ArticleRadiology. Artificial intelligence2021
Curation of the CANDID-PTX Dataset with Free-Text Reports.
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In one paragraph
Article in Radiology. Artificial intelligence, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed
–field-weighted citation impact
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
8 citing papers in PubMed.
- Sharpness matters: Higher image resolution improves generalization and explainability in chest X-ray classification.Scientific reports · 2026Article
- Role of Model Size and Prompting Strategies in Extracting Labels from Free-Text Radiology Reports with Open-Source Large Language Models.Journal of imaging informatics in medicine · 2026Article
- Chest X-Ray Foundation Model With Global and Local Representations Integration.IEEE transactions on medical imaging · 2025Article
- Advancements in Medical Radiology Through Multimodal Machine Learning: A Comprehensive Overview.Bioengineering (Basel, Switzerland) · 2025Review
- A clinically accessible small multimodal radiology model and evaluation metric for chest X-ray findings.Nature communications · 2025Article
- Foundation Models in Radiology: What, How, Why, and Why Not.Radiology · 2025Review
- ConTEXTual Net: A Multimodal Vision-Language Model for Segmentation of Pneumothorax.Journal of imaging informatics in medicine · 2024Article
- On the Centrality of Data: Data Resources in Radiologic Artificial Intelligence.Radiology. Artificial intelligence · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
17 authors.
Sijing FengDepartment of Radiology, Dunedin Hospital, 201 Great King St, Dunedin Central, Dunedin, Otago 9016, New Zealand (S.F., A.F., C.S., B.W.); Eastern Health, Melbourne, Victoria, Australia (D.A.); Auckland District Health Board, Auckland, New Zealand (J.S.K., J.Y., E.K., M.H.); Waitemata District Health Board, Auckland, New Zealand (C.K.J.); Waikato District Health Board, Hamilton, New Zealand (S.P.G.); The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand (A.L.); University of Otago Medical School, Dunedin, Otago, New Zealand (A.P.); IBM Almaden Research Center, San Jose, Calif (J.W.); School of Computer Science, University of Auckland, Auckland, New Zealand (M.U.); Department of Radiology, Auckland City Hospital, Auckland, New Zealand (G.P.T.); and Department of Radiology, Middlemore Hospital, Auckland, New Zealand (S.B.).ORCID https://orcid.org/0000-0002-4967-7800
Damian AzzolliniDepartment of Radiology, Dunedin Hospital, 201 Great King St, Dunedin Central, Dunedin, Otago 9016, New Zealand (S.F., A.F., C.S., B.W.); Eastern Health, Melbourne, Victoria, Australia (D.A.); Auckland District Health Board, Auckland, New Zealand (J.S.K., J.Y., E.K., M.H.); Waitemata District Health Board, Auckland, New Zealand (C.K.J.); Waikato District Health Board, Hamilton, New Zealand (S.P.G.); The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand (A.L.); University of Otago Medical School, Dunedin, Otago, New Zealand (A.P.); IBM Almaden Research Center, San Jose, Calif (J.W.); School of Computer Science, University of Auckland, Auckland, New Zealand (M.U.); Department of Radiology, Auckland City Hospital, Auckland, New Zealand (G.P.T.); and Department of Radiology, Middlemore Hospital, Auckland, New Zealand (S.B.).ORCID https://orcid.org/0000-0002-5199-4661
Ji Soo KimDepartment of Radiology, Dunedin Hospital, 201 Great King St, Dunedin Central, Dunedin, Otago 9016, New Zealand (S.F., A.F., C.S., B.W.); Eastern Health, Melbourne, Victoria, Australia (D.A.); Auckland District Health Board, Auckland, New Zealand (J.S.K., J.Y., E.K., M.H.); Waitemata District Health Board, Auckland, New Zealand (C.K.J.); Waikato District Health Board, Hamilton, New Zealand (S.P.G.); The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand (A.L.); University of Otago Medical School, Dunedin, Otago, New Zealand (A.P.); IBM Almaden Research Center, San Jose, Calif (J.W.); School of Computer Science, University of Auckland, Auckland, New Zealand (M.U.); Department of Radiology, Auckland City Hospital, Auckland, New Zealand (G.P.T.); and Department of Radiology, Middlemore Hospital, Auckland, New Zealand (S.B.).ORCID https://orcid.org/0000-0002-5017-3554
Cheng-Kai JinDepartment of Radiology, Dunedin Hospital, 201 Great King St, Dunedin Central, Dunedin, Otago 9016, New Zealand (S.F., A.F., C.S., B.W.); Eastern Health, Melbourne, Victoria, Australia (D.A.); Auckland District Health Board, Auckland, New Zealand (J.S.K., J.Y., E.K., M.H.); Waitemata District Health Board, Auckland, New Zealand (C.K.J.); Waikato District Health Board, Hamilton, New Zealand (S.P.G.); The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand (A.L.); University of Otago Medical School, Dunedin, Otago, New Zealand (A.P.); IBM Almaden Research Center, San Jose, Calif (J.W.); School of Computer Science, University of Auckland, Auckland, New Zealand (M.U.); Department of Radiology, Auckland City Hospital, Auckland, New Zealand (G.P.T.); and Department of Radiology, Middlemore Hospital, Auckland, New Zealand (S.B.).
