Pith. sign in

Paper Citation Record · LEDGER

DeepHealth: Review and challenges of artificial intelligence in health informatics

As of 15 August 2026, this Paper Citation Record lists 100 of 300 outbound references and 0 inbound Pith citation observations for arXiv:1909.00384.

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

pith.paper-citation-record.v1
1909.00384 v2

Coverage vector

measured 100 of 300 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T05:56:20.274827Z

measured 100 of 100 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

100 of 300 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved100
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 43ced669-7516-4d6f-a412-af1c5d22aef6 · outbound

This paper cites Deep learning for healthcare: review, opportunities and challenges.

DeepHealth: Review and challenges of artificial intelligence in health informatics Deep learning for healthcare: review, opportunities and challenges

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.890710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.890710Z digest=sha256:57287ec11e6e5de43db96a66964f8c9725e9773a615ba1ecb2ce57c8a7f35796

Observation 1ae7692b-0428-4b2a-b283-3cef572c2996 · outbound

This paper cites Deep learning for health informatics.

DeepHealth: Review and challenges of artificial intelligence in health informatics Deep learning for health informatics

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.895965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.895965Z digest=sha256:73c62c354a946e433311983fb81104a11a17d7ebd1573a0b91fc9f331515c571

Observation 42a014b4-6559-466f-b861-62fff11f00ab · outbound

This paper cites A survey on deep learning in medical image analysis.

DeepHealth: Review and challenges of artificial intelligence in health informatics A survey on deep learning in medical image analysis

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.899803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.899803Z digest=sha256:f50743a0ae06f167ec5844b7b8a2452fa46a6fcc39514dc67d42845feaa4a691

Observation 1682c0ec-c6d2-4941-a570-510ff77dda85 · outbound

This paper cites Biomarker tests for molecularly targeted therapies–the key to unlocking precision medicine.

DeepHealth: Review and challenges of artificial intelligence in health informatics Biomarker tests for molecularly targeted therapies–the key to unlocking precision medicine

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.903892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.903892Z digest=sha256:6853b1c7a52f9514a986045ea90f637e23031bf86473c934964c3cc820e01190

Observation 2fefb1ed-4a43-457d-9377-e36542a4a82c · outbound

This paper cites A new initiative on precision medicine.

DeepHealth: Review and challenges of artificial intelligence in health informatics A new initiative on precision medicine

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.908194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.908194Z digest=sha256:23ec188c349d79de15507d19b87760761241a4cc59d37c6142768c7db20e4fb1

Observation 685d89b7-035e-46d9-acbf-170f75c94867 · outbound

This paper cites Shickel, P.

DeepHealth: Review and challenges of artificial intelligence in health informatics Shickel, P

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.912241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.912241Z digest=sha256:5e08149a4261a52dee1785b1e4281796859202cd67a671d7325c2f219679c0cd

Observation 9e550fe7-1047-489b-879c-0b28de4e2634 · outbound

This paper cites Deep learning for computational biology.

DeepHealth: Review and challenges of artificial intelligence in health informatics Deep learning for computational biology

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.917407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.917407Z digest=sha256:6ab276485bba4e62581c3d7235b07354b13029fa16e43014428fbda10be722e3

Observation 545f6729-0f25-470f-8334-fcbc38ce793e · outbound

This paper cites A guide to deep learning in healthcare.

DeepHealth: Review and challenges of artificial intelligence in health informatics A guide to deep learning in healthcare

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.921870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.921870Z digest=sha256:b513db0a273844f04be506ba2125f4c04b54e25945f64361ec0b393f1b98b80e

Observation b4c1d5d7-e2ec-497c-94e8-6f78e923fb08 · outbound

This paper cites A systematic literature review of machine learning in online personal health data.

DeepHealth: Review and challenges of artificial intelligence in health informatics A systematic literature review of machine learning in online personal health data

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.926643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.926643Z digest=sha256:b59984c116f6175d60e3822a06df80abb433cc6b81d205abc6eb538919c24bae

Observation e70c5011-c0e3-464e-b864-2c8d07f11178 · outbound

This paper cites Deep Reinforcement Learning for Clinical Decision Support: A Brief Survey.

DeepHealth: Review and challenges of artificial intelligence in health informatics Deep Reinforcement Learning for Clinical Decision Support: A Brief Survey

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.930713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.930713Z digest=sha256:0303de0d0f645c3cb426eab9480bc9f64b5c95bf03b089a69cb3500bde0e1893

Observation fcb5a7ff-7a9d-43ec-8a26-5cebe5bbaa3e · outbound

This paper cites Deep learning for healthcare biometrics.

DeepHealth: Review and challenges of artificial intelligence in health informatics Deep learning for healthcare biometrics

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.935430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.935430Z digest=sha256:913d732382c2e6cfbe313c9c83a9d13f819eab49bce8edb5bea9390fab521ac8

Observation 823b459d-a8cc-442e-b13b-45b990e22d38 · outbound

This paper cites Deep learning trends for focal brain pathology segmentation in mri.

DeepHealth: Review and challenges of artificial intelligence in health informatics Deep learning trends for focal brain pathology segmentation in mri

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.939088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.939088Z digest=sha256:be3e8778b211b21d2aebc78178340426ceebd039889b91308fe86ea419d0ed54

Observation e6e639a2-c5c2-4d07-ad74-d78eba9bfef9 · outbound

This paper cites Big data application in biomedical research and health care: a literature review.

