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68
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prediction
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68
166
wer
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0
0.19
cer
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0
0.13
entities
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91
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0.67
audio
audioduration (s)
5.01
16.1
Please evaluate Mr. Jones for eligibility for depemokimab, as he has severe eosinophilic asthma despite current therapy.
Please evaluate Mr. Jones for eligibility for dupemachimab, as he has severe eosinophilic asthma despite current therapy.
0.058824
0.034188
"[{\"text\": \"depemokimab\", \"category\": \"drug\", \"char_start\": 46, \"char_end\": 57}]"
0.272727
Abdominal ultrasound performed to assess liver parenchyma given patient's history of familial chylomicronemia syndrome and initiation of plozasiran.
Abdominal ultrasound performed to assess liver parenchyma given patient's history of familial chylomicronemia syndrome and initiation of plazosarin.
0.055556
0.027211
"[{\"text\": \"plozasiran\", \"category\": \"drug\", \"char_start\": 137, \"char_end\": 147}]"
0.4
Patients receiving donidalorsen demonstrated a significant reduction in the frequency of hereditary angioedema attacks during the study period.
Patients receiving Donadelorcin demonstrated a significant reduction in the frequency of hereditary angioedema attacks during the study period.
0.055556
0.028169
"[{\"text\": \"donidalorsen\", \"category\": \"drug\", \"char_start\": 19, \"char_end\": 31}]"
0.416667
Patient discharged with a prescription for tradipitant for motion sickness prevention.
Patient discharged with a prescription for tradipitant for motion sickness prevention.
0
0
"[{\"text\": \"tradipitant\", \"category\": \"drug\", \"char_start\": 43, \"char_end\": 54}]"
0
Initiate gepotidacin 1500 mg BID for three days for her acute uncomplicated cystitis.
Initiate gepatidacin 1500 mg bid for 3 days for her acute uncomplicated cystitis.
0.153846
0.071429
"[{\"text\": \"gepotidacin\", \"category\": \"drug\", \"char_start\": 9, \"char_end\": 20}]"
0.090909
Prescribe fitusiran, 80 mg subcutaneously once monthly, for bleeding prophylaxis in this patient with hemophilia B and inhibitors.
Prescribe fiducarin, 80 mg subcutaneously once monthly, for bleeding prophylaxis in this patient with hemophilia B and inhibitors.
0.055556
0.031496
"[{\"text\": \"fitusiran\", \"category\": \"drug\", \"char_start\": 10, \"char_end\": 19}]"
0.444444
Given his persistent symptoms from obstructive hypertrophic cardiomyopathy, we are referring him for a cardiology opinion regarding aficamten.
Given his persistent symptoms from obstructive hypertrophic cardiomyopathy, we are referring him for a cardiology opinion regarding a Fickhamton.
0.111111
0.028571
"[{\"text\": \"aficamten\", \"category\": \"drug\", \"char_start\": 132, \"char_end\": 141}]"
0.222222
Clinical history includes familial chylomicronemia syndrome, currently managed with olezarsen, presenting with epigastric discomfort.
Clinical history includes familial chylomicronemia syndrome, currently managed with olzarsen, presenting with epigastric discomfort.
0.071429
0.007692
"[{\"text\": \"olezarsen\", \"category\": \"drug\", \"char_start\": 84, \"char_end\": 93}]"
0.111111
Initiate levacetylleucine for the neurological manifestations of Niemann-Pick type C disease.
Initiate levesetilucine for the neurological manifestations of Niemann-Pick Type C disease.
0.083333
0.054348
"[{\"text\": \"levacetylleucine\", \"category\": \"drug\", \"char_start\": 9, \"char_end\": 25}]"
0.3125
Plan to initiate therapy with obecabtagene autoleucel for the patient's relapsed B-cell acute lymphoblastic leukemia.
