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Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification

As of 21 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2505.22551.

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pith.paper-citation-record.v1
2505.22551 v1

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Outbound references

Observation f6e9890d-f6c9-408d-8643-9d7757336a50 · outbound

This paper cites McCloskey, Anders Oden, Nicholas C.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification McCloskey, Anders Oden, Nicholas C

Reference 1

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Observation 64436a5f-c06d-46b0-9b0b-4d1700624c29 · outbound

This paper cites Osteoporosis in the european union: medical management, epidemiology and economic burden.Archives of Osteoporosis, 8(1):136, 2013.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Osteoporosis in the european union: medical management, epidemiology and economic burden.Archives of Osteoporosis, 8(1):136, 2013

Reference 2

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Observation 4e3c89da-5304-4ac4-af84-1c005e32e5df · outbound

This paper cites Pathogenesis of glucocorticoid-induced osteoporosis and options for treatment.Nature Reviews Endocrinology, 16(8):437–447, 2020.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Pathogenesis of glucocorticoid-induced osteoporosis and options for treatment.Nature Reviews Endocrinology, 16(8):437–447, 2020

Reference 3

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Observation 66eccc51-df1b-4476-82c1-4a1840343743 · outbound

This paper cites Assessment of osteoporosis at the primary health care level, 2007.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Assessment of osteoporosis at the primary health care level, 2007

Reference 4

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Observation 4fc2093d-a9f2-4161-8eec-0726c6130da5 · outbound

This paper cites Dermatologist- level classification of skin cancer with deep neural networks.Nature, 542(7639):115–118,.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Dermatologist- level classification of skin cancer with deep neural networks.Nature, 542(7639):115–118,

Reference 5

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This paper cites Development and validation of a deep learning algorithm for detection of diabetic retinopathy in retinal fundus photographs.JAMA, 316(22):2402–2410,.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Development and validation of a deep learning algorithm for detection of diabetic retinopathy in retinal fundus photographs.JAMA, 316(22):2402–2410,

Reference 6

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Observation 9b87be81-f6a8-4e5f-bf3b-c8249b0ddbba · outbound

This paper cites Deep learning for osteoporosis classifi- cation using hip radiographs and patient clin- ical covariates.Scientific Reports, 10(1):1534,.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Deep learning for osteoporosis classifi- cation using hip radiographs and patient clin- ical covariates.Scientific Reports, 10(1):1534,

Reference 7

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Observation 52b81854-a9c0-45a0-b1ff-50d5c4c4cf98 · outbound

This paper cites Convolutional neural networks for automated fracture detection and localiza- tion on wrist radiographs.Radiology: Ar- tificial Intelligence, 1(1):e180001, 2019.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Convolutional neural networks for automated fracture detection and localiza- tion on wrist radiographs.Radiology: Ar- tificial Intelligence, 1(1):e180001, 2019

Reference 8

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Observation 7a429994-75eb-4c8a-be8d-8cc085670a63 · outbound

This paper cites Analysis of ai applications in os- teoporosis and fracture risk assessment: A systematic review.Frontiers in Medicine, 10:1198954, 2023.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Analysis of ai applications in os- teoporosis and fracture risk assessment: A systematic review.Frontiers in Medicine, 10:1198954, 2023

Reference 9

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Observation c68a3da3-234b-4b54-9110-7d264d48a72a · outbound

This paper cites Deep learning for prediction of bone mineral den- sity from hand radiographs.Radiology: Ar- tificial Intelligence, 4(3):e210229, 2022.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Deep learning for prediction of bone mineral den- sity from hand radiographs.Radiology: Ar- tificial Intelligence, 4(3):e210229, 2022

Reference 10

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Observation bfe2d7fd-3d12-4bb8-937c-2d1b227a436a · outbound

This paper cites Surapaneni, Richard Friedman, and M.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Surapaneni, Richard Friedman, and M

Reference 11

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This paper cites King-Smith, Danyal Kamil, Unaiza Khalid, Yuli Luo, Leon Rybak, Yilan Zhou, Ashish Saha, Shobhit Teki, Moro O.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification King-Smith, Danyal Kamil, Unaiza Khalid, Yuli Luo, Leon Rybak, Yilan Zhou, Ashish Saha, Shobhit Teki, Moro O

Reference 12

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Observation 6f2965fa-fb5c-4ecc-bb20-bdf76416de9e · outbound

