLM-based Reward System.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning MRScore: Evaluating Radiology Report Generation with LLM-based Reward System

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-11T21:52:04.139979Z

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 f1e9f1d6-96fa-475d-bbbe-2962fd4abefd · outbound

This paper cites Mimic-iv-ecg-diagnostic electrocardiogram matched subset,.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Mimic-iv-ecg-diagnostic electrocardiogram matched subset,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:52:04.197105Z

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 8da76d9c-602c-45e8-b4a9-9b714e152f56 · outbound

This paper cites Available: https://proceedings.neurips.cc/paper files/ paper/2017/file/3f5ee243547dee91fbd053c1c4a845aa-Paper.pdf.

Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep Learning Available: https://proceedings.neurips.cc/paper files/ paper/2017/file/3f5ee243547dee91fbd053c1c4a845aa-Paper.pdf

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-11T21:52:03.985941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.