输出“中间结果”

				
					epoch：31
Bleu_1: 0.591
Bleu_2: 0.480
Bleu_3: 0.399
Bleu_4: 0.337
METEOR: 0.300
ROUGE_L: 0.609
CIDEr: 2.013



--- [Epoch 31] First Batch, First Sample Topic Interpretation ---
  Sentence Topic 0*: Top-5 similar words: ['insertedlungcardiac', 'kidneys', 'atelectasisconsolidationcardiomegalytube', 'densitycatheters', 'level'] (Sims: ['0.310', '0.309', '0.291', '0.269', '0.262'])
  Sentence Topic 1*: Top-5 similar words: ['insertedlungcardiac', 'kidneys', 'atelectasisconsolidationcardiomegalytube', '--', 'densitycatheters'] (Sims: ['0.329', '0.292', '0.266', '0.245', '0.242'])
  Sentence Topic 2*: Top-5 similar words: ['insertedlungcardiac', 'kidneys', 'hyperlucentfractures', 'granulomacalcinosisatherosclerosisarthritisscoliosisgranulomatous', 'atelectasisbasebilateralmildairspace'] (Sims: ['0.331', '0.263', '0.238', '0.234', '0.232'])
  Sentence Topic 3*: Top-5 similar words: ['insertedlungcardiac', 'atelectasisbasebilateralmildairspace', 'hyperlucentfractures', 'kidneys', 'granulomacalcinosisatherosclerosisarthritisscoliosisgranulomatous'] (Sims: ['0.321', '0.234', '0.232', '0.225', '0.225'])
  Sentence Topic 4*: Top-5 similar words: ['insertedlungcardiac', 'atelectasisbasebilateralmildairspace', 'anglerightbluntedmildpleural', 'diseaselunghilumright', 'hyperlucentfractures'] (Sims: ['0.306', '0.234', '0.224', '0.221', '0.220'])
  Sentence Topic 5*: Top-5 similar words: ['insertedlungcardiac', 'anglerightbluntedmildpleural', 'atelectasisbasebilateralmildairspace', 'diseaselunghilumright', 'lunglucencypulmonary'] (Sims: ['0.288', '0.247', '0.231', '0.226', '0.213'])
  Sentence Topic 6*: Top-5 similar words: ['insertedlungcardiac', 'anglerightbluntedmildpleural', 'diseaselunghilumright', 'atelectasisbasebilateralmildairspace', 'cardiomegalyaortic'] (Sims: ['0.268', '0.265', '0.227', '0.226', '0.223'])
  Sentence Topic 7*: Top-5 similar words: ['anglerightbluntedmildpleural', 'insertedlungcardiac', 'nodescalcinosislunghilumlymph', 'cardiomegalyaortic', 'diseaselunghilumright'] (Sims: ['0.278', '0.248', '0.235', '0.232', '0.226'])
  Sentence Topic 8: Top-5 similar words: ['anglerightbluntedmildpleural', 'nodescalcinosislunghilumlymph', 'cardiomegalyaortic', 'reformatted', 'insertedlungcardiac'] (Sims: ['0.287', '0.244', '0.238', '0.232', '0.229'])
  Sentence Topic 9: Top-5 similar words: ['anglerightbluntedmildpleural', 'nodescalcinosislunghilumlymph', 'reformatted', 'cardiomegalyaortic', 'lungcicatrixcicatrixopacitydeformity'] (Sims: ['0.293', '0.250', '0.243', '0.242', '0.226'])
  Sentence Topic 10: Top-5 similar words: ['anglerightbluntedmildpleural', 'nodescalcinosislunghilumlymph', 'reformatted', 'cardiomegalyaortic', 'granulomaairspace'] (Sims: ['0.297', '0.254', '0.251', '0.243', '0.232'])
  Sentence Topic 11: Top-5 similar words: ['anglerightbluntedmildpleural', 'reformatted', 'nodescalcinosislunghilumlymph', 'cardiomegalyaortic', 'granulomaairspace'] (Sims: ['0.299', '0.257', '0.257', '0.244', '0.238'])
--- End Topic Interpretation ---



0,"['calcinosislunghilumlymph <unk> <unk> <unk> <unk> <unk> chest views pa and lateral.', 'preoperative for thyroidectomy copd chest pain xxxx chest views from xxxx xxxx.', 'the heart size is normal and cardiomediastinal silhouette has normal contour.', 'the left hilar calcified lymph xxxx appear stable.', 'there is <unk> of a left lower lobe calcified nodule xxxx representing a granuloma.', 'the lungs are hyperinflated but otherwise clear bilaterally.', 'severe hyperinflation.', 'stable left calcified hilar lymph xxxx.']","['normal nodesleft fusioncervical axillary osteophytes rib fractures fractures xxxx and lateral xxxx.', '<unk> evaluation xxxx none <unk> pa pa xxxx xxxx xxxx.', '<unk> heart size is normal the silhouette is normal.', 'no heart lung contour lymph xxxx are unchanged from.', 'no is no airspace <unk> <unk> th lobe granuloma from old granuloma.', 'no lungs are clear with clear clear.', 'no joint of.', 'no left mid granuloma lymph xxxx.', '.', '.']"