This paper cites Hand x-ray- based deep learning models for prediction of osteoporosis: a comparative study using the osteohand dataset.EBioMedicine, 88:104416,.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Hand x-ray- based deep learning models for prediction of osteoporosis: a comparative study using the osteohand dataset.EBioMedicine, 88:104416,

Reference 13

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Observation a74dd716-7a61-4324-b4dc-823dd279a1c9 · outbound

This paper cites A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification

Reference 14

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This paper cites Secondopinionneeded: commu- nicating uncertainty in medical machine learn- ing.npj Digital Medicine, 4(1):4, 2021.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Secondopinionneeded: commu- nicating uncertainty in medical machine learn- ing.npj Digital Medicine, 4(1):4, 2021

Reference 15

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This paper cites Harrison, and Shun Miao.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Harrison, and Shun Miao

Reference 16

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This paper cites Deep learning for bone mineral density and t-score prediction from chest x-rays: A multicenter study.Biomedicines, 10(9):2323, 2022.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Deep learning for bone mineral density and t-score prediction from chest x-rays: A multicenter study.Biomedicines, 10(9):2323, 2022

Reference 17

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Observation ee0c0112-752c-42b9-a5e3-347c4186f998 · outbound

This paper cites Syme, Alexan- der Bilbily, Saba Zuberi, Maksims Volkovs, Tomi Poutanen, and Mark D.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Syme, Alexan- der Bilbily, Saba Zuberi, Maksims Volkovs, Tomi Poutanen, and Mark D

Reference 18

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Observation 57704eff-e23d-4df1-8365-90be1133e472 · outbound

This paper cites Automated bone mineral density predic- tion and fracture risk assessment using plain radiographs via deep learning.Nature Com- munications, 12:5472, 2021.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Automated bone mineral density predic- tion and fracture risk assessment using plain radiographs via deep learning.Nature Com- munications, 12:5472, 2021

Reference 19

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Observation a566bf8d-b031-4021-93db-f9d541c74cee · outbound

This paper cites Prediction of osteoporosis from simple hip radiography using deep learning algorithm.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Prediction of osteoporosis from simple hip radiography using deep learning algorithm

Reference 20

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Observation 37cfa596-fcad-41a3-a42f-be7bd423db7e · outbound

This paper cites Deep learning for osteoporosis clas- sification using hip radiographs and patient clinical covariates.Biomolecules, 10(11):1534,.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Deep learning for osteoporosis clas- sification using hip radiographs and patient clinical covariates.Biomolecules, 10(11):1534,

Reference 21

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Observation 9d3eeb7d-0317-4fd0-9c6d-c5ca08e56f97 · outbound

This paper cites Ar- tificial intelligence in dental panoramic radio- graphs for osteoporosis screening: A system- atic review.Diagnostics, 14(2):276, 2024.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Ar- tificial intelligence in dental panoramic radio- graphs for osteoporosis screening: A system- atic review.Diagnostics, 14(2):276, 2024

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This paper cites Development of an artificial intelli- gence system to classify bone quality and pre- dict fracture risk in dental panoramic radio- graphs.Diagnostics, 11(12):2219, 2021.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Development of an artificial intelli- gence system to classify bone quality and pre- dict fracture risk in dental panoramic radio- graphs.Diagnostics, 11(12):2219, 2021

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This paper cites Osteoporosis prediction from hand and wrist x-rays using image segmentation and self-supervised learning, 2023.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Osteoporosis prediction from hand and wrist x-rays using image segmentation and self-supervised learning, 2023

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Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Unresolved cited work

Reference 25

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Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Unresolved cited work

Reference 26

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This paper cites The ex- ploration of feature extraction and machine learning for predicting bone density from sim- ple spine x-ray images in a korean population.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification The ex- ploration of feature extraction and machine learning for predicting bone density from sim- ple spine x-ray images in a korean population

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This paper cites Deep learning for automatic assessment of vertebral fractures on spine x-ray images: the vfss-10k dataset and a benchmark model.European Radiol- ogy, 31(9):7082–7093, 2021.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Deep learning for automatic assessment of vertebral fractures on spine x-ray images: the vfss-10k dataset and a benchmark model.European Radiol- ogy, 31(9):7082–7093, 2021

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Observation 85f1df0e-bc15-4a30-b9f7-a0c5b163ee82 · outbound

This paper cites Application of artificial intelligence methods on osteoporosis classification with radiographs—a systematic review.Bioengineering, 11(5):484, 2024.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Application of artificial intelligence methods on osteoporosis classification with radiographs—a systematic review.Bioengineering, 11(5):484, 2024