Plan to initiate therapy with obcaptaging autolusel for the patient's relapsed B-cell acute lymphoblastic leukemia.
0.125
0.051724
"[{\"text\": \"obecabtagene autoleucel\", \"category\": \"drug\", \"char_start\": 30, \"char_end\": 53}]"
0.26087
The patient was randomized to receive inavolisib in combination with palbociclib and fulvestrant as per the study arm.
The patient was randomized to receive enavelizib in combination with palbuciclib and fulvestrant, as per the study arm.
0.111111
0.034188
"[{\"text\": \"inavolisib\", \"category\": \"drug\", \"char_start\": 38, \"char_end\": 48}]"
0.3
We plan to initiate sibeprenlimab for her IgA nephropathy to help reduce her significant proteinuria.
We plan to initiate cipranlimab for her IgA nephropathy to help reduce her significant proteinuria.
0.066667
0.04
"[{\"text\": \"sibeprenlimab\", \"category\": \"drug\", \"char_start\": 20, \"char_end\": 33}]"
0.307692
Topical beremagene geperpavec was discussed with the family as a potential treatment option for the patient's dystrophic epidermolysis bullosa wounds.
Topical berimaging jeppapaevec was discussed with the family as a potential treatment option for the patient's dystrophic epidermolysis bullosa wounds.
0.1
0.04698
"[{\"text\": \"beremagene geperpavec\", \"category\": \"drug\", \"char_start\": 8, \"char_end\": 29}]"
0.285714
Overall, the extent of metastatic disease remains stable on current zongertinib therapy.
Overall, the extent of metastatic disease remains stable on current zangotinib therapy.
0.083333
0.034884
"[{\"text\": \"zongertinib\", \"category\": \"drug\", \"char_start\": 68, \"char_end\": 79}]"
0.272727
Following surgical resection, we are initiating vorasidenib as adjuvant therapy for his IDH-mutant grade 2 astrocytoma.
Following surgical resection, we are initiating voracitinib as adjuvant therapy for his IDH mutant grade 2 astrocytoma.
0.058824
0.025641
"[{\"text\": \"vorasidenib\", \"category\": \"drug\", \"char_start\": 48, \"char_end\": 59}]"
0.272727
Prescribe paltusotine 30 mg orally once daily for ongoing management of her acromegaly.
Prescribe poltusartine 30 mg orally once daily for ongoing management of her acromegaly.
0.076923
0.034884
"[{\"text\": \"paltusotine\", \"category\": \"drug\", \"char_start\": 10, \"char_end\": 21}]"
0.181818
Brain MRI demonstrates no acute intracranial pathology to account for the patient's menopausal vasomotor symptoms, currently managed with elinzanetant.
Brain MRI demonstrates no acute intracranial pathology to account for the patient's menopausal vasomotor symptoms, currently managed with a linzanetant.
0.105263
0.013423
"[{\"text\": \"elinzanetant\", \"category\": \"drug\", \"char_start\": 138, \"char_end\": 150}]"
0.083333
Given the recent FDA approval, we plan to initiate the patient on doxecitine and doxribtimine for their thymidine kinase 2 deficiency.
Given the recent FDA approval, we plan to initiate the patient on doxycycline and doxriptamine for their thymidine kinase 2 deficiency.
0.095238
0.045455
"[{\"text\": \"doxecitine and doxribtimine\", \"category\": \"drug\", \"char_start\": 66, \"char_end\": 93}]"
0.185185
The patient received a single oral dose of zoliflodacin for the treatment of uncomplicated urogenital gonorrhea.
The patient received a single oral dose of Xalifladesin for the treatment of uncomplicated urogenital gonorrhea.
0.0625
0.045045
"[{\"text\": \"zoliflodacin\", \"category\": \"drug\", \"char_start\": 43, \"char_end\": 55}]"
0.416667
Considering his persistently elevated LDL despite maximal statin therapy, we are evaluating the potential for initiating lerodalcibep as a monthly subcutaneous option.
Considering his persistently elevated LDL despite maximal statin therapy, we are evaluating the potential for initiating liraglutide as a monthly subcutaneous option.
