Pith. sign in

Paper Citation Record · LEDGER

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance

As of 18 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2508.21263.

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

pith.paper-citation-record.v1
2508.21263 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:31:00.531080Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

38 of 38 outbound references displayed

  • verified exact9
  • verified fuzzy7
  • unresolved12
  • parse uncertain0
  • malformed identifier3
  • metadata mismatch7

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation de61fdd3-4a2a-437c-aec3-d422241a9202 · outbound

This paper cites an unresolved cited work.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:31:03.151716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:30:57.222567Z digest=sha256:4632af93a8c6fd01fd431a631f2c4044652f3cde311ebfe5a1708f119294c687

Observation 0063ea1d-4024-4266-b73d-0d76d27fffa6 · outbound

This paper cites A Survey of Deep Active Learning.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance A Survey of Deep Active Learning

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-05T14:30:57.291301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:30:57.291301Z digest=sha256:5c4304444227a6074ddfd63a140f69344d0d9e7e92876d80b5b0af241c360d5b

Observation bb5747b7-d1a2-4bda-9773-04bf19c09e25 · outbound

This paper cites Active Learning on Medical Image.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Active Learning on Medical Image

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-08-05T14:31:02.988253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:30:57.388135Z digest=sha256:e6e68da0bc10fc740c701cba5bf363cf3f51ad89efe8b727d2da4f5a71e5ad9d

Observation 7e3234af-a745-4799-bfa8-96a900a86ffe · outbound

This paper cites Onita, Active learning based on transfer learning techniques for text classification, IEEE Access 11 (2023) 28751-28761.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Onita, Active learning based on transfer learning techniques for text classification, IEEE Access 11 (2023) 28751-28761

Reference 4

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T14:31:02.973429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:30:57.496398Z digest=sha256:84b0bf6277f468ed94fe506596f7c86cfedf6fa1e258057597d2db6396ce708e

Observation 4431425f-6280-4a19-8544-6e1a0100c747 · outbound

This paper cites Buchert, N.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Buchert, N

Reference 5

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T14:31:02.888897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:30:57.608193Z digest=sha256:9ae6e7e28a3e7ab320abf00340493b38b27446517aefd53038e949de0d196808

Observation 5e72e26b-0dac-4fe0-889e-388ef90e491a · outbound

This paper cites Abbas, S.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Abbas, S

Reference 6

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T14:31:02.813743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:30:57.721494Z digest=sha256:f8dc60c011f5d24cbde235efeda6cfcfa63c414bfe0d29d63a8bcf543706d997

Observation f49be84d-ca0e-4e4e-af87-835a1984a9d4 · outbound

This paper cites Mahmood, A.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Mahmood, A

Reference 7

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T14:31:02.735362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:30:57.856752Z digest=sha256:7e12c56bf1718e6a99a522f11168a677897370f6592b132794dd303f2cd6fcef

Observation 995e970f-fd4e-454e-8ccd-76ad8d123a22 · outbound

This paper cites Deep Active Learning in the Presence of Label Noise: A Survey.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Deep Active Learning in the Presence of Label Noise: A Survey

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-08-05T14:31:02.658918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:30:57.973847Z digest=sha256:22fa62f1fa1bb5e7af3071ce69c650f3864ba12e1f05a8b0ff551f70eae997f2

Observation 89349637-dd6d-4977-95ba-d40c7353921c · outbound

This paper cites an unresolved cited work.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Unresolved cited work

Reference 9

Resolution
verified exact
doi, observed 2026-08-05T14:31:01.693373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:30:58.059553Z digest=sha256:1d66f642cfdf8ecbb6e0b30275275d324b25e1bf883084c3e6a9b58302e22d64

Observation 5106de75-9452-4c65-9338-38f2a7f18fc1 · outbound

This paper cites Improved Algorithm for Deep Active Learning under Imbalance via Optimal Separation.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Improved Algorithm for Deep Active Learning under Imbalance via Optimal Separation

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-05T14:30:58.160879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:30:58.160879Z digest=sha256:4f75fde5072c727572944776f4d3bce6f21dc767088842825e2c8d4672c69211

Observation af3512ea-92e6-4509-96b6-ff8e976bf113 · outbound

This paper cites Varoquaux, V.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Varoquaux, V

Reference 11

Resolution
malformed identifier
no resolver link, observed 2026-08-05T14:30:58.265151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:30:58.265151Z digest=sha256:43b6e9f9929e7a43f1c7b4d28080a44b1d264debfd0fe216d3e853af67dff56d

Observation 99520f65-3494-4522-8d5e-8ea4032ee873 · outbound

This paper cites Candemir, X.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Candemir, X

Reference 12

Resolution
verified exact
doi, observed 2026-08-05T14:31:01.476436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:30:58.403754Z digest=sha256:e4e2e6ca35909e38bb071da5188366cb7f94ec79bb14bc4d6906825ea2392ba8