DeepHealth: Review and challenges of artificial intelligence in health informatics Big data application in biomedical research and health care: a literature review

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.942759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.942759Z digest=sha256:e22a5dab739fdb184565d2f7c9b09765fd7c25c337c557aa59a3acb569262139

Observation fc0282b8-1f50-4b71-b0fe-0e88f8cbd1cf · outbound

This paper cites Biomedical informatics and machine learning for clinical genomics.

DeepHealth: Review and challenges of artificial intelligence in health informatics Biomedical informatics and machine learning for clinical genomics

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.946658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.946658Z digest=sha256:1549ff4841328fc7617124b978de1b300c28789904cd6a4b3474d0bee51a9a8e

Observation 8fa87e55-a559-4c59-8c3e-58089339a067 · outbound

This paper cites Deep learning in drug discovery.

DeepHealth: Review and challenges of artificial intelligence in health informatics Deep learning in drug discovery

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.950290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.950290Z digest=sha256:7557632a7a28fc1b988b02ac4c1be1bbef0fc892f0b98a5838eebe08549e2509

Observation 0283730c-2e2e-410d-8c53-120ada786539 · outbound

This paper cites Deep learning: new computational modelling techniques for genomics.

DeepHealth: Review and challenges of artificial intelligence in health informatics Deep learning: new computational modelling techniques for genomics

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.953877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.953877Z digest=sha256:bc584f85640190a07b9dd97708ea0e891114fb5156c3845833798905b2bada8c

Observation bf698910-bf79-4a6d-9366-208c0217453a · outbound

This paper cites Deep artificial neural networks and neuromorphic chips for big data analysis: pharmaceutical and bioinformatics applications.

DeepHealth: Review and challenges of artificial intelligence in health informatics Deep artificial neural networks and neuromorphic chips for big data analysis: pharmaceutical and bioinformatics applications

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.957505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.957505Z digest=sha256:7727114466f4487451eef7c881ac0d08b0a3ed01d88f27f0d5bbb8e8097cab1f

Observation 7e1084dc-a596-4c1f-8969-a176a2e30678 · outbound

This paper cites A review and assessment framework for mobile-based emergency intervention apps.

DeepHealth: Review and challenges of artificial intelligence in health informatics A review and assessment framework for mobile-based emergency intervention apps

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.961335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.961335Z digest=sha256:71b0a8ed0d4d9c3e04640ab6b645f949d7db0c1778ad7583fe9f77fac66350d9

Observation d124575b-aac5-42c7-b630-d4f1b0e9b658 · outbound

This paper cites A review of wearable sensors and systems with application in rehabilitation.

DeepHealth: Review and challenges of artificial intelligence in health informatics A review of wearable sensors and systems with application in rehabilitation

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.964903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.964903Z digest=sha256:484430ba2ed052c9573086a955d397e80c4f485446694032c4ff54e6aceac281

Observation 0016c407-7c16-4e6f-936b-3502ee13277c · outbound

This paper cites Critical care, critical data.Biomedical Engineering and Computational Biology, 10:1179597219856564, 2019.

DeepHealth: Review and challenges of artificial intelligence in health informatics Critical care, critical data.Biomedical Engineering and Computational Biology, 10:1179597219856564, 2019

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.968692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.968692Z digest=sha256:a7f52112b6691b1a9445c0f45dba808a62d3e57d67f4155f6ad27078061b9a1f

Observation cdbcd74b-b159-417e-87ad-6f5b149d1392 · outbound

This paper cites Deep learning in neural networks: An overview.

DeepHealth: Review and challenges of artificial intelligence in health informatics Deep learning in neural networks: An overview

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.972314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.972314Z digest=sha256:d822360ed59347609fa6ed00a6076476ce3086b65d47bd7290b082ba63ea0257

Observation 3a1fe5d7-30d6-4a37-86f2-accd9f1b4000 · outbound

This paper cites Dropout: a simple way to prevent neural networks from overfitting.

DeepHealth: Review and challenges of artificial intelligence in health informatics Dropout: a simple way to prevent neural networks from overfitting

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.976241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.976241Z digest=sha256:38e32e4a338ca1753dd39d6aa98739a59b9fa8b67ac00072c2c9111a330d0c45

Observation 15b7447e-a1de-43f0-b8af-ae7aa91193fe · outbound

This paper cites Deep learning.

DeepHealth: Review and challenges of artificial intelligence in health informatics Deep learning

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.979964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.979964Z digest=sha256:4d3baee0732b67773914b623adeba6586bb1505e629e1a5b987ce2f56adcdb24

Observation 52355d7b-0d90-40cc-858b-79f2e4b21966 · outbound

This paper cites 3d deep learning for multi-modal imaging-guided survival time prediction of brain tumor patients.

DeepHealth: Review and challenges of artificial intelligence in health informatics 3d deep learning for multi-modal imaging-guided survival time prediction of brain tumor patients

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.983723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.983723Z digest=sha256:8ab712abe37fda4d7656fdd385b8421653d2eeda42b21da88acfe96a5b05f9d6

Observation e067b6df-452b-49f8-ad0a-b5d35a790bd8 · outbound

This paper cites Multimodal deep learning for cervical dysplasia diagnosis.