0.045455
0.048485
"[{\"text\": \"lerodalcibep\", \"category\": \"drug\", \"char_start\": 121, \"char_end\": 133}]"
0.666667
Datopotamab deruxtecan demonstrated a statistically significant improvement in progression-free survival compared to standard of care in the study population.
Dadapartumab Derixtecan demonstrated a statistically significant improvement in progression-free survival compared to standard of care in the study population.
0.1
0.038217
"[{\"text\": \"Datopotamab deruxtecan\", \"category\": \"drug\", \"char_start\": 0, \"char_end\": 22}]"
0.272727
Patient discharged on nerandomilast 25 mg twice daily for continued management of her idiopathic pulmonary fibrosis.
Patient discharged on narendamolast 25 mg twice daily for continued management of her idiopathic pulmonary fibrosis.
0.0625
0.034783
"[{\"text\": \"nerandomilast\", \"category\": \"drug\", \"char_start\": 22, \"char_end\": 35}]"
0.307692
The patient was discharged on resmetirom for their noncirrhotic MASH with moderate liver fibrosis, per recent EMA approval.
The patient was discharged on resmetirom for their non-cirrhotic MASH with moderate liver fibrosis, per recent EMA approval.
0.111111
0.008264
"[{\"text\": \"resmetirom\", \"category\": \"drug\", \"char_start\": 30, \"char_end\": 40}]"
0
Start penpulimab 200 mg IV every three weeks for recurrent nasopharyngeal carcinoma.
Start pembrolizumab 200 mg IV every 3 weeks for recurrent nasopharyngeal carcinoma.
0.166667
0.13253
"[{\"text\": \"penpulimab\", \"category\": \"drug\", \"char_start\": 6, \"char_end\": 16}]"
0.3
Initiate ziftomenib 200 mg orally once daily for relapsed NPM1-mutated AML, monitoring for differentiation syndrome.
Initiate ziftomib 200 mg orally once daily for relapsed NPM1-mutated AML, monitoring for differentiation syndrome.
0.0625
0.017544
"[{\"text\": \"ziftomenib\", \"category\": \"drug\", \"char_start\": 9, \"char_end\": 19}]"
0.2
No acute changes demonstrated on orbital CT; patient continues acoltremon for chronic dry eye disease.
No acute changes demonstrated on orbital CT. Patient continues aciltremen for chronic dry eye disease.
0.066667
0.02
"[{\"text\": \"acoltremon\", \"category\": \"drug\", \"char_start\": 63, \"char_end\": 73}]"
0.2
Clinical history notes IgA nephropathy with significant proteinuria, for which the patient recently initiated atrasentan.
Clinical history notes IgA nephropathy with significant proteinuria, for which the patient recently initiated Atracenton.
0.066667
0.016807
"[{\"text\": \"atrasentan\", \"category\": \"drug\", \"char_start\": 110, \"char_end\": 120}]"
0.3
Follow-up MRI of the lower extremities performed to assess disease progression in a Duchenne patient receiving givinostat.
Follow-up MRI of the lower extremities performed to assess disease progression in a Duchenne patient receiving givanostat.
0.055556
0.008264
"[{\"text\": \"givinostat\", \"category\": \"drug\", \"char_start\": 111, \"char_end\": 121}]"
0.1
We are referring Mr. Smith for consideration of telisotuzumab vedotin given his locally advanced non-squamous NSCLC with high c-Met overexpression.
We are referring Mr. Smith for consideration of Telesotuzumab Vedetin, given his locally advanced non-squamous NSCLC with high c-Met overexpression.
0.090909
0.013793
"[{\"text\": \"telisotuzumab vedotin\", \"category\": \"drug\", \"char_start\": 48, \"char_end\": 69}]"
0.190476
We are considering garadacimab for prophylaxis to prevent further hereditary angioedema attacks in this patient.
We are considering gareidasumab for prophylaxis to prevent further hereditary angioedema attacks in this patient.
0.066667
0.036036
"[{\"text\": \"garadacimab\", \"category\": \"drug\", \"char_start\": 19, \"char_end\": 30}]"
0.272727
