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README.md
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- en
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metrics:
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tags:
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- medical
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- dialog
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- arxiv:2209.12177
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widget:
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license: mit
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---
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# ReportQL — Application of Deep Learning in Generating Structured Radiology Reports: A Transformer-Based Technique
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- en
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metrics:
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- bleu
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- exact_match
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- sacrebleu
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- rouge
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tags:
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- medical
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- dialog
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- arxiv:2209.12177
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widget:
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- text: >-
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The liver is normal in size and with normal parenchymal echogenicity with no
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sign of space-occupying lesion or bile ducts dilatation. GB is well
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distended with no stone or wall thickening. The spleen is normal in size and
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parenchymal echogenicity with no sign of space-occupying lesion. visualized
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parts of the pancreas and para-aortic area are unremarkable. Both kidneys
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are normal in size with normal cortical parenchymal echogenicity with no
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sign of the stone, stasis, or perinephric collection. ureters are not
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dilated. The urinary bladder is empty so evaluation of pelvic organs is not
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possible. no free fluid is seen in the abdominopelvic cavity.
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example_title: Sample 1
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- text: >-
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Liver is normal in size, with normal echogenicity with no sign of space
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occupying lesion. GB is semi distended with two stones up to 8mm in size
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with a rim of pericholecystic fluid and positive murphy sign. CBD is normal.
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Spleen is moderately enlarged with normal parenchymal echo with no S.O.L.
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Pancreas cannot be evaluated due to severe gas shadow. RT. and LT. kidneys
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are normal in size with increase parenchymal echogenicity with no sign of
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stone, stasis or perinephric collection with two cortical cystsin the upper
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pole of left kidney. Urinary bladder is mildly distended. Moderate free
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fluid is seen in the abdominopelvic cavity at present time.
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example_title: Sample 2
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- text: >-
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Liver is small in size, with increased echogenicity. Multiple hyperechoic
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cystic lesions with smaller daughter lesions that some of them are partially
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calcified are seen. CBD is mildly dilated with maximum diameter of 7 mm in
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middle segment but CBD stone is not seen. GB is contracted and evaluation is
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impossible. Spleen is enlarged in size with normal parenchymal echogenicity
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with no sign of solid or cystic lesion. Visualized parts of pancreas are
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unremarkable. Right kidney is small with increased cortical parenchymal
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echogenicity with no sign of stone, stasis or perinephric collection. Left
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kidney is not seen due to previous nephrectomy. Urinary bladder is normal,
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with no stone or wall thickening. No free fluid is seen in abdominopelvic
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cavity.
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example_title: Sample 3
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- text: >-
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Liver is normal in size and with normal parenchymal echogenicity with no
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sign of SOL or bile ducts dilatation. GB is semi distended with no stone.
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Spleen has normal size with normal parenchymal echogenicity with no SOL.
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Both kidneys are small in size with increased cortical parenchymal
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echogenicity connecting to each other from the lower poles in favor of
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horseshoe kidney. No sign of stone or perinephric collection is seen.
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Moderate stasis is seen bilaterally. Urinary bladder is normal, with no
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stone or wall thickening. Uterus and both ovaries show atrophic change.
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example_title: Sample 4
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inference:
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parameters:
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repetition_penalty: 1
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num_beams: 5
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early_stopping: true
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max_length: 350
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license: mit
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---
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# ReportQL — Application of Deep Learning in Generating Structured Radiology Reports: A Transformer-Based Technique
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