Observation 69072e5c-e8a1-4035-8d28-5832c91e52ea · outbound

This paper cites an unresolved cited work.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:31:03.140985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:30:58.541010Z digest=sha256:5cf1fd710ae95770c57fcbba367081fae6bd50f21a8be87f8ebee1c90b411eb6

Observation 324914ca-136a-481a-b280-cbcd7e233643 · outbound

This paper cites Nazir, R.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Nazir, R

Reference 14

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T14:31:02.629054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:30:58.678511Z digest=sha256:8382fe7a836ac6ec6e8401d1f0296ebe13fbeae3914e48973f71be95f3a61c24

Observation b0d4b581-8e0c-496d-a964-cd06fb988758 · outbound

This paper cites Zandehshahvar, M.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Zandehshahvar, M

Reference 15

Resolution
verified exact
doi, observed 2026-08-05T14:31:01.224284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:30:58.801589Z digest=sha256:87952b8d9332203cc5349bb86bd2a4a833c4322041e83ca291143a59a1924a8f

Observation 5fa07c35-7a04-4ad7-8a19-de6877951903 · outbound

This paper cites van Assen, M.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance van Assen, M

Reference 16

Resolution
verified exact
doi, observed 2026-08-05T14:31:03.129676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:30:58.908226Z digest=sha256:8566a856720538efb3210c832a2766aea9c60606863684d5c9d42cee57cf40f4

Observation a2226a16-0157-4a6a-a72c-ad1b2c0406be · outbound

This paper cites Zandehshahvar, M.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Zandehshahvar, M

Reference 17

Resolution
verified exact
doi, observed 2026-08-05T14:31:01.035074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:30:59.018337Z digest=sha256:682f7a2a8b769d9eb97912e67ffa8acd1a8976f7e46227c718f09c6ef22e7e5b

Observation a6d68c2e-7a31-416e-bf18-0cdf835a18ea · outbound

This paper cites Zandehshahvar, M.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Zandehshahvar, M

Reference 18

Resolution
verified exact
doi, observed 2026-08-05T14:31:00.758907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:30:59.131764Z digest=sha256:2d87e168fe8b10d6307f123bd42fdd81946268877b51f0227480e07877de8b8b

Observation 4758ddf4-e710-4647-b505-9e82bc21a1c5 · outbound

This paper cites Deep Residual Learning for Image Recognition.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Deep Residual Learning for Image Recognition

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-05T14:30:59.193401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:30:59.193401Z digest=sha256:58d1bce2184e33b41a7b34dc1c2611bff6fd231021b8ebbaff0c097a90037c85

Observation 8397b60b-89ad-437d-bfe7-13dd711e9b47 · outbound

This paper cites Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-05T14:30:59.254041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:30:59.254041Z digest=sha256:ade9cccb390b12f9908c5ea0e9152d0bba723e6cf65fd41df93f4a019a5a52aa

Observation 81ffbb77-7708-4d9b-aaab-8a074c89629b · outbound

This paper cites Srivastava, G.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Srivastava, G

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:31:03.118997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:30:59.332936Z digest=sha256:ef403c7831b86cd45865986b9018d7b0c13b9a91055eb1121d7e0ecefc0da0f8

Observation 8f9e527b-ab33-4003-86a8-0c392d66a88b · outbound

This paper cites Schohn, D.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Schohn, D

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:31:03.108492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:30:59.461892Z digest=sha256:b9ac616c2392a19313efaaa55a903e3316e588491c7805920c199eb1f66bd535

Observation 3a3daae1-db67-468e-8825-ba5f97300b67 · outbound

This paper cites an unresolved cited work.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:31:03.097795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:30:59.511819Z digest=sha256:058345d576480f2af1a315c3d0f5ae612edde8ad108ce66e43f6ebee62889edd

Observation c806eadc-2081-4d34-8edf-87af78f4fdef · outbound

This paper cites BatchBALD: Efficient and Diverse Batch Acquisition for Deep Bayesian Active Learning.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance BatchBALD: Efficient and Diverse Batch Acquisition for Deep Bayesian Active Learning

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-05T14:30:59.572348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:30:59.572348Z digest=sha256:6aa7044b3ad648e75185ab711a7ee652f10679ec93bebc1d52421e21da0e0c27

Observation d0825e8c-fa0e-44fd-a050-b7dc9b0fb313 · outbound

This paper cites Bayesian SegNet: Model Uncertainty in Deep Convolutional Encoder-Decoder Architectures for Scene Understanding.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Bayesian SegNet: Model Uncertainty in Deep Convolutional Encoder-Decoder Architectures for Scene Understanding

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-05T14:30:59.636930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:30:59.636930Z digest=sha256:1a4411a54491ff8b656c2081e55f1d23dddbb6c2684f455d84824b8d00a8719d

Observation daddf68e-4ef3-4638-87a3-181af2bea985 · outbound

This paper cites Culotta, A.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Culotta, A

