Description
This pretrained pipeline is built on the top of jsl_meds_4b_q16_v4 model.
How to use
from sparknlp.pretrained import PretrainedPipeline
pipeline = PretrainedPipeline("jsl_meds_4b_q16_v4_pipeline", "en", "clinical/models")
text = """<no_think></no_think>
A 23-year-old pregnant woman at 22 weeks gestation presents with burning upon urination. She states it started 1 day ago and has been worsening despite drinking more water and taking cranberry extract. She otherwise feels well and is followed by a doctor for her pregnancy. Her temperature is 97.7°F (36.5°C), blood pressure is 122/77 mmHg, pulse is 80/min, respirations are 19/min, and oxygen saturation is 98% on room air. Physical exam is notable for an absence of costovertebral angle tenderness and a gravid uterus.
Which of the following is the best treatment for this patient?
A: Ampicillin
B: Ceftriaxone
C: Ciprofloxacin
D: Doxycycline
E: Nitrofurantoin
"""
result = pipeline.fullAnnotate(text)
from johnsnowlabs import nlp, medical
pipeline = nlp.PretrainedPipeline("jsl_meds_4b_q16_v4_pipeline", "en", "clinical/models")
text = """<no_think></no_think>
A 23-year-old pregnant woman at 22 weeks gestation presents with burning upon urination. She states it started 1 day ago and has been worsening despite drinking more water and taking cranberry extract. She otherwise feels well and is followed by a doctor for her pregnancy. Her temperature is 97.7°F (36.5°C), blood pressure is 122/77 mmHg, pulse is 80/min, respirations are 19/min, and oxygen saturation is 98% on room air. Physical exam is notable for an absence of costovertebral angle tenderness and a gravid uterus.
Which of the following is the best treatment for this patient?
A: Ampicillin
B: Ceftriaxone
C: Ciprofloxacin
D: Doxycycline
E: Nitrofurantoin
"""
result = pipeline.fullAnnotate(text)
import com.johnsnowlabs.nlp.pretrained.PretrainedPipeline
val pipeline = new PretrainedPipeline("jsl_meds_4b_q16_v4_pipeline", "en", "clinical/models")
val text = """<no_think></no_think>
A 23-year-old pregnant woman at 22 weeks gestation presents with burning upon urination. She states it started 1 day ago and has been worsening despite drinking more water and taking cranberry extract. She otherwise feels well and is followed by a doctor for her pregnancy. Her temperature is 97.7°F (36.5°C), blood pressure is 122/77 mmHg, pulse is 80/min, respirations are 19/min, and oxygen saturation is 98% on room air. Physical exam is notable for an absence of costovertebral angle tenderness and a gravid uterus.
Which of the following is the best treatment for this patient?
A: Ampicillin
B: Ceftriaxone
C: Ciprofloxacin
D: Doxycycline
E: Nitrofurantoin
"""
val result = pipeline.fullAnnotate(text)
Results
<think>
</think>
The best treatment for this patient is:
**E: Nitrofurantoin**
### Rationale:
- The patient is a pregnant woman at 22 weeks gestation presenting with symptoms of a urinary tract infection (UTI) (burning upon urination).
- The symptoms have worsened despite increased fluid intake and cranberry extract.
- The physical examination is otherwise normal, with no costovertebral angle tenderness.
- The patient's vital signs are stable.
**Nitrofurantoin** is considered a safe and effective first-line antibiotic for treating uncomplicated UTIs in pregnant women. It has a favorable safety profile during pregnancy and is not associated with significant teratogenic effects.
**Why not the other options?**
- **Ampicillin (A)**: While it can be used in pregnancy, it is not the first-line treatment for UTIs.
- **Ceftriaxone (B)**: This is a broad-spectrum antibiotic that is not typically used for uncomplicated UTIs in pregnancy.
- **Ciprofloxacin (C)**: This is contraindicated in pregnancy due to potential risks to the fetus.
- **Doxycycline (D)**: This is contraindicated in pregnancy, especially in the first trimester, and is not recommended for use during pregnancy.
Model Information
| Model Name: | jsl_meds_4b_q16_v4_pipeline |
| Type: | pipeline |
| Compatibility: | Healthcare NLP 6.1.0+ |
| License: | Licensed |
| Edition: | Official |
| Language: | en |
| Size: | 6.4 GB |
Included Models
- DocumentAssembler
- MedicalLLM