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Observation 7f9c172c-071c-4b20-9599-f415bf61e0a7 · outbound

This paper cites Machine learning value in the diagnosis of vertebral fractures: A system- atic review and meta-analysis.European Jour- nal of Radiology, page 111598, 2024.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Machine learning value in the diagnosis of vertebral fractures: A system- atic review and meta-analysis.European Jour- nal of Radiology, page 111598, 2024

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Observation cea78207-dc69-4d8b-8be4-aaf55119bff6 · outbound

This paper cites Deep learning in the radiologic diagnosis of osteoporosis: a literature review.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Deep learning in the radiologic diagnosis of osteoporosis: a literature review

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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T13:08:58.024588Z digest=sha256:0267b9da7e33431eb1101b98e391d260a8ee8a433f595caf264c1b71eabc752f

Observation 55cb7dda-5dd4-46b3-be02-09dd459b89f9 · outbound

This paper cites Deeplearningoflumbarspinex-ray for osteopenia and osteoporosis screening: A multicenter retrospective cohort study.Bone, 140:115561, 2020.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Deeplearningoflumbarspinex-ray for osteopenia and osteoporosis screening: A multicenter retrospective cohort study.Bone, 140:115561, 2020

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verified exact
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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T13:08:57.405816Z digest=sha256:d2aa71f0f7e8a6d446e2e0dbbd200a279a50ccbe2bd1b3c38f3ffdb625d8f312

Observation 433c4821-f316-437c-96d8-0ae7673b9eec · outbound

This paper cites A tutorial on conformal prediction.Journal of Machine Learning Research, 9:371–421, 2008.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification A tutorial on conformal prediction.Journal of Machine Learning Research, 9:371–421, 2008

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no resolver link, observed 2026-08-07T13:08:58.430396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:08:58.430396Z digest=sha256:8567272488c8d2cb41000f4c3f8e6e9a8a2235fdc3d3392814947768ea3e0c28

Observation 8f653419-07da-48fd-8216-5d4d13f132b3 · outbound

This paper cites Conformalized quantile re- gression.Advances in Neural Information Pro- cessing Systems, 32:3543–3553, 2019.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Conformalized quantile re- gression.Advances in Neural Information Pro- cessing Systems, 32:3543–3553, 2019

Reference 34

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Source-reported events for the cited work

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Observation 1ce83da0-0f51-456a-9b43-c26796a9f51c · outbound

This paper cites Efficientnet: Rethinking model scaling for convolutional neural networks.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Efficientnet: Rethinking model scaling for convolutional neural networks

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verified fuzzy
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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.

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Observation c3842dd7-fb44-401e-82c4-405ec501a3e8 · outbound

This paper cites Decoupled Weight Decay Regularization.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Decoupled Weight Decay Regularization

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-07T13:08:58.803834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:08:58.803834Z digest=sha256:aa99f9ba47a62ec8006d7a043269af423aed13ec8cc8ef99af8f14fa6479d339

Observation e528d25a-a113-4f8f-9e82-92c75197f372 · outbound

This paper cites Test- time data augmentation for estimation of het- eroscedastic aleatoric uncertainty in deep neu- ral networks.Medical Imaging with Deep Learning Conference, 2018.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Test- time data augmentation for estimation of het- eroscedastic aleatoric uncertainty in deep neu- ral networks.Medical Imaging with Deep Learning Conference, 2018

Reference 37

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verified fuzzy
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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T13:08:58.923116Z digest=sha256:7ea1c6db3e5097f179ce53c4059169d056f1c2b905ab0414851f2b588eb695b1

Observation 0ac28e1d-a3eb-4a77-9b37-1685ccc08aec · outbound

This paper cites Springer, New York, NY,.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Springer, New York, NY,

Reference 38

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verified fuzzy
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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T13:08:58.163167Z digest=sha256:8e49516a70d6dcc34c569f386049a925526fbbc63e238559d0f3b3d8597e6f04

Observation c5e7fe3b-40e3-4b08-a825-e40abf81fbb7 · outbound

This paper cites A Survey of Uncertainty in Deep Neural Networks.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification A Survey of Uncertainty in Deep Neural Networks

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Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:08:59.356040Z digest=sha256:e2ccee78cd5f72de391968d94b604455cd96de266d15682e332110271420d023

Observation 7cb73081-172b-45e5-ba5d-d5b2401aece3 · outbound

This paper cites An uncertainty-aware multiple-sampling strategy for image-to-image translation.IEEE Sig- nal Processing Letters, 29:867–871, 2022.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification An uncertainty-aware multiple-sampling strategy for image-to-image translation.IEEE Sig- nal Processing Letters, 29:867–871, 2022

