Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T12:00:47.395022Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2504.14139.
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 2026-08-16T12:00:47.395022Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
51 of 51 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation f3517bd2-55b9-4779-a981-3fdbebe5a555 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Resistance of papillary thyroid cancer stem cells to chemotherapy
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 18101eec-fbf1-4a40-a1cc-54131944987b · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Diagnostic accuracy of fine needle aspiration biopsy versus postoperative histopathology for diagnosing thyroid malignancy
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation dc466ad4-895e-4df1-a261-7d14e98db0a4 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Overview of diagnostic error in health care
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation fd50707b-7247-42ef-bb61-f8a4d6c7febd · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Medical image analysis using deep learning algorithms
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 433443b5-aa7c-4778-943e-50a1a154f7aa · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Artificial intelligence in cytopathology: A neural network to identify papillary carcinoma on thyroid fine-needle aspiration cytology smears
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 13b42967-7c5b-490b-9602-1062f39bbc3e · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Thy- roid cancer malignancy prediction from whole slide cytopathology images
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4f4f81b4-788e-4ef7-82be-fc3f0d39f6b3 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Elliott Range, David Dov, Shahar Z
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1b037ce4-e546-49ca-9621-0a53f000d90e · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Computer-assisted fine-needle aspiration cytology of thyroid using two-stage refined convolutional neural network
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7308695a-bbbb-4393-8d34-0997e4cbcf58 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Lee, Russel Kahmke, Daniel Rocke, Jonathan Cohen, Ricardo Henao, Lawrence Carin, and Danielle Elliott Range
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f591b7bc-2d41-4674-addc-5e03020a7925 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Rocke, Russel R
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a30ea19a-8eef-49d3-b889-dbd42adf2b31 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Deep convolutional neural network vgg-16 model for differential diagnosing of papillary thyroid carcinomas in cytological images: a pilot study
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 32714c6b-7c6f-46bc-9cb3-e69a961205f6 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification An ensemble deep learning for automatic prediction of papillary thyroid carcinoma using fine needle aspiration cytology
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation bc40f387-2d1b-4d03-aebd-91097d491e5e · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Machine-learning-based diagnosis of thyroid fine-needle aspiration biopsy synergistically by papanicolaou staining and refractive index distribution
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 515cce7f-c711-4fbe-a4c1-2e5ffaf7d569 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Deep learning-based cell segmentation for rapid optical cytopathology of thyroid cancer
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b48f0dbf-4eab-4271-a501-a1fe2a7afe54 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Deep learning models for thyroid nodules diagnosis of fine-needle aspiration biopsy: a retrospective, prospective, multicentre study in china
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 425f8268-5984-47a1-a4d3-3480378d0ffc · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification A study of machine learning models for rapid intraoperative diagnosis of thyroid nodules for clinical practice in china
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1ae2faaf-b688-4c59-8692-d49c28c70e55 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Artificial intelligence for personalized medicine in thyroid cancer: current status and future perspectives
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d1f17c56-916c-49fa-8949-52d781790627 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Deep learning based classification of thyroid cancer using different medical imaging modalities: A systematic review
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4a6c5a23-cb77-4b6f-8150-86fb1e84cc38 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Application of artificial intelligence based on deep learning in the diagnosis of thyroid cancer
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 255cf9a3-0aa0-4a15-bd2b-1a7b16122b15 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification The use of artificial intelligence in the diagnosis and classification of thyroid nodules: An update
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation fe56b12c-0e79-4c97-b3b4-c36fefc6ba5f · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification The minefield of indeterminate thyroid nodules: could artificial intelligence be a suitable diagnostic tool? Diagnostic Histopathology, 29(8):396–401, 2023
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation db29f1b0-7893-4c30-8e21-002f510e6cf4 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Ai in thyroid cancer diagnosis: Techniques, trends, and future directions
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 99854d6c-5b7b-4320-8d17-54f3434c0886 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Wong, Brie E
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9667c608-c833-4434-b230-00dc8cbaa8b4 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Applications of machine and deep learning to thyroid cytology and histopathology: a review
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 3bfcf396-0306-4a4f-876c-43ef2a831ff0 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification The application of artificial intelligence to thyroid nodule assessment
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 07012a41-f0a4-4dbf-9a29-a4342c4c1e9a · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Thyroid nodule characterization: Overview and state of the art of diagnosis with recent developments, from imaging to molecular diagnosis and artificial intelligence
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 58a385fd-ea88-46e7-9cb9-ea4eb12bc793 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Machine learning and vision transformers for thyroid carcinoma diagnosis: A review
Reference 27
Source-reported events for the cited work
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Observation 8c059e7b-7b9c-4552-8b0f-da32cdff82c4 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification From Data to Insights: A Comprehensive Survey on Advanced Applications in Thyroid Cancer Research
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation cca90c65-7a26-4ecd-a005-2eff27e6231c · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Use of Machine Learning–Based Software for the Screening of Thyroid Cytopathology Whole Slide Images
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c95998ff-e90e-436c-b016-5d3f61da3192 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification YOLOv10: Real-Time End-to-End Object Detection
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ab20334-663c-4743-ba70-5eff7be8dc75 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Very Deep Convolutional Networks for Large-Scale Image Recognition
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2fc4af66-9f76-42c0-822f-5180486ac770 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Deep residual learning for image recognition
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82d48766-5074-451f-ad91-e11dc846166b · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation abf0d239-090e-4c7c-a601-0d5b78b79a9b · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Densely connected convolutional networks
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5beceb7e-d49c-480b-a39d-a743864b1fda · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Efficientnet: Rethinking model scaling for convolutional neural networks
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b037d166-9889-45cd-88fd-5ab18b2a4aad · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 29bec70c-d75e-40a5-a19a-7f145a39d2d1 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Attention is all you need
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b918e7f-e511-4de5-93be-0c1ebccb2a26 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Principal component analysis
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 6d894195-9d42-463a-bc84-d2fdf90236e2 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Understanding how dimension reduction tools work: an empirical approach to deciphering t-sne, umap, trimap, and pacmap for data visualization
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e681a474-66fd-480d-846a-15c9d30d7f33 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Grad-cam: Visual explanations from deep networks via gradient-based localization
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ac539558-60e1-41fe-b1e1-854cc446586c · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification This standardization ensured uniformity in the input size before the data augmentation process
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f619f443-eccf-4749-917e-38a8dab1b101 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification This second resizing was performed to match the input requirements of the EfficientNetB0 model
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8bed97ea-42a0-48e0-95af-61de7ec572d5 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Unresolved cited work
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4d350044-8714-492e-8041-680fa60fd0ff · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 729f883e-7078-491a-876b-c997ad7eeb8d · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 2f5c1033-d60c-41ee-9ab5-6b5ea7e2d297 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Unresolved cited work
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ff6a797f-da23-4a64-9e2b-82be2da9bba0 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Unresolved cited work
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0c7bdf07-bec5-40b4-a492-9e2e02903b82 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Unresolved cited work
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0bb3aa59-7ffb-465a-9d8e-00f1dd530025 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification This architectural choice reduces the risk of overfitting, which is a common concern with smaller datasets
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 10ac868d-8250-4f07-b9aa-0299c7f5d28e · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e8079c24-ab77-4734-8de7-038472758d15 · outbound
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification The system has helped me catch a couple of subtle malignant cases that I might have otherwise missed
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
No inbound Pith citation observations are available.