1,"['normal normal chest v frontallateral positive ppd xxxx the heart is normal in size.', 'the mediastinum is unremarkable.', 'the lungs are clear.', 'no evidence of active disease.']","['normal normal pa <unk> frontallateral xxxx ppd xxxx the heart is normal in size.', '<unk> heart is unremarkable.', 'the lungs are clear.', 'no acute of active disease.', '.']"
2,"['normal normal.', 'two views of the chest frontal and lateral views.', 'two views of the ribs frontal and oblique views persistent xxxx.', 'osteopenia and recent xxxx on left chest.', 'lower rib pain xxxx on a xxxx one xxxx ago xxxx xxxx.', 'xxxx xxxx.', 'chest.', 'lungs are clear bilaterally.', 'cardiac and mediastinal silhouettes are normal.', 'pulmonary vasculature is normal.', 'no pneumothorax or pleural effusion.', 'no acute bony abnormality.', 'ribs.', 'there are no displaced rib fractures or obvious nondisplaced rib fractures.', 'soft tissues appear normal.', 'chest.', 'no acute cardiopulmonary abnormality.', 'ribs.', 'no displaced rib fractures or obvious nondisplaced rib fractures.']","['normal normal xray.', 'the views of the chest from and lateral views.', 'the views of the chest and oblique views persistent xxxx.', 'no and recent spine on xxxx chest.', 'no cervical pain xxxx on a xxxx one xxxx ago xxxx xxxx.', 'no xxxx are.']"
3,"['catheters <unk> granulomamultiple catheters indwellingcalcified granuloma chest pa and lateral on xxxx xxxx.', 'this is a <unk> male patient with reported bleeding from the xxxx.', 'chest <unk> xxxx xxxx.', 'nan the cardiac silhouette is normal in size and configuration.', 'the mediastinum and perihilar appear unremarkable.', 'a xxxx lumen catheter is seen overlying the right chest and xxxx entering from subclavian approach.', 'the tip is noted in the superior xxxx xxxx inferiorly.', 'no pneumothorax identified.', 'the lungs appear clear.', 'few calcified granulomata are noted incidentally.', 'osseous structures appear to be within normal limits.', 'previously seen <unk> picc line has been removed.']","['normal indwellingleft lobebilateralfocalmultiple catheters chest chest chest views and lateral dated xxxx xxxx at.', '<unk> is a <unk> female patient with complaints productive complaints tachycardia dyspnea and.', 'the pain xxxx normal.', 'no the cardiac silhouette is normal in size and configuration.', 'no lungs and perihilar structures unremarkable.', 'no mm of is has in in the lower lower overlying stable the study.']"
4,"['lunghypoinflation lung single view chest abdomensingle view xxxx xxxx xxxx pm kubxxxx constipation postop xxxx xxxx.', 'chest.', 'lung volumes are low but no focal infiltrates are present.', 'heart and mediastinum remain normal.', 'abdomen.', 'multiple slightly distended loops are present from stomach to rectum.', 'formed stool is present in the rectum.', 'chest.', 'hypoinflation with no visible active cardiopulmonary disease.', 'abdomen.', 'negative.', 'no mechanical obstruction.']","['normal lung pa view chest abdomensingle view xxxx xxxx xxxx pm kubxxxx constipation postop xxxx xxxx.', 'the pain.', 'no volumes are low no focal infiltrates are present.', 'no size mediastinum normal normal.']"