DeepHealth: Review and challenges of artificial intelligence in health informatics Multimodal deep learning for cervical dysplasia diagnosis

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.987707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.987707Z digest=sha256:940785d559fa6835a46f132a8aad359e0c800fcd1c5e3120609bc228b61c6da0

Observation ad25dd9d-e7f3-4de0-a4bb-20c2b0e8c560 · outbound

This paper cites Unsupervised transfer learning via multi-scale convolutional sparse coding for biomedical applications.

DeepHealth: Review and challenges of artificial intelligence in health informatics Unsupervised transfer learning via multi-scale convolutional sparse coding for biomedical applications

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.991757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.991757Z digest=sha256:b6e595da9b4ce0bb53c1d8d8bc9c00baf69761bb74980078af576b33f7527dac

Observation eb34a2b8-48d1-4d54-b2f0-4a69a0122406 · outbound

This paper cites Mass detection in digital breast tomosynthesis: Deep convolutional neural network with transfer learning from mammography.

DeepHealth: Review and challenges of artificial intelligence in health informatics Mass detection in digital breast tomosynthesis: Deep convolutional neural network with transfer learning from mammography

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.995446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.995446Z digest=sha256:0b5d1a5ae4002146b5da3e4b97365346e4d6eff4366312784ed7d51d5cfa320c

Observation 3a7d497b-8887-4e8e-97e7-78474acaf53a · outbound

This paper cites Multi-instance deep learning: Discover discriminative local anatomies for bodypart recognition.

DeepHealth: Review and challenges of artificial intelligence in health informatics Multi-instance deep learning: Discover discriminative local anatomies for bodypart recognition

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:19.999210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:19.999210Z digest=sha256:acfc0f60c210db393db42a2e105fa02f8e8046a0ba6d6e6054696e3e73056819

Observation d36c18bf-df12-4b04-a66e-21d4b41bb921 · outbound

This paper cites Machine learning in genomic medicine: a review of computational problems and data sets.

DeepHealth: Review and challenges of artificial intelligence in health informatics Machine learning in genomic medicine: a review of computational problems and data sets

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.003246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.003246Z digest=sha256:4c6e844718d434409d3f0f93c15861885b9d0a340f1504ebe9e5ad5e9f4d5239

Observation 9940725a-fcd9-46cd-b99a-ea87da46b9df · outbound

This paper cites The human splicing code reveals new insights into the genetic determinants of disease.

DeepHealth: Review and challenges of artificial intelligence in health informatics The human splicing code reveals new insights into the genetic determinants of disease

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.007190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.007190Z digest=sha256:6bd964fd3aefb434ad99b94b3e007cef3ab050a243179b6053eb8d5b787733b3

Observation c56966e0-098c-41e6-8790-f938c332dd3b · outbound

This paper cites Predicting the sequence specificities of dna-and rna-binding proteins by deep learning.

DeepHealth: Review and challenges of artificial intelligence in health informatics Predicting the sequence specificities of dna-and rna-binding proteins by deep learning

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.011040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.011040Z digest=sha256:b9425396dfc835ac3f9ca1d165265e712e7866a8b60c155b69f4bc00b3446150

Observation d5d872d5-016a-4709-a5a5-454e07789b01 · outbound

This paper cites Accurate prediction of single-cell dna methylation states using deep learning.

DeepHealth: Review and challenges of artificial intelligence in health informatics Accurate prediction of single-cell dna methylation states using deep learning

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.014799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.014799Z digest=sha256:07244a8fdaafb9c5b5c024febecc4df5dac759a4308ca438d06271b9ed9ad5e3

Observation 4b8942bb-e6b7-452c-ad6a-0b1747d98820 · outbound

This paper cites A clinically applicable approach to continuous prediction of future acute kidney injury.

DeepHealth: Review and challenges of artificial intelligence in health informatics A clinically applicable approach to continuous prediction of future acute kidney injury

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.018489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.018489Z digest=sha256:1176783898f75062eddd93a1c07bcbea93c9ab6e5f74417aa8fd48188c95ec54

Observation 6e746111-afba-46b7-978c-668a4450c08c · outbound

This paper cites Davis, Thomas A.

DeepHealth: Review and challenges of artificial intelligence in health informatics Davis, Thomas A

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.022670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.022670Z digest=sha256:81dbe24d2e54c4c0c264a92177d8c614baaf9572ec89c9438c919eec878d3f27

Observation 170cb205-7660-42da-ad88-05ce98a1cd48 · outbound

This paper cites Seymour, Jason N.

DeepHealth: Review and challenges of artificial intelligence in health informatics Seymour, Jason N

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.026375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.026375Z digest=sha256:83187df9e070402963f9fb6a4a916198bae2e307399d68566a47f71dc7ec4114

Observation 348f9f11-9ca6-4f06-a3f5-4ed5830f4ff6 · outbound

This paper cites Knaus and Richard D.

DeepHealth: Review and challenges of artificial intelligence in health informatics Knaus and Richard D

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.030470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.030470Z digest=sha256:2988bd6940f2b0e38f88f14906aa08f85bfc11198c02884de973e4a97aa2b095

Observation 1143dee5-b085-42ca-9b9d-9b28f10c6a93 · outbound

This paper cites Improving outcomes in patients with acute kidney injury: the impact of hospital based automated aki alerts.

DeepHealth: Review and challenges of artificial intelligence in health informatics Improving outcomes in patients with acute kidney injury: the impact of hospital based automated aki alerts

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.034043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.034043Z digest=sha256:ce48997536fc3017df9e4a107bbe3cb82bd50d4da1a23b62975b5b562569dbe9

Observation 6a80893c-3650-40d4-a86e-32243fbc290f · outbound

This paper cites an unresolved cited work.

