Lite Training Strategies for Portuguese-English and English-Portuguese Translation
Paper • 2008.08769 • Published
sequencia stringlengths 12 499k | label int64 0 1 |
|---|---|
appointment at the office at normal or pre-established time rm - cervical or dorsal spine or lumbar spine appointment at the office at normal or pre-established time sodium chloride - baxter - 9 mg/ml sol inj iv bols pvc inc sist fech x 250 ml Observation room rate up to 6 hours tramadon - 50 mg/ ml sol inj cx 100 amp... | 1 |
24-hour emergency dentistry consultation 24-hour emergency dentistry consultation hospital rates sodium chloride conventional ecg of up to 12 leads Observation room rate up to 6 hours Persiantin - inj. 5 amps. 2 ml. - boehringer ingelheim dramin b6 dl 3+5+100+100mg/ml sol.inj.100amp 10ml - cosmed hospital rates Observ... | 0 |
mucocele excision or excision profenid - 100 mg po liof sol inj cx 50 fa vd trans novalgin - 500 mg/ml sol inj ct est 50 amp vd amb x 2 ml rate per use/session of the outpatient clinic tramadon - 50 mg/ ml sol inj cx 100 amp vd inc x 2 ml emb hosp water for injection - 1 ml/ml sol inj cx 200 amp plas trans x 10 ml b.br... | 0 |
rm - joint by joint appointment at the office at normal or pre-established time conventional ecg of up to 12 leads appointment at the office at normal or pre-established time appointment at the office at normal or pre-established time appointment at the office at normal or pre-established time appointment at the office... | 0 |
25 hydroxy vitamin d testing and/or dosing vitamin d3 calcium - search and/or dosage cholesterol hdl - search and/or dosage cholesterol ldl - search and/or dosage total cholesterol - research and/or dosage Creatinine - research and/or dosage serum iron - testing and/or dosing alkaline phosphatase - research and/or dos... | 0 |
gastroenterology consultation bilirubins direct indirect and total - search and/or dosage ceruloplasmin - research and/or dosage copper - research and/or dosage serum iron - testing and/or dosing alkaline phosphatase - research and/or dosage gamma-glutamyl transferase - research and/or dosage glucose - search and/or d... | 1 |
psychology consultation total metal crown ceramic implant clinical crown increase pre-made pin preparation for intraradicular core hospital rates hospital rates hospital rates hospital rates peripheral venous catheter pur introcan right g22x1pol 4251318 unplanned immobilizations any segment toragesic - inj. 30 mg/ml 3 ... | 0 |
appointment at the office at normal or pre-established time ultrasonic - monocular pachymetry retinal mapping indirect ophthalmoscopy - monocular General appointment at the office at normal or pre-established time tc - face or breasts of the face appointment at the office at normal or pre-established time appointment a... | 1 |
hospital rates appointment at the office at normal or pre-established time chemotherapeutic hospital rates appointment at the office at normal or pre-established time General appointment at the office at normal or pre-established time amylase - research and/or dosage Creatinine - research and/or dosage potassium - test... | 1 |
teflan restricted hosp. - 40 mg. po liof. sol. inj. 50 fa vd. hosp. - chemical union appointment at the office at normal or pre-established time 1.25-dihydroxyvitamin d - research and/or dosage cholesterol hdl - search and/or dosage cholesterol ldl - search and/or dosage total cholesterol - research and/or dosage Creat... | 1 |
uric acid - search and/or dosage cholesterol hdl - search and/or dosage cholesterol ldl - search and/or dosage total cholesterol - research and/or dosage glucose - search and/or dosage triglycerides - search and/or dosage Creatinine - research and/or dosage Urea - research and/or dosage blood count with platelet or fra... | 0 |
rates of hire of equipment fauldvincri restricted hosp. - 1 mg/ml cx. 5 fa - libbs Creatinine - research and/or dosage sodium - screening and/or dosage potassium - test and/or dosage blood count with platelet or fraction count erythrocyte leukocyte platelets rates of hire of equipment sodium chloride restricted hosp.... | 1 |
Creatinine - research and/or dosage potassium - test and/or dosage sodium - screening and/or dosage Urea - research and/or dosage blood count with platelet or fraction count erythrocyte leukocyte platelets hemosedimentation hsv - research and/or dosage uric acid - search and/or dosage ionic calcium - research and/or... | 1 |
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Datasets used to test hospitalization prediction models
Datasets used in testing the trained models presented in the paper "Predicting Hospitalization with LLMs from Health Insurance Data". We provide data in English and Portuguese.
All data here is anonymized and represents the patient's event history, ordered from left to right in a sentence format, with data on the left being oldest and data on the right being newest. Label values 0 indicate that the patient was not hospitalized after that historical sequence, and 1 otherwise.
The original data is in Portuguese and was translated into English using the translation-pt-en-t5 translation model. The data were randomly selected 5 times using the seeds [12, 23, 34, 45, 56] for each selection. Therefore, for each of the versions, Portuguese and English, there are 5 test sets.
Dataset with the suffix "pt" is in Portuguese and with the suffix "en" in English.
Test models
To test the models, use the guidelines as described in the paper "Predicting Hospitalization with LLMs from Health Insurance Data". To carry out tests with RandomForest it is necessary to extract the embeddings using the sentence transformers framework.
More Information
Refer to the original paper, Predicting Hospitalization with LLMs from Health Insurance Data
Refert to another article related to this research, Predicting Hospitalization from Health Insurance Data
Questions?
Email:
- Everton F. Baro: efbaro@inf.ufpr.br, everton.barros@ifpr.edu.br
- Luiz S. Oliveira: luiz.oliveira@ufpr.br
- Alceu de Souza Britto Junior: alceu.junior@pucpr.br
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