5,"['normal normal chest radiograph examination views performed xxxx xxxx at xxxx.', '<unk> xxxx with suspected pneumothorax.', 'none.', 'the cardiomediastinal silhouette is within normal limits for appearance.', 'no focal areas of pulmonary consolidation.', 'no pneumothorax.', 'no pleural effusion.', 'the thoracic spine appears intact.', 'no acute intrathoracic abnormality.']","['normal normal pa <unk> examination views performed xxxx xxxx at xxxx.', '<unk> male with xxxx pneumothorax.', 'the.', 'no heart silhouette is within normal limits for size.', 'no acute airspace of pulmonary consolidation.', 'no acute or.']"
6,"['normal normal xray chest pa and lateral testicular carcinoma nan the heart size and pulmonary vascularity appear within normal limits.', 'the lungs are free of focal airspace disease.', 'no pleural effusion or pneumothorax is seen.', 'no discrete nodules or adenopathy identified.', 'no evidence of active disease.']","['normal normal xray chest pa and lateral <unk> carcinoma nan the heart size and pulmonary vascularity appear within normal limits.', 'the lungs are clear of focal airspace disease.', 'the focal effusion or pneumothorax seen.', 'no acute nodules or adenopathy identified.']"
7,"['cardiac shadowenlargedcardiomegaly cardiac shadowcardiomegaly pa and lateral views of the chest xxxx xxxx at xxxx hours <unk> xxxx with xxxx.', 'xxxx xxxx.', 'the lungs are clear and without focal airspace opacity.', 'the cardiomediastinal silhouette is enlarged.', 'there is no pneumothorax or large pleural effusion.', 'cardiomegaly but no focal consolidation.']","['normal shadowenlargedmildopacitylungbilateralscatteredopacitylungmiddle cardiac shadowcardiomegaly xray and lateral views of the chest xxxx xxxx at xxxx hours <unk> xxxx with xxxx.', '<unk> xxxx xxxx.', 'no lungs are clear without focal airspace opacity.', 'no heart silhouette is within.', 'no is no focal or large pleural effusion.']"
8,"['thoracic vertebraedegenerativemild thoracic vertebrae xray chest pa and lateral xxxx year old with chest pain.', 'none.', 'the heart is normal in size and contour.', 'the lungs are clear without evidence of infiltrate.', 'there is no pneumothorax or effusion.', 'mild degenerative changes at the lower thoracic spine.', 'no acute cardiopulmonary disease.']","['normal vertebraedegenerative thoracic vertebrae xray chest pa and lateral xxxx year old male chest pain.', 'xxxx.', 'no lungs is normal in size and contour.', 'no lungs are clear evidence of infiltrate.', 'no are no pneumothorax or effusion.']"
9,"['implanted medical deviceaortic valvecalcinosisaortapulmonary edemainterstitialmildcardiomegalymild implanted medical devicecalcinosispulmonary edemacardiomegaly pa and lateral chest dated xxxx copd xxxx stable appearance of aortic valve prosthesis.', 'sternotomy xxxx.', 'aortic calcifications.', 'mild interstitial edema.', 'no focal infiltrate.', 'no effusion or pneumothorax.', 'mild cardiomegaly.', 'mild interstitial edema.']","['normal medical devicethoraxleftcardiac valvecalcinosisaortapulmonary edemainterstitialmildcardiomegalymild implanted medical devicecalcinosispulmonary edemacardiomegaly pa and lateral chest dated xxxx copd xxxx stable appearance of aortic valve prosthesis.', '<unk> xxxx.', 'the calcifications.', 'no medial edema.', 'no acute airspace.', 'no acute or pneumothorax.']"
10,"['lunghypoinflation lung frontal and lateral view of the chest on xxxx xxxx at xxxx hours.', 'xxxx.', 'chest radiograph from xxxx.', 'there are low lung volumes.', 'cardiac silhouette and mediastinal contours are within normal limits.', 'there is no focal opacity.', 'there is no large pleural effusion.', 'there is no pneumothorax.', 'low lung volumes without acute cardiopulmonary disease.']","['normal lung chest and lateral views of the chest xxxxxxxx xxxx xxxx at xxxx hours.', '<unk> xxxx.', 'the pain xxxx xxxx xxxx.', 'no are no lung volumes with.', 'no silhouette is mediastinal contours are within normal limits.', 'no is no pneumothorax consolidation.']"