DeepHealth: Review and challenges of artificial intelligence in health informatics Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.037882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.037882Z digest=sha256:8f18577adcf91e5eb9a0fc4f260a47bb28dc727f89ce61676d0e7070a04d8a58

Observation e3a9411f-b615-4d51-8f3f-7fb85510c25a · outbound

This paper cites Nephrotoxicities.

DeepHealth: Review and challenges of artificial intelligence in health informatics Nephrotoxicities

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.041465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.041465Z digest=sha256:e61907c9436626dc45a2337985244e3580ff73bb0e7af297fbb1ec2ddacc4575

Observation b0f052a3-32a4-4dbd-be38-8079ad7b8ad6 · outbound

This paper cites Review of vancomycin-induced renal toxicity: an update.

DeepHealth: Review and challenges of artificial intelligence in health informatics Review of vancomycin-induced renal toxicity: an update

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.045343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.045343Z digest=sha256:d4645fae17455d1c8ba70191c7451f570f6bc3475bf8feb982f26c1f194d8230

Observation 8bffd005-502c-4550-8190-3f035c1042c9 · outbound

This paper cites Supervised reinforcement learning with recurrent neural network for dynamic treatment recommendation.

DeepHealth: Review and challenges of artificial intelligence in health informatics Supervised reinforcement learning with recurrent neural network for dynamic treatment recommendation

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.049999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.049999Z digest=sha256:ef82231525bf0721ef55711486d4d4bb8ff75d0f0067ae739e8cacc0c308a233

Observation 242a6296-c039-4018-b7b7-09e46c55af3e · outbound

This paper cites A clinically applicable approach to continuous prediction of future acute kidney injury.

DeepHealth: Review and challenges of artificial intelligence in health informatics A clinically applicable approach to continuous prediction of future acute kidney injury

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.053755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.053755Z digest=sha256:40addeb0a1162b4e8338abc1839e41f3dba4b9ffe76789edf3281c8ded363a23

Observation 4ef4a6be-9243-46a9-8e3d-b5cbf59797d0 · outbound

This paper cites General practitioner-hospital commu- nications: A review of discharge summaries.

DeepHealth: Review and challenges of artificial intelligence in health informatics General practitioner-hospital commu- nications: A review of discharge summaries

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.057296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.057296Z digest=sha256:cde8c6e589c4296fd116ddf5f3be3e7f0f791f05d1b9b77d950ef7c1998c8c9c

Observation 70d77db2-e43b-4d9f-a75e-db2586e68143 · outbound

This paper cites Biometric and mobile gait analysis for early diagnosis and therapy monitoring in parkinson’s disease.

DeepHealth: Review and challenges of artificial intelligence in health informatics Biometric and mobile gait analysis for early diagnosis and therapy monitoring in parkinson’s disease

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.061383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.061383Z digest=sha256:de8e96c2358caa8d25a529d7a79978bd0b887d3abb1d72ef5a0b78e797dba7ad

Observation 8b41e991-7195-4219-a40a-385d8af27e3e · outbound

This paper cites An adaptive deep learning approach for ppg-based identification.

DeepHealth: Review and challenges of artificial intelligence in health informatics An adaptive deep learning approach for ppg-based identification

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.065374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.065374Z digest=sha256:1c6baebe3d478325a7cd56e1db1e4eb96b004a8248278bbf769c3fd43859d387

Observation 8644e45c-1ff5-49e7-986f-aa8cfa687829 · outbound

This paper cites Decoding eeg and lfp signals using deep learning: heading truenorth.

DeepHealth: Review and challenges of artificial intelligence in health informatics Decoding eeg and lfp signals using deep learning: heading truenorth

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.069144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.069144Z digest=sha256:3e46ef7d2fcbc2d82c21f660fec7221d35f603bd55f08599f5ca879f7ffe5873

Observation ec5be85a-8414-48d6-af90-0870e83c56b4 · outbound

This paper cites Improving tuberculosis diagnostics using deep learning and mobile health technologies among resource-poor and marginalized communities.

DeepHealth: Review and challenges of artificial intelligence in health informatics Improving tuberculosis diagnostics using deep learning and mobile health technologies among resource-poor and marginalized communities

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.072881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.072881Z digest=sha256:b5e1446b03a30bd6bc1251ca3deac533f787509ea653ca2fe8b58d410a54dbd0

Observation 3bba2afe-513b-42e9-91f1-b6e456a4d1f6 · outbound

This paper cites Social restricted boltzmann machine: Human behavior prediction in health social networks.

DeepHealth: Review and challenges of artificial intelligence in health informatics Social restricted boltzmann machine: Human behavior prediction in health social networks

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.076638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.076638Z digest=sha256:5791aca410205fcc42f0f2d3d51ba3b8548cb27eff9e9def1bea7ce306323d94

Observation 0b6e4abc-c9e7-45d2-8dce-a26597a89987 · outbound

This paper cites Social media image analysis for public health.

DeepHealth: Review and challenges of artificial intelligence in health informatics Social media image analysis for public health

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.080313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.080313Z digest=sha256:87ac74e4b887ffee5a934cdbd9845ad988217a5fa256120755e129b79e199fc5

Observation 7a49a2ed-69da-4f66-adda-be2ff6a3950a · outbound

This paper cites On the ground validation of online diagnosis with twitter and medical records.