Simon P GordonDepartment of Radiology, Dunedin Hospital, 201 Great King St, Dunedin Central, Dunedin, Otago 9016, New Zealand (S.F., A.F., C.S., B.W.); Eastern Health, Melbourne, Victoria, Australia (D.A.); Auckland District Health Board, Auckland, New Zealand (J.S.K., J.Y., E.K., M.H.); Waitemata District Health Board, Auckland, New Zealand (C.K.J.); Waikato District Health Board, Hamilton, New Zealand (S.P.G.); The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand (A.L.); University of Otago Medical School, Dunedin, Otago, New Zealand (A.P.); IBM Almaden Research Center, San Jose, Calif (J.W.); School of Computer Science, University of Auckland, Auckland, New Zealand (M.U.); Department of Radiology, Auckland City Hospital, Auckland, New Zealand (G.P.T.); and Department of Radiology, Middlemore Hospital, Auckland, New Zealand (S.B.).ORCID https://orcid.org/0000-0003-2451-456X
Jason YeohDepartment of Radiology, Dunedin Hospital, 201 Great King St, Dunedin Central, Dunedin, Otago 9016, New Zealand (S.F., A.F., C.S., B.W.); Eastern Health, Melbourne, Victoria, Australia (D.A.); Auckland District Health Board, Auckland, New Zealand (J.S.K., J.Y., E.K., M.H.); Waitemata District Health Board, Auckland, New Zealand (C.K.J.); Waikato District Health Board, Hamilton, New Zealand (S.P.G.); The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand (A.L.); University of Otago Medical School, Dunedin, Otago, New Zealand (A.P.); IBM Almaden Research Center, San Jose, Calif (J.W.); School of Computer Science, University of Auckland, Auckland, New Zealand (M.U.); Department of Radiology, Auckland City Hospital, Auckland, New Zealand (G.P.T.); and Department of Radiology, Middlemore Hospital, Auckland, New Zealand (S.B.).ORCID https://orcid.org/0000-0002-5489-2695
Eve KimDepartment of Radiology, Dunedin Hospital, 201 Great King St, Dunedin Central, Dunedin, Otago 9016, New Zealand (S.F., A.F., C.S., B.W.); Eastern Health, Melbourne, Victoria, Australia (D.A.); Auckland District Health Board, Auckland, New Zealand (J.S.K., J.Y., E.K., M.H.); Waitemata District Health Board, Auckland, New Zealand (C.K.J.); Waikato District Health Board, Hamilton, New Zealand (S.P.G.); The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand (A.L.); University of Otago Medical School, Dunedin, Otago, New Zealand (A.P.); IBM Almaden Research Center, San Jose, Calif (J.W.); School of Computer Science, University of Auckland, Auckland, New Zealand (M.U.); Department of Radiology, Auckland City Hospital, Auckland, New Zealand (G.P.T.); and Department of Radiology, Middlemore Hospital, Auckland, New Zealand (S.B.).ORCID https://orcid.org/0000-0002-0403-7535
Mina HanDepartment of Radiology, Dunedin Hospital, 201 Great King St, Dunedin Central, Dunedin, Otago 9016, New Zealand (S.F., A.F., C.S., B.W.); Eastern Health, Melbourne, Victoria, Australia (D.A.); Auckland District Health Board, Auckland, New Zealand (J.S.K., J.Y., E.K., M.H.); Waitemata District Health Board, Auckland, New Zealand (C.K.J.); Waikato District Health Board, Hamilton, New Zealand (S.P.G.); The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand (A.L.); University of Otago Medical School, Dunedin, Otago, New Zealand (A.P.); IBM Almaden Research Center, San Jose, Calif (J.W.); School of Computer Science, University of Auckland, Auckland, New Zealand (M.U.); Department of Radiology, Auckland City Hospital, Auckland, New Zealand (G.P.T.); and Department of Radiology, Middlemore Hospital, Auckland, New Zealand (S.B.).
