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Physician Dictation Audio Data datasets for Machine Learning
Our de-identified dataset for healthcare include 31 different specialties audio files dictated by physicians describing patients’ clinical condition and plan of care based on physician-patient encounters in the hospital/clinical setting.
Off-the-Shelf Physician Dictation Audio Files:
- 257,977 hours of Real-world Physician Dictation Speech Dataset from 31 specialties’ to train Healthcare Speech models
- Dictation audio captured from various devices like Telephone Dictation (54.3%), Digital Recorder (24.9%), Speech Mic (5.4%), Smart Phone (2.7%) and Unknown (12.7%)
- PII Redacted Audio & Transcripts adhering to Safe Harbor Guidelines in conformance with HIPAA
Audio Data by Gender
| Speciality | Patient Audio Files (Playtime in Hours) | Total No. of Audio Files |
|---|---|---|
Total | 257,977 | 5,172,766 |
| Male | 58,850 | 2,444,910 |
| Female | 113,406 | 1,290,900 |
| Unknown | 85,721 | 1,436,956 |
Audio Data by Specialty
| Speciality | Patient Audio Files (Playtime in Hours) | Total No. of Audio Files |
|---|---|---|
Total | 257,977 | 5,172,766 |
| Accident & emergency | 9 | 359 |
| Allergy and Immunology | 1152 | 22202 |
| Anesthesiology | 677 | 22280 |
| Anesthetics | 1 | 9 |
| APRN | 163 | 1693 |
| Cardiology | 67504 | 1566721 |
| Cardiothoracic | 17 | 122 |
| Cardiothoracic surgery | 1 | 10 |
| Clinical hematology | 0 | 2 |
| Clinical physiology | 50 | 160 |
| Critical Care | 707 | 9645 |
| Dental | 55 | 1233 |
| Dermatology | 148 | 3474 |
| Diagnostic Radiology | 255 | 7591 |
| Ear, Nose And Throat | 51 | 658 |
| ED Physician Assistant | 0 | 70 |
| Emergency | 3675 | 62256 |
| Emergency Room Specialist | 30 | 378 |
| Endocrinology | 219 | 3212 |
| Family Medicine | 13639 | 263480 |
| Family Nurse Practitioner | 424 | 9018 |
| Family Practice | 262 | 2498 |
| Gastroenterology | 3127 | 62158 |
| General | 26 | 313 |
| General dental practice | 2 | 25 |
| General medicine | 30 | 327 |
| General Psychiatry | 3 | 36 |
| General Surgeon | 27 | 893 |
| General surgery | 237 | 2220 |
| Geriatric Medicine | 461 | 5323 |
| GI | 55 | 550 |
| Gynecology | 4 | 25 |
| Hematology – Oncology | 22 | 394 |
| HIM | 0 | 19 |
| Hospice & Palliative Medicine | 4 | 41 |
| Hospitalist | 99 | 1493 |
| IH-Industrial Health | 73 | 945 |
| Internal Medicine | 42604 | 623072 |
| Internal Medicine And Nephrology | 15 | 111 |
| Internal Medicine, Pulmonary Medicine, Critical Care Medicine And Sleep Medicine | 5 | 102 |
| Medical oncology | 16 | 67 |
| Medicine | 5 | 122 |
| Nephrology | 2431 | 39821 |
| Neuro/TBI | 173 | 1157 |
| Neurology | 1476 | 17786 |
| Neurosurgery | 86 | 755 |
| Nurse Practitioner | 81 | 432 |
| Nurse Practitioner – Family | 9 | 113 |
| OB/GYN | 2424 | 42739 |
| Occupational medicine | 79 | 763 |
| Occupational Therapist | 8 | 68 |
| Oncology | 6816 | 82300 |
| OPERATIVE CARE | 0 | 5 |
| Ophthalmology | 609 | 19299 |
| Oral & Maxillofacial Surgeon | 1 | 8 |
| Oral surgery | 1 | 13 |
| Orthopaedics & Sports Medicine | 149 | 3165 |
| Orthopedic | 4849 | 145053 |
| Osteopathic | 310 | 5566 |
| Otolaryngology | 995 | 19548 |
| Pain Management | 2 | 30 |
| Pain Medicine | 1 | 11 |
| PANP | 10760 | 145960 |
| Pathology | 1143 | 43462 |
| Pediatric Dentistry | 15 | 420 |
| Pediatric pulmonology | 4 | 40 |
| Pediatric specialty | 35 | 682 |
| Pediatric surgery | 2 | 23 |
| Pediatrics | 877 | 9271 |
| Physical Medicine & Rehabilitation | 1347 | 23523 |
| Physical Therapist | 114 | 1713 |
| Physician Asst. | 6 | 38 |
| Plastic surgery – specialty | 13 | 183 |
| Podiatric Surgery | 4 | 24 |
| Podiatry | 892 | 12056 |
| Preventive Medicine | 21 | 191 |
| PRIMARY CARE ATTENDING | 1 | 7 |
| Psychiatry | 8871 | 70269 |
| Psychotherapy (specialty) | 50 | 229 |
| Pulmonary | 3809 | 64368 |
| Radiology | 10962 | 630983 |
| Rehabilitation | 2515 | 30078 |
| Resident | 46 | 641 |
| Rheumatology | 13 | 124 |
| Speech Therapy | 29 | 327 |
| Sports Medicine | 3 | 49 |
| Surgery | 14431 | 236788 |
| Surgery Physician Assistant | 0 | 3 |
| Surgical specialty | 22 | 290 |
| Thoracic medicine | 5 | 27 |
| Thoracic surgery | 4 | 37 |
| Transplant | 3 | 32 |
| Trauma & orthopedics | 140 | 1308 |
| Unknown | 42269 | 748054 |
| Upper gastrointestinal surgery | 4 | 58 |
| Urology | 3170 | 96934 |
| VASCULAR SURGERY | 19 | 156 |
| Vascular/General | 9 | 268 |
| Wound Care | 15 | 211 |
Audio Data by Device
| Speciality | Patient Audio Files (Playtime in Hours) | Total No. of Audio Files |
|---|---|---|
Total | 257,977 | 5,172,766 |
| IPHONE | 666 | 32,382 |
| Digital Recorder | 1,659 | 22,377 |
| Mixed type | 69,818 | 1,408,679 |
| SmartPhone | 51,533 | 1,306,405 |
| SpeechMic | 10,329 | 257,730 |
| Telephone Dictation | 120,867 | 2,071,557 |
| Unknown | 3,104 | 73,636 |
We deal with all types of Data Licensing i.e., text, audio, video, or image. The datasets consist of Medical datasets for ML: Physician Dictation Dataset, Physician Clinical Notes, Medical Conversation Dataset, Medical Transcription Dataset, Doctor-Patient Conversation, Medical Text Data, Medical Images – CT Scan, MRI, Ultra Sound (collected basis custom requirements).
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