DeepHealth: Review and challenges of artificial intelligence in health informatics On the ground validation of online diagnosis with twitter and medical records

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.084412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.084412Z digest=sha256:3ea5b068f5af116d47ef4950c2b80101183134f623fbcf9267539a1513807890

Observation 0dcb298f-f088-4a46-9761-69a12a469ad8 · outbound

This paper cites An ensemble heterogeneous classification methodology for discovering health-related knowledge in social media messages.

DeepHealth: Review and challenges of artificial intelligence in health informatics An ensemble heterogeneous classification methodology for discovering health-related knowledge in social media messages

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.088159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.088159Z digest=sha256:f95aeefb70dabd8d89003367ecd8cc75f7c0faeea6504c06210d4c6110822fa0

Observation ce1d3afb-3de9-458b-a1f7-4b6b2a3dafc0 · outbound

This paper cites # hayfever; a longitudinal study into hay fever related tweets in the uk.

DeepHealth: Review and challenges of artificial intelligence in health informatics # hayfever; a longitudinal study into hay fever related tweets in the uk

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.091732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.091732Z digest=sha256:47a052c0472b5401e9b2d3d2a1032d9e68bae369bf954271a1d649a82bb92721

Observation ab08595c-4524-4c6a-a5b7-21c2b9def3f7 · outbound

This paper cites A machine learning approach to classification of drug reviews in russian.

DeepHealth: Review and challenges of artificial intelligence in health informatics A machine learning approach to classification of drug reviews in russian

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.095611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.095611Z digest=sha256:f9c52bcc2542b8ae9a1b7a580569111d06a90b3dc6569f8111e6309050482568

Observation de4c88b5-befc-482c-8ca4-6e1603ac6aac · outbound

This paper cites Predicting infectious disease using deep learning and big data.

DeepHealth: Review and challenges of artificial intelligence in health informatics Predicting infectious disease using deep learning and big data

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.099457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.099457Z digest=sha256:0effec4b05cd2c9b8b0675fbdd45ba8120d08b65ff010f6c710b2f8b2ab804dc

Observation 19382455-bc57-493a-8c4e-06219c2db87d · outbound

This paper cites Uses of electronic health records for public health surveillance to advance public health.

DeepHealth: Review and challenges of artificial intelligence in health informatics Uses of electronic health records for public health surveillance to advance public health

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.103141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.103141Z digest=sha256:7c2922802096f4d852b21dc42d8f4e7889a95314837c6895a16ef631d937cb04

Observation 238f9683-4a67-4057-85a3-a802a681c144 · outbound

This paper cites Adoption of electronic health record systems among us non-federal acute care hospitals: 2008-2015.

DeepHealth: Review and challenges of artificial intelligence in health informatics Adoption of electronic health record systems among us non-federal acute care hospitals: 2008-2015

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.106698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.106698Z digest=sha256:492c08dec2d95eb5ed8b84aa42cb125fd0078e6e624f5abad9d52cdd83bc78f5

Observation 6c31b360-771f-40d9-8a8f-c71c993c4181 · outbound

This paper cites Support vector machine.

DeepHealth: Review and challenges of artificial intelligence in health informatics Support vector machine

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.110632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.110632Z digest=sha256:c44e3ed64bb1bcb6d0cb33bafd41937c3d78e4bee7d1ecd763f5f488ffffde06

Observation 7b7468d0-53df-4339-8719-1f9791c50a19 · outbound

This paper cites Support vector machine soft margin classifiers: error analysis.

DeepHealth: Review and challenges of artificial intelligence in health informatics Support vector machine soft margin classifiers: error analysis

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.114664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.114664Z digest=sha256:1b173f09e66442c90ceaa971cae06b2b6debc4e7bc48e98a27381dacb9867f50

Observation c52edd38-1846-460c-9ece-01d5644e05e7 · outbound

This paper cites Support vector machines.

DeepHealth: Review and challenges of artificial intelligence in health informatics Support vector machines

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.118423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.118423Z digest=sha256:eef3e35fd84706d4b2c0c1e93ca462750c4b24e9b2e0ec144a576350a7122b9b

Observation b5d34d65-46fe-41f3-8a13-fd617ed92e16 · outbound

This paper cites Multilinear operators for higher-order decompositions.

DeepHealth: Review and challenges of artificial intelligence in health informatics Multilinear operators for higher-order decompositions

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.122438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.122438Z digest=sha256:3a4af11e3c9539684b9515db98db60aa819d385c9c48a0fdc2a5a45b701b59d7

Observation e124aa75-1e9a-4f94-9ab9-605f2a068282 · outbound

This paper cites Word2vec — Wikipedia, the free encyclopedia.

DeepHealth: Review and challenges of artificial intelligence in health informatics Word2vec — Wikipedia, the free encyclopedia

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.125933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.125933Z digest=sha256:82337e12c3c7e79b07544e8732ac5698f6c273f5d5f7be6f428abc2be595f49f

Observation aab688b3-2843-4508-9efd-bb871940bbba · outbound

This paper cites Efficient Estimation of Word Representations in Vector Space.

DeepHealth: Review and challenges of artificial intelligence in health informatics Efficient Estimation of Word Representations in Vector Space

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.130170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.130170Z digest=sha256:74b9450c14db068a0a022df42cd572df0f14a043234845b080cfbfefb715fd10

Observation 9f8ddca4-1c0b-4f40-854a-abb9f3a07b7e · outbound

This paper cites Learning representations by back-propagating errors.