We are considering initiating narsoplimab for her refractory transplant-associated thrombotic microangiopathy.
We are considering initiating narsoplimab for her refractory transplant-associated thrombotic microangiopathy.
0
0
"[{\"text\": \"narsoplimab\", \"category\": \"drug\", \"char_start\": 30, \"char_end\": 41}]"
0
Patient discharged with a prescription for suzetrigine 50 mg twice daily for ongoing acute pain management.
Patient discharged with a prescription for Suzitrijin 50 mg twice daily for ongoing acute pain management.
0.0625
0.028302
"[{\"text\": \"suzetrigine\", \"category\": \"drug\", \"char_start\": 43, \"char_end\": 54}]"
0.363636
Prescribe sebetralstat 80 mg by mouth as needed for acute hereditary angioedema attacks.
Prescribe cebitralstat 80 mg by mouth as needed for acute hereditary angioedema attacks.
0.076923
0.022989
"[{\"text\": \"sebetralstat\", \"category\": \"drug\", \"char_start\": 10, \"char_end\": 22}]"
0.166667
Patient was started on delgocitinib cream for her moderate-to-severe chronic hand eczema due to inadequate response to previous topical treatments.
Patient was started on delgocitinib cream for her moderate to severe chronic hand eczema due to inadequate response to previous topical treatments.
0
0
"[{\"text\": \"delgocitinib\", \"category\": \"drug\", \"char_start\": 23, \"char_end\": 35}]"
0
Patients receiving dordaviprone demonstrated a statistically significant improvement in overall survival compared to placebo.
Patients receiving dordoviprone demonstrated a statistically significant improvement in overall survival compared to placebo.
0.071429
0.008065
"[{\"text\": \"dordaviprone\", \"category\": \"drug\", \"char_start\": 19, \"char_end\": 31}]"
0.083333
Stable disease noted in the setting of ongoing avutometinib therapy.
stable disease noted in the setting of ongoing avutamatinib therapy.
0.1
0.029851
"[{\"text\": \"avutometinib\", \"category\": \"drug\", \"char_start\": 47, \"char_end\": 59}]"
0.166667
Patients in cohort A received a single infusion of etuvetidigene autotemcel following myeloablative conditioning.
Patients in Cohort A received a single infusion of etuvetadigene autotemsyl following myeloablative conditioning.
0.142857
0.026786
"[{\"text\": \"etuvetidigene autotemcel\", \"category\": \"drug\", \"char_start\": 51, \"char_end\": 75}]"
0.125
No acute intracranial hemorrhage or significant lymphadenopathy is identified in this patient with Wiskott-Aldrich syndrome.
No acute intracranial hemorrhage or significant lymphadenopathy is identified in this patient with Wiskott-Aldrich syndrome.
0
0
"[{\"text\": \"Wiskott-Aldrich syndrome\", \"category\": \"condition\", \"char_start\": 99, \"char_end\": 123}]"
0
We are referring this patient for allogeneic hematopoietic stem cell transplantation, and recommend a preparative conditioning regimen including treosulfan.
We are referring this patient for allogeneic hematopoietic stem cell transplantation and recommend a preparative conditioning regimen including triosulfan.
0.052632
0.006494
"[{\"text\": \"treosulfan\", \"category\": \"drug\", \"char_start\": 145, \"char_end\": 155}]"
0.1
We are evaluating aceclidine as a potential non-surgical treatment for her symptomatic presbyopia to enhance near vision.
We are evaluating a ceclydine as a potential non-surgical treatment for her symptomatic presbyopia to enhance near vision.
0.111111
0.016667
"[{\"text\": \"aceclidine\", \"category\": \"drug\", \"char_start\": 18, \"char_end\": 28}]"
0.1
Plan for Meduloc intramedullary fixation of the right fifth metacarpal shaft fracture.
Plan for medullar-intramedullary fixation of the right 5th metacarpal shaft fracture.
0.166667
0.070588
"[{\"text\": \"Meduloc intramedullary fixation\", \"category\": \"procedure\", \"char_start\": 9, \"char_end\": 40}]"