11,"['lunghyperdistentiondiaphragmbilateralflattenedpulmonary edemascoliosisrightmild lungdiaphragmpulmonary edemascoliosis xray chest pa and lateral <unk> male xxxx nan hyperinflated lungs with flattened diaphragm and increased retrosternal airspace.', 'no focal alveolar consolidation no definite pleural effusion seen.', 'heart size within normal limits the typical findings of pulmonary edema.', 'mild spine dextrocurvature noted.', 'hyperinflated lungs air trapping versus inspiratory xxxx.']","['normal edemascoliosisrightmild lungdiaphragmpulmonary edemascoliosis xray chest pa and lateral <unk> male xxxx nan hyperinflated lungs with flattened diaphragm and increased retrosternal airspace.', 'the focal alveolar consolidation no definite pleural effusion seen.', 'the size normal normal limits typical findings of pulmonary edema.', 'no spine curvature noted.', 'no lungs air trapping versus inspiratory xxxx.', '.']"
12,"['normal normal chest views frontal and lateral xxxx.', 'xxxx xxxx cardiac and mediastinal contours are within normal limits.', 'the lungs are clear.', 'bony structures are intact.', 'negative chest <unk>.']","['normal normal xray views frontal and lateral preoperative.', 'the xxxx cardiac and mediastinal contours are within normal limits.', 'the lungs are clear.', 'no structures are intact.', 'no chest <unk>.']"
13,"['calcinosismediastinumthoracic vertebraedegenerative calcinosisthoracic vertebrae xray chest pa and lateral <unk> female transplant workup.', 'chest <unk> dated xxxx at xxxx hours.', 'calcified mediastinal xxxx.', 'no focal areas of consolidation.', 'heart size within normal limits.', 'no pleural effusions.', 'no evidence of pneumothorax.', 'degenerative changes thoracic spine.', 'no acute cardiopulmonary abnormality.']","['normal vertebraedegenerative calcinosisthoracic vertebrae xray chest pa and lateral <unk> female transplant workup.', 'the pain xxxx xxxx at xxxx hours.', 'the granuloma xxxx.', 'no pneumothorax consolidation of consolidation.', 'no size and normal limits.', 'no acute effusion or.']"
14,"['normal normal pa and lateral of the chest xxxx <unk> with chest pain and right arm numbness.', 'none.', 'the cardiopulmonary silhouette is normal.', 'the heart size is normal.', 'the lungs are clear with no pulmonary effusions or pneumothorax.', 'no acute cardiopulmonary findings.']","['normal normal pa and lateral chest the chest <unk> <unk> with chest pain and right arm numbness.', '<unk>.', 'none lungs silhouette is normal.', 'the heart is and normal.', 'no lungs are clear bilaterally no pulmonary effusions or pneumothorax.', 'no acute cardiopulmonary abnormality.']"
15,"['normal normal pa and lateral chest.', 'xxxx xxxx followup on reported pneumonia xxxx xxxx postsurgical changes of xxxx sternotomy with screw fixation of anterior xxxx plates.', 'heart size and cardiomediastinal silhouette are normal.', 'no focal consolidation suspicious bony opacity pneumothorax or pleural effusion.', 'no acute osseous abnormality.', 'interval postsurgical changes of xxxx sternotomy without acute cardiopulmonary abnormality.']","['normal normal pa and lateral chest <unk>.', '<unk> xxxx of reported pneumonia xxxx xxxx postsurgical changes of xxxx sternotomy with screw fixation of anterior xxxx plates.', 'the size normal pulmonary silhouette are normal.', 'no acute airspace suspicious pulmonary opacity pneumothorax or pleural effusion.', 'no acute cardiopulmonary abnormality.', 'no development changes of xxxx sternotomy without acute cardiopulmonary abnormality.']"