DeepHealth: Review and challenges of artificial intelligence in health informatics Learning representations by back-propagating errors

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.134340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.134340Z digest=sha256:899d7fd8fff7fdb75c215e9f4ea2cfdec76ea4fa86fad7c026e641506688a2fc

Observation 4e1e0474-5bfe-4f4e-b2c0-fb0961e32b41 · outbound

This paper cites Gradient-based learning applied to document recognition.

DeepHealth: Review and challenges of artificial intelligence in health informatics Gradient-based learning applied to document recognition

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.138128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.138128Z digest=sha256:c31d4802428184be963ea3c67d81358c1f15c1154763cad291e99463afb39d1c

Observation 1eee6790-f33d-47a6-ae02-931245c33f66 · outbound

This paper cites Imagenet classification with deep convolutional neural networks.

DeepHealth: Review and challenges of artificial intelligence in health informatics Imagenet classification with deep convolutional neural networks

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.141551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.141551Z digest=sha256:dd9077b148db99bc3b4f57f7b76d2b9dcecaa4fafac460463f5d247ff7f61202

Observation 97564f90-7c34-47b9-95fc-a0f82a6de05b · outbound

This paper cites Receptive fields, binocular interaction and functional architecture in the cat’s visual cortex.The Journal of physiology, 160(1):106–154, 1962.

DeepHealth: Review and challenges of artificial intelligence in health informatics Receptive fields, binocular interaction and functional architecture in the cat’s visual cortex.The Journal of physiology, 160(1):106–154, 1962

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.145355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.145355Z digest=sha256:9040759169f4b17f8f26ebb0945cac0699f7b4a5f0b0cf09455b9d2a9da1ab95

Observation 020309d9-31a8-45c9-8b10-b772a50b2ddc · outbound

This paper cites 3d convolutional neural networks for human action recognition.

DeepHealth: Review and challenges of artificial intelligence in health informatics 3d convolutional neural networks for human action recognition

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.148938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.148938Z digest=sha256:924918a6e4cb1c4de55490c5b4bbf9694845e582dfdfc930ec0118e9919a954f

Observation 139f2b46-4a1b-492e-b7c6-db3baf26f7dd · outbound

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

DeepHealth: Review and challenges of artificial intelligence in health informatics A learning algorithm for continually running fully recurrent neural networks

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.152347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.152347Z digest=sha256:861896aa5f98ee74c8e3ed9f4e5456d3c29db331739f409bb76cf469fe0c9b19

Observation 86eb8e54-c186-460d-be1d-d3c19128ea59 · outbound

This paper cites Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation.

DeepHealth: Review and challenges of artificial intelligence in health informatics Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.156018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.156018Z digest=sha256:6b59f06533ae35358976be2a0656cdcea54866d3d01a6114c3974b109a66235f

Observation dcab98f1-b12a-403a-8838-c5be2384b37a · outbound

This paper cites Lstm: A search space odyssey.

DeepHealth: Review and challenges of artificial intelligence in health informatics Lstm: A search space odyssey

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.159901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.159901Z digest=sha256:6aff9935cb83b652b7f02092488f0834c335063a4306d7a600ca0e467949a56d

Observation 1dbc7999-5297-46de-a7ae-df7009121eea · outbound

This paper cites Natural Language Processing (almost) from Scratch.

DeepHealth: Review and challenges of artificial intelligence in health informatics Natural Language Processing (almost) from Scratch

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.163612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.163612Z digest=sha256:bc41a4f509bdc1ce606476fe511b1e079201d46c1bd698431ed30102e4f7e0c2

Observation 649efd18-44c3-4ef5-96c6-887db3cca36d · outbound

This paper cites Learning long-term dependencies with gradient descent is difficult.

DeepHealth: Review and challenges of artificial intelligence in health informatics Learning long-term dependencies with gradient descent is difficult

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.167683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.167683Z digest=sha256:b74384e366bc41403b12c20513ac28c55cdc551fa7d9c2f47e5ee024d48c935c

Observation 2a47d4f1-64eb-469c-b37c-4dfbce80d08b · outbound

This paper cites Long short-term memory.

DeepHealth: Review and challenges of artificial intelligence in health informatics Long short-term memory

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.171278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.171278Z digest=sha256:cf0d8cd31f8894f2b28023441713f41896b007c7fc635e00bdf58729e1fc3ec2

Observation 57dbc111-66ef-4b90-abe5-6351aef39253 · outbound

This paper cites Reducing the dimensionality of data with neural networks.

DeepHealth: Review and challenges of artificial intelligence in health informatics Reducing the dimensionality of data with neural networks

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.175564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.175564Z digest=sha256:427fdccb6411308bdfb679e3a4c0771eb0ccb2104b20a4f1b5aecc6ee3566220

Observation 9f101167-5573-4e88-b04a-5ddaf5a317b5 · outbound

This paper cites Deep Learning.

DeepHealth: Review and challenges of artificial intelligence in health informatics Deep Learning

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.179168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.179168Z digest=sha256:c745fa1d17dfed12b63d1d84b8aa69875cd6147c3e3ac33151decafdb49ff877

Observation ff5ddc72-ca35-4978-bd09-84e7fc95272f · outbound

This paper cites Autoencoder — Wikipedia, the free encyclopedia.

