idx
int64 0
99
| transcription
stringlengths 39
98
| label
stringclasses 5
values |
|---|---|---|
0 | Patient presents with acute chest pain and shortness of breath | Cardiology |
1 | Discussed potential cancer treatment options with patient | Oncology |
2 | Reviewed patient's neurological exam and MRI results | Neurology |
3 | Assessed patient for possible pulmonary issues | Pulmonology |
4 | Performed a comprehensive gynecological examination | Obstetrics and Gynecology |
5 | Reviewed patient's echocardiogram results indicating mild aortic stenosis | Cardiology |
6 | Reviewed patient's latest blood work indicating elevated tumor markers | Oncology |
7 | Patient reports frequent migraines and photophobia | Neurology |
8 | Patient reported a persistent cough and wheezing for the past two months | Pulmonology |
9 | Patient is in her second trimester and is having regular prenatal check-ups | Obstetrics and Gynecology |
10 | The patient has been experiencing intermittent palpitations and occasional dizziness | Cardiology |
11 | Explained chemotherapy treatment plan to the patient's family | Oncology |
12 | Patient complains of frequent headaches and occasional dizziness | Neurology |
13 | Evaluated patient's lung function using spirometry | Pulmonology |
14 | Patient is in the second trimester of pregnancy and complaining of morning sickness | Obstetrics and Gynecology |
15 | Patient exhibits symptoms consistent with a myocardial infarction | Cardiology |
16 | Discussed chemotherapy regimen and potential side effects with patient | Oncology |
17 | Assessed for signs of Parkinson's disease during neurological examination | Neurology |
18 | Discussed the results of the patient's spirometry test indicating reduced lung function | Pulmonology |
19 | Performed a routine pelvic exam and pap smear | Obstetrics and Gynecology |
20 | Examination of the heart's electrical activity indicates possible arrhythmia | Cardiology |
21 | Discussed radiation therapy options and schedules | Oncology |
22 | Reviewed patient's history and current medication regimen | Neurology |
23 | Discussed the patient's smoking history and its impact on lung health | Pulmonology |
24 | Examining a patient with a history of recurrent miscarriages | Obstetrics and Gynecology |
25 | Performed a stress test on the patient to assess cardiac function | Cardiology |
27 | Performed a lumbar puncture to rule out meningitis | Neurology |
28 | Examined the patient for signs of chronic obstructive pulmonary disease (COPD) | Pulmonology |
29 | Discussed birth control options with patient | Obstetrics and Gynecology |
30 | Performed angioplasty to remove arterial blockage in the patient's left anterior descending artery | Cardiology |
31 | Patient inquiring about side effects of targeted therapy | Oncology |
32 | Discussed diagnosis and treatment plan for Parkinson's disease | Neurology |
33 | Examined patient's chest X-ray for signs of pneumonia | Pulmonology |
34 | Performed an ultrasound and found a normal fetal heartbeat | Obstetrics and Gynecology |
35 | Administered beta-blockers to manage patient's hypertension | Cardiology |
37 | Discussed seizure management and medication adherence with patient | Neurology |
38 | Performed a bronchoscopy to investigate the cause of a patient's hemoptysis | Pulmonology |
39 | Advised patient on cervical cancer screening | Obstetrics and Gynecology |
41 | Reviewed results of the latest biopsy for suspected lymphoma | Oncology |
42 | Performed a lumbar puncture to analyze cerebrospinal fluid | Neurology |
43 | Treated patient's bronchitis with antibiotics and corticosteroids | Pulmonology |
44 | Discussing birth plan options with expectant mother | Obstetrics and Gynecology |
45 | Discussed lifestyle modifications to improve cardiovascular health | Cardiology |
47 | Conducted an EEG to evaluate for epilepsy | Neurology |
48 | Patient has been diagnosed with asthma and requires an updated action plan | Pulmonology |
49 | Examined patient for symptoms of endometriosis | Obstetrics and Gynecology |
51 | Informed patient about potential clinical trial for a new cancer drug | Oncology |
52 | Assessed patient for signs of multiple sclerosis | Neurology |
53 | Provided patient with inhaler technique education | Pulmonology |
54 | Conducting a routine pelvic examination for a female patient | Obstetrics and Gynecology |
55 | Monitored patient's cardiac rhythm post-angioplasty | Cardiology |