16,"['infiltratelunglower <unk> <unk> <unk> effusionbilateralsmall <unk> <unk> diseasepleural effusion <unk> chest.', 'xxxx hours xxxx xxxx compared to xxxx xxxx.', 'shortness of breath.', 'nan patchy interstitial infiltrates have developed in both lower lobes.', 'both costophrenic xxxx are blunted.', 'aorta is somewhat tortuous with the heart size is normal.', 'pulmonary xxxx are normal.', 'bibasilar patchy airspace disease with bilateral small pleural fluid collections.']","['normal loberightimplanted fusioncervical male catheter lung chest rib xray xray xxxx xxxx.', '<unk> xxxx xxxx xxxx to xxxx xxxx.', 'the of breath.', 'no the basilar opacities in to in the lower lungs.', 'no lungs xxxx are blunted.', 'no normal tortuous calcified atherosclerotic atherosclerotic and and upper.']"
17,"['normal normal xray chest pa and lateral.', 'elevated <unk> xxxx xxxx.', 'nan normal heart size.', 'normal pulmonary vasculature.', 'normal mediastinal contours.', 'lung parenchyma is clear.', 'no airspace disease.', 'no pulmonary edema.', 'no xxxx of pleural effusions.', 'no xxxx of active cardiopulmonary disease.', 'unchanged.']","['normal normal pa chest pa and lateral xxxx.', '<unk> left xxxx.', 'no there heart size.', 'no heart vascularity.', 'no mediastinal contour.', 'no volumes is clear.', 'no acute disease.']"
18,"['normal normal xray chest pa and lateral test ca ro xxxx xxxx nan the heart is normal in size.', 'the mediastinum is unremarkable.', 'the lungs are clear.', 'no acute disease.']","['normal normal xray chest pa and lateral <unk> of preop xxxx in at lungs heart is normal in size.', 'the lungs is unremarkable.', 'the cardiomediastinal are clear.', 'no pneumothorax pulmonary.', '.']"
19,"['normal normal chest <unk> ap and lateral.', 'xxxx.', 'xxxx a.', 'm.', 'headache.', 'none.', 'the cardiomediastinal silhouette is normal.', 'the lungs are clear.', 'there is no pneumothorax or pneumomediastinum.', 'visualized bony structures are normal.', 'normal chest <unk>.']","['normal normal xray <unk> xxxx and lateral xxxx.', 'xxxx xxxx.', 'the xxxx.', 'the.', 'no xxxx.', 'no.']"
20,"['normal normal pa and lateral chest radiographs xxxx at xxxx hours.', '<unk> female with xxxx symptoms.', 'pa and lateral chest radiographs xxxx.', 'the heart size is normal.', 'the cardiomediastinal silhouette is stable in appearance.', 'the lungs are clear without focal airspace opacity pneumothorax or pleural effusion.', 'the xxxx are normal in appearance.', 'no acute cardiopulmonary finding.']","['normal normal pa and lateral chest <unk> at xxxx hours.', '<unk> female with xxxx dyspnea.', 'the lateral lateral views radiographs xxxx.', 'the heart size and normal.', 'no lungs silhouette is normal and size.', 'no lungs are clear bilaterally focal area opacity pleural or pleural effusion.', 'no lungs are intact size.']"
21,"['normal normal chest views frontal and lateral xxxx.', 'none.', 'cardiac and mediastinal contours are within normal limits.', 'the lungs are clear.', 'bony structures are intact.', 'negative chest <unk>.']","['normal normal xray views frontal and lateral preoperative.', 'nan.', 'the and mediastinal contours are within normal limits.', 'no lungs are clear.', 'no structures are intact.']"
22,"['normal normal chest v frontallateral dyspnea xxxx the heart is normal in size.', 'the mediastinum is stable.', 'the lungs are clear.', 'no acute disease.']","['normal normal pa <unk> frontallateral xxxx nan xxxx heart is normal in size.', '<unk> heart is unremarkable.', 'no lungs are clear.', 'no acute cardiopulmonary.', '.']"
23,"['normal normal chest views.', 'chest pain.', 'chest single view from xxxx xxxx.', 'heart size is normal.', 'cardiomediastinal silhouette is normal in contour.', 'the lungs are clear bilaterally without pleural effusion or pneumothorax.', 'no pulmonary nodules.', 'bony structures are intact.', 'negative for acute abnormality.']","['normal normal pa views.', '<unk> pain.', 'no pain on xxxx.', 'the size is normal.', 'no silhouette is within in size.', 'no lungs are clear bilaterally focal or or pneumothorax.', 'no acute nodules visualized.']"