DeepHealth: Review and challenges of artificial intelligence in health informatics Autoencoder — Wikipedia, the free encyclopedia

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.183109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.183109Z digest=sha256:dfe73d404c12be2ad710b2ee820fef994ab3d69d5e55b6ae399fb6d14d7ec59e

Observation ac64b4b1-a7ed-42c6-b609-b97ba244433d · outbound

This paper cites Efficient learning of sparse representations with an energy-based model.

DeepHealth: Review and challenges of artificial intelligence in health informatics Efficient learning of sparse representations with an energy-based model

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.187015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.187015Z digest=sha256:33e2f35a1f738cfce3a15a349d303e053b409733de0be2c4c8f7f4d00072f50e

Observation 274c3c20-cfd8-457c-a377-d33ae5bdde87 · outbound

This paper cites Stacked denoising autoencoders: Learning useful representations in a deep network with a local denoising criterion.

DeepHealth: Review and challenges of artificial intelligence in health informatics Stacked denoising autoencoders: Learning useful representations in a deep network with a local denoising criterion

Reference 78

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.190810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.190810Z digest=sha256:f78df5f2c09657a009742cb8943490720bc9bb486d1c32aeb071f35ddea395b9

Observation 389acbd5-26c0-4771-ae56-9dab54fc28c5 · outbound

This paper cites Extracting and composing robust features with denoising autoencoders.

DeepHealth: Review and challenges of artificial intelligence in health informatics Extracting and composing robust features with denoising autoencoders

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.194562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.194562Z digest=sha256:4080c26dd53b791782ced57759a04ed039b658f8000782e6cfc088d6f5a7750c

Observation a36862a5-cd79-45fa-8166-4ec426dd1190 · outbound

This paper cites Contractive auto-encoders: Explicit invariance during feature extraction.

DeepHealth: Review and challenges of artificial intelligence in health informatics Contractive auto-encoders: Explicit invariance during feature extraction

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.198659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.198659Z digest=sha256:2c32b914a1d6f321618e44bae75bd40b97f95d18b6a5c065f58fabcf10726487

Observation e0fa3b3a-a9be-42b5-bac6-6cd87651c67b · outbound

This paper cites Exploring strategies for training deep neural networks.

DeepHealth: Review and challenges of artificial intelligence in health informatics Exploring strategies for training deep neural networks

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.202155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.202155Z digest=sha256:d28e02a0e7018271924c12970808ada6e4d3a10009b0b85ffd53ca2765307daa

Observation 1fdcebc1-37c9-4e28-b748-268664411aa6 · outbound

This paper cites A fast learning algorithm for deep belief nets.

DeepHealth: Review and challenges of artificial intelligence in health informatics A fast learning algorithm for deep belief nets

Reference 82

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.205805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.205805Z digest=sha256:868bfa15b384244638bdc0108827b26776ffbc2516a223687c51883846494902

Observation 6366338b-4903-4003-a0a2-41a4fbaff666 · outbound

This paper cites Learning and relearning in boltzmann machines.

DeepHealth: Review and challenges of artificial intelligence in health informatics Learning and relearning in boltzmann machines

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.209422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.209422Z digest=sha256:7467667a7379f1165daacc7dd9b550645cc0ba537792a11378d82ef60c0dabe3

Observation 9355dae6-513f-4167-b25e-cb71a47d6d6f · outbound

This paper cites Probabilistic reasoning in intelligent systems: networks of plausible inference.

DeepHealth: Review and challenges of artificial intelligence in health informatics Probabilistic reasoning in intelligent systems: networks of plausible inference

Reference 84

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.213111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.213111Z digest=sha256:621c20d627e059438d0932f77c957f31789dd1ffcd7d43e735040bf221f293fd

Observation 38b30860-91d2-4950-9c21-d1bf13eb0869 · outbound

This paper cites Deep boltzmann machines.

DeepHealth: Review and challenges of artificial intelligence in health informatics Deep boltzmann machines

Reference 85

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.217042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.217042Z digest=sha256:0d6ddeed6e33c8a1b4cad9b73585eb62b87c833f3a515f77052f631fec475741

Observation f9e1b9e1-e9a5-4e18-8b7c-6ab5740295ee · outbound

This paper cites Attention is all you need.

DeepHealth: Review and challenges of artificial intelligence in health informatics Attention is all you need

Reference 86

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.220751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.220751Z digest=sha256:cfac76199a6d5032aab2cf01a6f8eb9237c88ca5f225caf81a1102eeeb99b341

Observation 6f421598-872b-4a8d-aac9-d78ca9fd37fd · outbound

This paper cites Neural Machine Translation by Jointly Learning to Align and Translate.

DeepHealth: Review and challenges of artificial intelligence in health informatics Neural Machine Translation by Jointly Learning to Align and Translate

Reference 87

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.224401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.224401Z digest=sha256:60a0b2a168646db151e86f7b9acf3a940cbab248a7ca8bb33ad447f8d4a49335

Observation 425bcb55-8cda-4e19-92c4-80728a29e486 · outbound

This paper cites How transferable are features in deep neural networks? In Advances in neural information processing systems, pages 3320–3328, 2014.

DeepHealth: Review and challenges of artificial intelligence in health informatics How transferable are features in deep neural networks? In Advances in neural information processing systems, pages 3320–3328, 2014

Reference 88

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.228610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.228610Z digest=sha256:2143b0d0aec46e10f4d0e55b4030018c851924efdf64126a40f76ee1166a5c6b

Observation 15e72aa7-87f1-4dba-b724-fce6d015d0fd · outbound

This paper cites Learning many related tasks at the same time with backpropagation.

