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Paper Citation Record · LEDGER

Abnormality Detection in Musculoskeletal Radiographs with Convolutional Neural Networks(Ensembles) and Performance Optimization

As of 22 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:1908.02170.

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

pith.paper-citation-record.v1
1908.02170 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T14:55:55.323380Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

17 of 17 outbound references displayed

  • verified exact3
  • verified fuzzy2
  • unresolved12
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e359dcd7-34b6-46cc-9198-08c08415942a · outbound

This paper cites an unresolved cited work.

Abnormality Detection in Musculoskeletal Radiographs with Convolutional Neural Networks(Ensembles) and Performance Optimization Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-14T14:55:55.813804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T14:55:55.251046Z digest=sha256:b6f699c8bf1714740300ae360f8c362853193e08b0dab22e9a252c53df42e590

Observation 74ce751f-1ac8-44cb-8f21-ad1929838cb7 · outbound

This paper cites an unresolved cited work.

Abnormality Detection in Musculoskeletal Radiographs with Convolutional Neural Networks(Ensembles) and Performance Optimization Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-14T14:55:55.785950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T14:55:55.265734Z digest=sha256:0eb7ebd3d10517c454462d378a332565c258d0cc17841abb52c08361bd036932

Observation 41a315c0-f4f7-4f4f-8486-dd7deea69e2b · outbound

This paper cites [online] Available at: https://hiskenya.org/ [Accessed 24 Jun.

Abnormality Detection in Musculoskeletal Radiographs with Convolutional Neural Networks(Ensembles) and Performance Optimization [online] Available at: https://hiskenya.org/ [Accessed 24 Jun

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:55:55.772148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T14:55:55.270235Z digest=sha256:6ee4fb45f6afb1dffd0ff69c789b6df78eb42634ec65dfe5b08922cf53cf7a05

Observation 24b37f11-1962-45d1-8fcd-b8da14971afc · outbound

This paper cites [online] Ihris.or.ke.

Abnormality Detection in Musculoskeletal Radiographs with Convolutional Neural Networks(Ensembles) and Performance Optimization [online] Ihris.or.ke

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T14:55:55.758357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T14:55:55.274669Z digest=sha256:efb54305191620d51f4407ea33abc97014d2321d186df9a1199534b3394dc8c8

Observation 4e949c67-be13-4e66-ba82-45ca2d4b7b6c · outbound

This paper cites CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep Learning.

Abnormality Detection in Musculoskeletal Radiographs with Convolutional Neural Networks(Ensembles) and Performance Optimization CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep Learning

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-14T14:55:55.279186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T14:55:55.279186Z digest=sha256:ad49b0a429e5569f7c4c70afe816cdb8e338bb377789943da8c9f21998582ce0

Observation 35cb55fa-2adf-4142-9048-555a2a2d5dc0 · outbound

This paper cites RADNET: Radiologist Level Accuracy using Deep Learning for HEMORRHAGE detection in CT Scans.

Abnormality Detection in Musculoskeletal Radiographs with Convolutional Neural Networks(Ensembles) and Performance Optimization RADNET: Radiologist Level Accuracy using Deep Learning for HEMORRHAGE detection in CT Scans

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-14T14:55:55.716214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T14:55:55.283753Z digest=sha256:99669df04bea665de47c5daaef305c83a3dfa6d8da91d58109a3cd7d9970f9e5

Observation e844fd3a-9d20-4c5c-ba58-dba5e5fc51a5 · outbound

This paper cites ​ Dermatologist-level classification of skin cancer with deep neural networks.

Abnormality Detection in Musculoskeletal Radiographs with Convolutional Neural Networks(Ensembles) and Performance Optimization ​ Dermatologist-level classification of skin cancer with deep neural networks

Reference 10

Resolution
verified exact
raw_fallback, observed 2026-08-14T14:55:55.694519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T14:55:55.288752Z digest=sha256:2ac8701a0fb58838329318b58ad87853ac5c154af29ed4bce545aafec705b140

Observation ca24bfb5-8d4b-4f51-b167-30e8a322908f · outbound

This paper cites and Goubran, R.

Abnormality Detection in Musculoskeletal Radiographs with Convolutional Neural Networks(Ensembles) and Performance Optimization and Goubran, R

Reference 11

Resolution
verified exact
raw_fallback, observed 2026-08-14T14:55:55.630503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T14:55:55.292930Z digest=sha256:20ac3f64802c3e49e5c172d2413e29c4d4e6f4ea67300a1153e82a80a288ff5a

Observation cc527ec5-504e-427c-924b-81e531086ac9 · outbound

This paper cites Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization.