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:31:03.087462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:30:59.698427Z digest=sha256:953006eb4198f0bad254b391a474c21d59818d30374f20e37a1e995c16b3de9d

Observation 1e77bdf1-7bcf-454a-a089-0a31a7df5e37 · outbound

This paper cites Scheffer, C.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Scheffer, C

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:31:03.075765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:30:59.749677Z digest=sha256:4b1cf89373032782c2595b18c259da9b500d276bed0efcf5cca1fca0d8a64c40

Observation 2c86c853-8539-408c-a6db-45f5aae03018 · outbound

This paper cites an unresolved cited work.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:31:03.064978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:30:59.849519Z digest=sha256:541ba9439c726c933dff2764d37ea5b9f1167058add02a33acf7cd3053eb5193

Observation e7c6d018-0da5-42da-850f-71d029e9eec1 · outbound

This paper cites Jamshidi, A.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Jamshidi, A

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-05T14:30:59.906637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:30:59.906637Z digest=sha256:1cffb2a459417f263133176aab6272ede2804e5ae0e00a496ca2c26c9351ef4a

Observation 1bc73fca-8b59-4290-801a-77f0bacca844 · outbound

This paper cites Kothawade, A.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Kothawade, A

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:31:03.053891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:30:59.970034Z digest=sha256:d8a296ddbc6a78d4be9b71dd4648c9ab52998456c5f250ffe6d7a67b50dd9c69

Observation 31314c6c-fdeb-4202-af26-6ad31b5a3dfa · outbound

This paper cites an unresolved cited work.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Unresolved cited work

Reference 31

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T14:31:02.414754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:31:00.027448Z digest=sha256:1884ca5a56fd1adb704b1c5bb2e12598d91642edab455eec477a775f58954674

Observation 5954a586-aa92-457a-8717-00cdb7d34473 · outbound

This paper cites Hwang, J.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Hwang, J

Reference 32

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T14:31:02.260889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:31:00.106755Z digest=sha256:dff52875ac67669d9324041c25deffee40cfa228015b6f12467efcbe52f99f25

Observation a16db3b4-f19e-448f-9044-2ed0dddce940 · outbound

This paper cites Efficient Active Learning for Image Classification and Segmentation using a Sample Selection and Conditional Generative Adversarial Network.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Efficient Active Learning for Image Classification and Segmentation using a Sample Selection and Conditional Generative Adversarial Network

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-08-05T14:31:02.068273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:31:00.195553Z digest=sha256:d9332048cc136f673579734e9fd17dee917cc66c6a46733b8a4e71398d21e6c1

Observation 71ee56e5-3424-4709-9e38-73cd4fe03b34 · outbound

This paper cites Label-Efficient Deep Learning in Medical Image Analysis: Challenges and Future Directions.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Label-Efficient Deep Learning in Medical Image Analysis: Challenges and Future Directions

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-05T14:31:00.249963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:31:00.249963Z digest=sha256:cf59a8aa77b2f12e0905fbddc7af2b191a910aaa2fbfd22706807b4fa95d466c

Observation 15e245c8-8ecc-479e-93c4-8f7938079764 · outbound

This paper cites Galbusera, A.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Galbusera, A

Reference 35

Resolution
malformed identifier
raw_fallback, observed 2026-08-05T14:31:03.043484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:31:00.311770Z digest=sha256:20babd518784e61ca6553e92536eab2fad0465c942d2e9b24182ec16da5e3ffb

Observation ed80d16f-0839-419f-a5fb-87af39720bad · outbound

This paper cites Formally, let Dpool = {x1, x2,.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Formally, let Dpool = {x1, x2,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:31:03.033054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:31:00.367830Z digest=sha256:264a2c67a28f2355a124a4bf20244851b35e3cfb3edcb6c2dabfff50572f9a2e

Observation 6000e832-56ec-4a0f-88d7-4a135aa97c72 · outbound

This paper cites Random Sampling Random Sampling selects data points uniformly at random from the unlabeled pool, Dpool.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Random Sampling Random Sampling selects data points uniformly at random from the unlabeled pool, Dpool

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:31:03.021451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:31:00.455730Z digest=sha256:229892e35fbfbba3bee4dde1f22016c2fa6389d340b3226229652193e2ab61cf

Observation 0b233d8d-e497-4859-9d5a-1d608f8076e8 · outbound

This paper cites Corresponds to Figure 5.

Deep Active Learning for Lung Disease Severity Classification from Chest X-rays: Learning with Less Data in the Presence of Class Imbalance Corresponds to Figure 5

Reference 38

Resolution
malformed identifier
raw_fallback, observed 2026-08-05T14:31:03.009996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T14:31:00.531080Z digest=sha256:a8d541e0e875209cdca9850b3d7b59b930162fbe1c995516113ae071e95139af

Pith citing papers

No inbound Pith citation observations are available.