57 | Ordered a CT scan of the brain to investigate possible stroke | Neurology |
58 | Patient's chest X-ray showed signs of pneumonia | Pulmonology |
59 | Patient came in for a first-trimester ultrasound | Obstetrics and Gynecology |
61 | Adjusted cancer medication dosage based on recent blood test results | Oncology |
62 | Discussed potential surgical options for the patient's intractable seizures | Neurology |
63 | Scheduled patient for a pulmonary function test to assess asthma control | Pulmonology |
64 | Patient requires counseling for polycystic ovary syndrome (PCOS) | Obstetrics and Gynecology |
65 | Assessed patient for signs of pericarditis | Cardiology |
67 | Evaluated patient for signs of multiple sclerosis | Neurology |
68 | Consulted on a case of suspected lung cancer due to a persistent dry cough | Pulmonology |
69 | Assisted in the delivery of a full-term baby | Obstetrics and Gynecology |
71 | Conducted a follow-up appointment to monitor patient's response to hormone therapy | Oncology |
72 | Examined patient for symptoms of vertigo and balance issues | Neurology |
73 | Reviewed patient's arterial blood gas results to evaluate respiratory function | Pulmonology |
74 | Reviewing case of postpartum hemorrhage | Obstetrics and Gynecology |
75 | Conducted an electrocardiogram (EKG) to evaluate suspected arrhythmia | Cardiology |
77 | Performed a carotid ultrasound to assess for vascular disease | Neurology |
79 | Performed a routine breast examination and mammogram | Obstetrics and Gynecology |
81 | Patient expressed concerns about treatment affordability | Oncology |
82 | Performed a nerve conduction study for suspected peripheral neuropathy | Neurology |
83 | Treated patient's COPD exacerbation with oxygen therapy and bronchodilators | Pulmonology |
84 | Providing prenatal care advice for healthy pregnancy | Obstetrics and Gynecology |
85 | Scheduled a cardiac catheterization to investigate potential coronary artery disease | Cardiology |
87 | Reviewed patient's recent TIA and discussed secondary prevention | Neurology |
89 | Advised patient on menopause management | Obstetrics and Gynecology |
91 | Notified next of kin about patient's remission status | Oncology |
92 | Reviewed patient's MRI scan for signs of a brain tumor | Neurology |
93 | Conducted a thoracentesis procedure to drain fluid from the patient's pleural space | Pulmonology |
94 | Performed a C-section due to fetal distress | Obstetrics and Gynecology |
95 | Prescribed anticoagulant therapy for patient's atrial fibrillation | Cardiology |
97 | Conducted a physical therapy assessment for post-stroke rehabilitation | Neurology |
99 | Discussed fertility options with patient | Obstetrics and Gynecology |
TranscriptionClassifierCohort
tags: Classification, Medical, Specialty
Note: This is an AI-generated dataset so its content may be inaccurate or false
Dataset Description: The dataset titled 'TranscriptionClassifierCohort' is designed to assist machine learning practitioners in developing a medical transcription classifier that can differentiate between various medical specialties based on transcription data. Each row in the dataset represents a sample transcription excerpt labeled with the corresponding medical specialty it pertains to. The dataset is intended for training and testing classification models to automate the categorization of medical transcriptions into specific specialties such as Cardiology, Oncology, Neurology, etc.
CSV Content Preview:
id,transcription,label
1,Patient presents with acute chest pain and shortness of breath, Cardiology
2,Discussed potential cancer treatment options with patient, Oncology
3,Reviewed patient's neurological exam and MRI results, Neurology
4,Assessed patient for possible pulmonary issues, Pulmonology
5,Performed a comprehensive gynecological examination, Obstetrics and Gynecology
Source of the data:
The dataset was generated using the Infinite Dataset Hub and microsoft/Phi-3-mini-4k-instruct using the query 'Medical transcription classifier per speciality':
- Dataset Generation Page: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=Medical+transcription+classifier+per+speciality&dataset=TranscriptionClassifierCohort&tags=Classification,+Medical,+Specialty
- Model: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- More Datasets: https://huggingface.co/datasets?other=infinite-dataset-hub
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