Andrew LeeDepartment of Radiology, Dunedin Hospital, 201 Great King St, Dunedin Central, Dunedin, Otago 9016, New Zealand (S.F., A.F., C.S., B.W.); Eastern Health, Melbourne, Victoria, Australia (D.A.); Auckland District Health Board, Auckland, New Zealand (J.S.K., J.Y., E.K., M.H.); Waitemata District Health Board, Auckland, New Zealand (C.K.J.); Waikato District Health Board, Hamilton, New Zealand (S.P.G.); The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand (A.L.); University of Otago Medical School, Dunedin, Otago, New Zealand (A.P.); IBM Almaden Research Center, San Jose, Calif (J.W.); School of Computer Science, University of Auckland, Auckland, New Zealand (M.U.); Department of Radiology, Auckland City Hospital, Auckland, New Zealand (G.P.T.); and Department of Radiology, Middlemore Hospital, Auckland, New Zealand (S.B.).ORCID https://orcid.org/0000-0002-3064-390X
Aakash PatelDepartment of Radiology, Dunedin Hospital, 201 Great King St, Dunedin Central, Dunedin, Otago 9016, New Zealand (S.F., A.F., C.S., B.W.); Eastern Health, Melbourne, Victoria, Australia (D.A.); Auckland District Health Board, Auckland, New Zealand (J.S.K., J.Y., E.K., M.H.); Waitemata District Health Board, Auckland, New Zealand (C.K.J.); Waikato District Health Board, Hamilton, New Zealand (S.P.G.); The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand (A.L.); University of Otago Medical School, Dunedin, Otago, New Zealand (A.P.); IBM Almaden Research Center, San Jose, Calif (J.W.); School of Computer Science, University of Auckland, Auckland, New Zealand (M.U.); Department of Radiology, Auckland City Hospital, Auckland, New Zealand (G.P.T.); and Department of Radiology, Middlemore Hospital, Auckland, New Zealand (S.B.).ORCID https://orcid.org/0000-0002-2051-4899
Joy WuDepartment of Radiology, Dunedin Hospital, 201 Great King St, Dunedin Central, Dunedin, Otago 9016, New Zealand (S.F., A.F., C.S., B.W.); Eastern Health, Melbourne, Victoria, Australia (D.A.); Auckland District Health Board, Auckland, New Zealand (J.S.K., J.Y., E.K., M.H.); Waitemata District Health Board, Auckland, New Zealand (C.K.J.); Waikato District Health Board, Hamilton, New Zealand (S.P.G.); The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand (A.L.); University of Otago Medical School, Dunedin, Otago, New Zealand (A.P.); IBM Almaden Research Center, San Jose, Calif (J.W.); School of Computer Science, University of Auckland, Auckland, New Zealand (M.U.); Department of Radiology, Auckland City Hospital, Auckland, New Zealand (G.P.T.); and Department of Radiology, Middlemore Hospital, Auckland, New Zealand (S.B.).ORCID https://orcid.org/0000-0001-9814-7454
Martin UrschlerDepartment of Radiology, Dunedin Hospital, 201 Great King St, Dunedin Central, Dunedin, Otago 9016, New Zealand (S.F., A.F., C.S., B.W.); Eastern Health, Melbourne, Victoria, Australia (D.A.); Auckland District Health Board, Auckland, New Zealand (J.S.K., J.Y., E.K., M.H.); Waitemata District Health Board, Auckland, New Zealand (C.K.J.); Waikato District Health Board, Hamilton, New Zealand (S.P.G.); The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand (A.L.); University of Otago Medical School, Dunedin, Otago, New Zealand (A.P.); IBM Almaden Research Center, San Jose, Calif (J.W.); School of Computer Science, University of Auckland, Auckland, New Zealand (M.U.); Department of Radiology, Auckland City Hospital, Auckland, New Zealand (G.P.T.); and Department of Radiology, Middlemore Hospital, Auckland, New Zealand (S.B.).ORCID https://orcid.org/0000-0001-5792-3971
Amy FongDepartment of Radiology, Dunedin Hospital, 201 Great King St, Dunedin Central, Dunedin, Otago 9016, New Zealand (S.F., A.F., C.S., B.W.); Eastern Health, Melbourne, Victoria, Australia (D.A.); Auckland District Health Board, Auckland, New Zealand (J.S.K., J.Y., E.K., M.H.); Waitemata District Health Board, Auckland, New Zealand (C.K.J.); Waikato District Health Board, Hamilton, New Zealand (S.P.G.); The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand (A.L.); University of Otago Medical School, Dunedin, Otago, New Zealand (A.P.); IBM Almaden Research Center, San Jose, Calif (J.W.); School of Computer Science, University of Auckland, Auckland, New Zealand (M.U.); Department of Radiology, Auckland City Hospital, Auckland, New Zealand (G.P.T.); and Department of Radiology, Middlemore Hospital, Auckland, New Zealand (S.B.).