DeepHealth: Review and challenges of artificial intelligence in health informatics Learning many related tasks at the same time with backpropagation

Reference 89

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.232365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.232365Z digest=sha256:eb8119e3c1d8e2a09829cc6fa19b6c362cf7dbf663784724d3fdae67741fccd6

Observation 2ee07392-be30-4bfb-89f9-7c7c50d2c971 · outbound

This paper cites Deep learning of representations for unsupervised and transfer learning.

DeepHealth: Review and challenges of artificial intelligence in health informatics Deep learning of representations for unsupervised and transfer learning

Reference 90

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.236602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.236602Z digest=sha256:e60383db85a8c6bad74bfa943b87fac283415b0da08fba4266052a163430df4a

Observation 2d95655e-8c68-44ca-a86e-0742fd546a57 · outbound

This paper cites Deep learners benefit more from out-of-distribution examples.

DeepHealth: Review and challenges of artificial intelligence in health informatics Deep learners benefit more from out-of-distribution examples

Reference 91

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.240269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.240269Z digest=sha256:4d28e669e4cfea1b7b81b1e29711a58827e78a3c5e7853e21bd0b1ea787f9b32

Observation ea1a8176-724a-4939-8178-55cf58deaaf6 · outbound

This paper cites Introduction to reinforcement learning, volume 135.

DeepHealth: Review and challenges of artificial intelligence in health informatics Introduction to reinforcement learning, volume 135

Reference 92

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.243819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.243819Z digest=sha256:010cbd358f023fc0233357af1c663e807a1408747a721adfaa72f1c0837520b4

Observation a6aa9a14-54a3-4e46-8629-f94a5a2ed8f3 · outbound

This paper cites Reinforcement learning: A survey.

DeepHealth: Review and challenges of artificial intelligence in health informatics Reinforcement learning: A survey

Reference 93

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.247602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.247602Z digest=sha256:45f581e22f4547e9c921895dc24ff42b5970d777db112c7806780beb25b7ec8b

Observation eae646f7-699e-45cf-9307-9294a974c1a1 · outbound

This paper cites Multiple model-based reinforcement learning.

DeepHealth: Review and challenges of artificial intelligence in health informatics Multiple model-based reinforcement learning

Reference 94

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.251509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.251509Z digest=sha256:3676e09229d4f1660c019666ef76c69dce5bb1882d1a20ce347d842a191aeb81

Observation be28a1c5-864d-4f0f-8b21-9fa40f2f2ed1 · outbound

This paper cites A survey of actor-critic reinforcement learning: Standard and natural policy gradients.

DeepHealth: Review and challenges of artificial intelligence in health informatics A survey of actor-critic reinforcement learning: Standard and natural policy gradients

Reference 95

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.255374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.255374Z digest=sha256:b8923428c0a845bc04603cd955ab069617ea26f44d10a499b9868609128356ae

Observation 8a97c1d5-44c6-4e0c-bc26-a928f16bae1f · outbound

This paper cites Representation learning: A review and new perspectives.

DeepHealth: Review and challenges of artificial intelligence in health informatics Representation learning: A review and new perspectives

Reference 96

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.258987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.258987Z digest=sha256:d010aed9cf9b776b2ca1fbc5f788347dc2abaaec92e1e6d394ce522439b360fb

Observation 203d3687-cc59-45b3-ae91-25081361e38b · outbound

This paper cites Learning continuous control policies by stochastic value gradients.

DeepHealth: Review and challenges of artificial intelligence in health informatics Learning continuous control policies by stochastic value gradients

Reference 97

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.262695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.262695Z digest=sha256:713d3b9474e1f9c19f77804e9ea477d94c667b85e77a6ee172ad6cf0a435d5e2

Observation 00e70012-f59f-46d6-952c-a6e467ca0481 · outbound

This paper cites Gradient estimation using stochastic computation graphs.

DeepHealth: Review and challenges of artificial intelligence in health informatics Gradient estimation using stochastic computation graphs

Reference 98

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.266574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.266574Z digest=sha256:da6a54ff4ca86606702753e21405034458bba385fef4702ed0bf816ae38bf1f2

Observation fdf14dfd-4224-4e3a-aab8-f73f2b28c847 · outbound

This paper cites A Brief Survey of Deep Reinforcement Learning.

DeepHealth: Review and challenges of artificial intelligence in health informatics A Brief Survey of Deep Reinforcement Learning

Reference 99

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.270528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.270528Z digest=sha256:8ba071e65e20521f991d89dd82a2b068f85d0eae1de1406ee293da2b8a8ed628

Observation 476f7b28-34cd-4c08-bb57-5bb0d47167af · outbound

This paper cites Predicting Alzheimer's disease: a neuroimaging study with 3D convolutional neural networks.

DeepHealth: Review and challenges of artificial intelligence in health informatics Predicting Alzheimer's disease: a neuroimaging study with 3D convolutional neural networks

Reference 100

Resolution
unresolved
no resolver link, observed 2026-08-14T05:56:20.274827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:56:20.274827Z digest=sha256:bbc95a71c140d7133d0e8e8bfe0e035527527f1db4ffbb3d0504d709701d3c00

Pith citing papers

No inbound Pith citation observations are available.