Abnormality Detection in Musculoskeletal Radiographs with Convolutional Neural Networks(Ensembles) and Performance Optimization Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-14T14:55:55.301784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T14:55:55.301784Z digest=sha256:c757cc8fb36414313398d8f2a3cdce01ba074f058dfb5b2032a8e4f8744b52ba

Observation 169e6d69-038d-48bc-b73b-930f128d334f · outbound

This paper cites Densely Connected Convolutional Networks.

Abnormality Detection in Musculoskeletal Radiographs with Convolutional Neural Networks(Ensembles) and Performance Optimization Densely Connected Convolutional Networks

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-14T14:55:55.306176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T14:55:55.306176Z digest=sha256:d264ffeda2a319e28a74905896f0e8639ffbc4ca6434ccab15554d7a0dd08a0f

Observation b733c42e-cea4-4f76-bf0c-937bfceed6ac · outbound

This paper cites MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications.

Abnormality Detection in Musculoskeletal Radiographs with Convolutional Neural Networks(Ensembles) and Performance Optimization MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-14T14:55:55.310556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T14:55:55.310556Z digest=sha256:63bd0b4e0b6e4b113a01b859411b70609ece922aed656ac3259cdc42619b44af

Observation 5f8694cf-980a-46a6-a04c-830f3d3f7980 · outbound

This paper cites Learning Transferable Architectures for Scalable Image Recognition.

Abnormality Detection in Musculoskeletal Radiographs with Convolutional Neural Networks(Ensembles) and Performance Optimization Learning Transferable Architectures for Scalable Image Recognition

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-14T14:55:55.314757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T14:55:55.314757Z digest=sha256:e775483ae12599ce7546f3ec442ddbc667292dc429fe6779a3d92f777812ad34

Observation 37fcf141-4044-4873-a88c-8724bc15bfa2 · outbound

This paper cites Xception: Deep Learning with Depthwise Separable Convolutions.

Abnormality Detection in Musculoskeletal Radiographs with Convolutional Neural Networks(Ensembles) and Performance Optimization Xception: Deep Learning with Depthwise Separable Convolutions

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-14T14:55:55.319212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T14:55:55.319212Z digest=sha256:28fa04d5466b5b59d4bba53de40269aaa6d29f9b835d81bc5502eba76b74ea5f

Observation 26d6364b-3775-4027-9aba-4a9bad003dc3 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Abnormality Detection in Musculoskeletal Radiographs with Convolutional Neural Networks(Ensembles) and Performance Optimization Adam: A Method for Stochastic Optimization

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-14T14:55:55.323380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T14:55:55.323380Z digest=sha256:20f16d40c2c33deecea12d25dc4c024e81bff4c5a30ef949ced885bcaa91bf5f

Observation 2c83cc47-5234-43af-91af-92f035edc0c9 · outbound

This paper cites Going Deeper with Convolutions.

Abnormality Detection in Musculoskeletal Radiographs with Convolutional Neural Networks(Ensembles) and Performance Optimization Going Deeper with Convolutions

Reference 2015

Resolution
unresolved
no resolver link, observed 2026-08-14T14:55:55.297279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T14:55:55.297279Z digest=sha256:0b7f660e191691a50da489f9839285d32632e4b7860113b2dc6481f3872a7032

Observation f1285435-3593-48f9-8c56-ececf07988c1 · outbound

This paper cites an unresolved cited work.

Abnormality Detection in Musculoskeletal Radiographs with Convolutional Neural Networks(Ensembles) and Performance Optimization Unresolved cited work

Reference 2016

Resolution
unresolved
raw_fallback, observed 2026-08-14T14:55:55.799939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T14:55:55.256336Z digest=sha256:50e841d9751f23171d0ad05b781f06666c169884fd1913672def5b065b6fb8da

Observation acced368-e6a5-4637-9634-8f14f0096152 · outbound

This paper cites MURA: Large Dataset for Abnormality Detection in Musculoskeletal Radiographs.

Abnormality Detection in Musculoskeletal Radiographs with Convolutional Neural Networks(Ensembles) and Performance Optimization MURA: Large Dataset for Abnormality Detection in Musculoskeletal Radiographs

Reference 2018

Resolution
unresolved
no resolver link, observed 2026-08-14T14:55:55.260585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Pith citing papers

No inbound Pith citation observations are available.