0.129032
Given the diagnosis of H3 K27M-mutant diffuse midline glioma, please prescribe dordaviprone as per protocol.
Given the diagnosis of H3K27M mutant diffuse midline glioma, please prescribe dordoviprone as per protocol.
0.1875
0.018868
"[{\"text\": \"H3 K27M-mutant diffuse midline glioma\", \"category\": \"condition\", \"char_start\": 23, \"char_end\": 60}]"
0.054054
No new intracranial abnormalities are identified following the initiation of sepiapterin.
No new intracranial abnormalities are identified following the initiation of Cepiaptarin.
0.090909
0.022727
"[{\"text\": \"sepiapterin\", \"category\": \"drug\", \"char_start\": 77, \"char_end\": 88}]"
0.181818
Initiate pembrolizumab and berahyaluronidase alfa subcutaneously for her metastatic lung adenocarcinoma.
Initiate pembrolizumab and birahialuronidase-alpha subcutaneously for her metastatic lung adenocarcinoma.
0.181818
0.038835
"[{\"text\": \"pembrolizumab and berahyaluronidase alfa\", \"category\": \"drug\", \"char_start\": 9, \"char_end\": 49}]"
0.1
Eligible subjects with inoperable plexiform neurofibromas due to neurofibromatosis type 1 were randomized to mirdametinib or placebo.
Eligible subjects with inoperable plexiform neurofibromas due to neurofibromatosis type 1 were randomized to merdometinib or placebo.
0.058824
0.015152
"[{\"text\": \"mirdametinib\", \"category\": \"drug\", \"char_start\": 109, \"char_end\": 121}]"
0.166667
Eligibility for dordaviprone required confirmation of the H3 K27M histone mutation in patients with diffuse midline glioma.
Eligibility for dordiviprone required confirmation of the H3K27M histone mutation in patients with diffuse midline glioma.
0.176471
0.016393
"[{\"text\": \"H3 K27M histone mutation\", \"category\": \"biomarker\", \"char_start\": 58, \"char_end\": 82}]"
0.041667
Patient will be discharged on oral elamipretide 40 mg twice daily for his Barth syndrome, with close follow-up.
Patient will be discharged on oral elamipretide 40 mg twice daily for his Barth syndrome, with close follow-up.
0
0
"[{\"text\": \"elamipretide\", \"category\": \"drug\", \"char_start\": 35, \"char_end\": 47}]"
0
Start sevabertinib 150 mg PO BID for HER2-mutated NSCLC with CNS metastases.
Start cevibertinib 150 mg PO BID for HER2 mutated NSCLC with CNS metastases.
0.076923
0.026667
"[{\"text\": \"sevabertinib\", \"category\": \"drug\", \"char_start\": 6, \"char_end\": 18}]"
0.166667
Follow-up CT scan demonstrates stable osseous disease, indicating a persistent response to linvoseltamab treatment.
Follow-up CT scan demonstrates stable osseous disease, indicating a persistent response to linvoseltamab treatment.
0
0
"[{\"text\": \"linvoseltamab\", \"category\": \"drug\", \"char_start\": 91, \"char_end\": 104}]"
0
The patient is discharged home to continue sunvozertinib 300 mg daily for their EGFR exon 20 insertion mutated NSCLC.
The patient is discharged home to continue sonvosertinib 300 mg daily for their EGFR exon 20 insertion mutated NSCLC.
0.052632
0.017241
"[{\"text\": \"sunvozertinib\", \"category\": \"drug\", \"char_start\": 43, \"char_end\": 56}]"
0.153846

Evaluation Results: universal-3-pro

Evaluation results from Whisper model evaluation.

Summary

Model WER CER
assemblyai/universal-3-pro 6.91% 2.40%

Source Data

Columns

Column Description
audio Audio sample (if available from source dataset)
reference Ground truth transcription
prediction Model prediction
wer Word Error Rate for this sample
cer Character Error Rate for this sample

| entities | Entity annotations from source dataset | | entity_cer | Per-sample entity CER (-1.0 if no entities) |

Entity CER

Overall Entity CER: 18.06%

Category CER
biomarker 4.17%
condition 3.28%
drug 20.33%
procedure 12.90%

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