Reference 40

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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T13:08:59.530329Z digest=sha256:f45f4d4a0f61852cd60ddc1dca1e68a205bbecbbc2b2652226dd199e4a4bf36e

Observation f5c0ff3a-0323-4bf1-ad34-5802393e4d07 · outbound

This paper cites Deep neural networks for automatic detection of osteoporotic vertebral fractures on ct scans.Computers in Biol- ogy and Medicine, 123:103899, 2020.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Deep neural networks for automatic detection of osteoporotic vertebral fractures on ct scans.Computers in Biol- ogy and Medicine, 123:103899, 2020

Reference 41

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metadata mismatch
raw_fallback, observed 2026-08-07T13:09:04.581452Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T13:08:59.724058Z digest=sha256:97d6fcad0fd361fcdb026da32ce4cbb84350766ecf4eb3681230f7cb3230d510

Observation f069adba-8764-4f9c-a5d9-1a408b982988 · outbound

This paper cites Predictionofosteoporosisusingmachinelearn- ing based on routine blood test.Journal of Medical Internet Research, 23(3):e25082, 2021.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Predictionofosteoporosisusingmachinelearn- ing based on routine blood test.Journal of Medical Internet Research, 23(3):e25082, 2021

Reference 42

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malformed identifier
doi_truncated, observed 2026-08-07T13:09:00.162723Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T13:08:59.831688Z digest=sha256:a9a9a6925ead3915f429f93b6a1abbc2ea84abf494753de5de497e973009dfe5

Observation 1eb577ca-0b35-40db-a714-326ebcaa8de8 · outbound

This paper cites Automatic brain tu- mor segmentation based on cascaded convolu- 11 tional neural networks with uncertainty esti- mation.Medical Image Analysis, 67:101816,.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Automatic brain tu- mor segmentation based on cascaded convolu- 11 tional neural networks with uncertainty esti- mation.Medical Image Analysis, 67:101816,

Reference 45

Resolution
verified fuzzy
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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T13:08:59.079643Z digest=sha256:9b7918e51ded9e6691fd64eff372751c09bc8a60b828c88b64c6be7c8c7c5a47

Observation 18069e7c-734b-4759-ab54-634e1e5df540 · outbound

This paper cites an unresolved cited work.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Unresolved cited work

Reference 46

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:08:59.221397Z digest=sha256:4837aafbb0108b91d32e92a8e5b68bcc61f5e2d355ad316e810f589922e53372

Observation 17d72794-cc40-453d-a7e5-529ed6fa0522 · outbound

This paper cites doi: 10.1007/ b106715.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification doi: 10.1007/ b106715

Reference 2005

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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T13:08:58.280069Z digest=sha256:a0b68bf21bdbc8cabf27ecf56f8e598ddb2f264d9bd22e7dbda858258ff6f980

Observation b668855f-5ebe-4a7f-9a6d-c01afeb3d2d5 · outbound

This paper cites an unresolved cited work.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Unresolved cited work

Reference 2016

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:08:54.118738Z digest=sha256:63fb0791963c00d31c3f5d2f8f53e39b6dbeb2105e615c22d58e61f77df4d433

Observation 6a250fbe-6b46-4987-85e6-9ca50fb2123d · outbound

This paper cites an unresolved cited work.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Unresolved cited work

Reference 2017

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:08:53.842654Z digest=sha256:13322c333343d2af55994770bc3e4a1b545de43bc349cdc4b25a63de8fb0d3f4

Observation a4ccd4ea-400b-4a61-aee2-5376a523dd52 · outbound

This paper cites an unresolved cited work.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Unresolved cited work

Reference 2020

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verified exact
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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.

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Observation 6d665f7f-9a7f-4c23-b2aa-501188c0f048 · outbound

This paper cites an unresolved cited work.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Unresolved cited work

Reference 2022

Resolution
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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T13:08:57.252204Z digest=sha256:e83d08fafdc6c77b3f3c2df657aa72175f7e57b93b012be8080f3704b5260803

Observation b37c9abe-5940-437f-8e2e-44c12f7ca672 · outbound

This paper cites an unresolved cited work.

Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification Unresolved cited work

Reference 2023

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:08:55.320308Z digest=sha256:6cedbfdfc47da6e1a70248c74ee2f787dd3051e1b8449baad118befb6a276c31

Pith citing papers

No inbound Pith citation observations are available.