Cameron SimmersDepartment of Radiology, Dunedin Hospital, 201 Great King St, Dunedin Central, Dunedin, Otago 9016, New Zealand (S.F., A.F., C.S., B.W.); Eastern Health, Melbourne, Victoria, Australia (D.A.); Auckland District Health Board, Auckland, New Zealand (J.S.K., J.Y., E.K., M.H.); Waitemata District Health Board, Auckland, New Zealand (C.K.J.); Waikato District Health Board, Hamilton, New Zealand (S.P.G.); The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand (A.L.); University of Otago Medical School, Dunedin, Otago, New Zealand (A.P.); IBM Almaden Research Center, San Jose, Calif (J.W.); School of Computer Science, University of Auckland, Auckland, New Zealand (M.U.); Department of Radiology, Auckland City Hospital, Auckland, New Zealand (G.P.T.); and Department of Radiology, Middlemore Hospital, Auckland, New Zealand (S.B.).ORCID https://orcid.org/0000-0003-1051-6863
Gregory P TarrDepartment of Radiology, Dunedin Hospital, 201 Great King St, Dunedin Central, Dunedin, Otago 9016, New Zealand (S.F., A.F., C.S., B.W.); Eastern Health, Melbourne, Victoria, Australia (D.A.); Auckland District Health Board, Auckland, New Zealand (J.S.K., J.Y., E.K., M.H.); Waitemata District Health Board, Auckland, New Zealand (C.K.J.); Waikato District Health Board, Hamilton, New Zealand (S.P.G.); The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand (A.L.); University of Otago Medical School, Dunedin, Otago, New Zealand (A.P.); IBM Almaden Research Center, San Jose, Calif (J.W.); School of Computer Science, University of Auckland, Auckland, New Zealand (M.U.); Department of Radiology, Auckland City Hospital, Auckland, New Zealand (G.P.T.); and Department of Radiology, Middlemore Hospital, Auckland, New Zealand (S.B.).ORCID https://orcid.org/0000-0002-2154-1143
Stuart BarnardDepartment of Radiology, Dunedin Hospital, 201 Great King St, Dunedin Central, Dunedin, Otago 9016, New Zealand (S.F., A.F., C.S., B.W.); Eastern Health, Melbourne, Victoria, Australia (D.A.); Auckland District Health Board, Auckland, New Zealand (J.S.K., J.Y., E.K., M.H.); Waitemata District Health Board, Auckland, New Zealand (C.K.J.); Waikato District Health Board, Hamilton, New Zealand (S.P.G.); The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand (A.L.); University of Otago Medical School, Dunedin, Otago, New Zealand (A.P.); IBM Almaden Research Center, San Jose, Calif (J.W.); School of Computer Science, University of Auckland, Auckland, New Zealand (M.U.); Department of Radiology, Auckland City Hospital, Auckland, New Zealand (G.P.T.); and Department of Radiology, Middlemore Hospital, Auckland, New Zealand (S.B.).ORCID https://orcid.org/0000-0002-1064-0437
Ben WilsonDepartment of Radiology, Dunedin Hospital, 201 Great King St, Dunedin Central, Dunedin, Otago 9016, New Zealand (S.F., A.F., C.S., B.W.); Eastern Health, Melbourne, Victoria, Australia (D.A.); Auckland District Health Board, Auckland, New Zealand (J.S.K., J.Y., E.K., M.H.); Waitemata District Health Board, Auckland, New Zealand (C.K.J.); Waikato District Health Board, Hamilton, New Zealand (S.P.G.); The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand (A.L.); University of Otago Medical School, Dunedin, Otago, New Zealand (A.P.); IBM Almaden Research Center, San Jose, Calif (J.W.); School of Computer Science, University of Auckland, Auckland, New Zealand (M.U.); Department of Radiology, Auckland City Hospital, Auckland, New Zealand (G.P.T.); and Department of Radiology, Middlemore Hospital, Auckland, New Zealand (S.B.).ORCID https://orcid.org/0000-0003-4814-7549
Funding
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Abstract
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Indexed as
CathetersClassificationConventional RadiographyDiagnosisMachine LearningRibsSegmentationSupervised LearningThoraxTrauma
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