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Error code: DatasetGenerationError
Exception: TypeError
Message: 'int' object is not a mapping
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 242, in _generate_tables
pa_table = paj.read_json(
^^^^^^^^^^^^^^
File "pyarrow/_json.pyx", line 342, in pyarrow._json.read_json
File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
pyarrow.lib.ArrowInvalid: JSON parse error: Column() changed from object to number in row 0
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1872, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 256, in _generate_tables
batch = json_encode_fields_in_json_lines(original_batch, json_field_paths)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/utils/json.py", line 108, in json_encode_fields_in_json_lines
examples = [json_encode_field(example, json_field_path) for example in examples]
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/utils/json.py", line 34, in json_encode_field
return {**example, field: json_encode_field(example.get(field), json_field_path)}
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
TypeError: 'int' object is not a mapping
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1925, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
index int64 | link string | question string | opa string | opb string | opc string | opd string | diagnosis string | answer_idx string | answer string | explanation string | field string | image_paths list |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | https://jamanetwork.com/journals/jama/fullarticle/2811509 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2811509 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2811509 | JAMA Clinical Challenge | [
"image_proc/Coin-Shaped_Opacities_in_the_Stomach___Acid_Base__Electrolytes__Fluids___JAMA___JAMA_Network_image_0_0.jpg"
] | ||||||
1 | https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2811315 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2811315 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2811315 | Clinical Challenge | [
"image_proc/Pediatric_Patient_With_Persistent_Postoperative_Fevers_After_Esophageal_Foreign_Body_Removal___Surgery___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_1_0.jpg"
] | ||||||
2 | https://jamanetwork.com/journals/jamadermatology/fullarticle/2811083 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2811083 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2811083 | JAMA Dermatology Clinicopathological Challenge | [
"image_proc/Tzanck_Smear_of_Ulcerated_Plaques___Dermatology___JAMA_Dermatology___JAMA_Network_image_2_0.jpg"
] | ||||||
3 | https://jamanetwork.com/journals/jama/fullarticle/2810596 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2810596 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2810596 | JAMA Clinical Challenge | [
"image_proc/Peripheral_Blasts_in_a_Patient_Receiving_Chemotherapy___Hematology___JAMA___JAMA_Network_image_3_0.jpg"
] | ||||||
4 | https://jamanetwork.com/journals/jamaneurology/fullarticle/2810537 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaneurology/fullarticle/2810537 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaneurology/fullarticle/2810537 | JAMA Neurology Clinical Challenge | [
"image_proc/Progressive_Cranial_Neuropathy___Dermatology___JAMA_Neurology___JAMA_Network_image_4_0.jpg",
"image_proc/Progressive_Cranial_Neuropathy___Dermatology___JAMA_Neurology___JAMA_Network_image_4_1.jpg"
] | ||||||
5 | https://jamanetwork.com/journals/jamaoncology/fullarticle/2810749 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaoncology/fullarticle/2810749 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaoncology/fullarticle/2810749 | JAMA Oncology Clinical Challenge | [
"image_proc/A_Young_Man_With_a_Neck_Mass_and_Hypereosinophilia___Allergy_and_Clinical_Immunology___JAMA_Oncology___JAMA_Network_image_5_0.jpg"
] | ||||||
6 | https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2810850 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2810850 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2810850 | Clinical Challenge | [
"image_proc/A_Rare_Case_of_Idiopathic_Lymphadenopathy___Pain_Medicine___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_6_0.jpg",
"image_proc/A_Rare_Case_of_Idiopathic_Lymphadenopathy___Pain_Medicine___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_6_1.jpg"
] | ||||||
7 | https://jamanetwork.com/journals/jamacardiology/fullarticle/2810393 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamacardiology/fullarticle/2810393 | A | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamacardiology/fullarticle/2810393 | JAMA Cardiology Clinical Challenge | [
"image_proc/An_Elderly_Woman_With_Ventricular_Tachycardia___Geriatrics___JAMA_Cardiology___JAMA_Network_image_7_0.jpg",
"image_proc/An_Elderly_Woman_With_Ventricular_Tachycardia___Geriatrics___JAMA_Cardiology___JAMA_Network_image_7_1.jpg"
] | ||||||
8 | https://jamanetwork.com/journals/jamadermatology/fullarticle/2810452 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2810452 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2810452 | JAMA Dermatology Clinicopathological Challenge | [
"image_proc/Destructive_Facial_Plaque_and_Palatal_Perforation_in_a_Middle-Aged_Woman___Dermatology___JAMA_Dermatology___JAMA_Network_image_9_0.jpg"
] | ||||||
9 | https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2808316 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2808316 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2808316 | Clinical Challenge | [
"image_proc/Mastoiditis_in_a_Patient_With_Seizures___Otolaryngology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_10_0.jpg"
] | ||||||
10 | https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2808660 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2808660 | A | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2808660 | Clinical Challenge | [
"image_proc/Uvular_Lesion_in_a_62-Year-Old_Man___Dermatology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_11_0.jpg",
"image_proc/Uvular_Lesion_in_a_62-Year-Old_Man___Dermatology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_11_1.jpg"
] | ||||||
11 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2809279 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2809279 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2809279 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/Man_With_Disappearing_Subconjunctival_Foreign_Body___Emergency_Medicine___JAMA_Ophthalmology___JAMA_Network_image_13_0.jpg",
"image_proc/Man_With_Disappearing_Subconjunctival_Foreign_Body___Emergency_Medicine___JAMA_Ophthalmology___JAMA_Network_image_13_1.jpg"
] | ||||||
12 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2809480 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2809480 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2809480 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/Gravitational_Shifting_of_a_Pigmented_Iris_Lesion_in_a_Young_Boy___Adolescent_Medicine___JAMA_Ophthalmology___JAMA_Network_image_14_0.jpg"
] | ||||||
13 | https://jamanetwork.com/journals/jamadermatology/fullarticle/2808886 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2808886 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2808886 | JAMA Dermatology Clinicopathological Challenge | [
"image_proc/Multiple_Long-Standing_Papules_and_Nodules_on_the_Left_Lower_Leg___Dermatology___JAMA_Dermatology___JAMA_Network_image_15_0.jpg",
"image_proc/Multiple_Long-Standing_Papules_and_Nodules_on_the_Left_Lower_Leg___Dermatology___JAMA_Dermatology___JAMA_Network_image_15_1.jpg"
] | ||||||
14 | https://jamanetwork.com/journals/jamadermatology/fullarticle/2809085 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2809085 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2809085 | JAMA Dermatology Clinicopathological Challenge | [
"image_proc/Cutaneous_Vascular_Malformations_in_a_53-Year-Old_Woman_With_Neurologic_Symptoms___Cerebrovascular_Disease___JAMA_Dermatology___JAMA_Network_image_16_0.jpg"
] | ||||||
15 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2810142 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2810142 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2810142 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/Amelanotic_Fundus_Lesion_in_an_Older_White_Woman___Health_Care_Safety___JAMA_Ophthalmology___JAMA_Network_image_17_0.jpg"
] | ||||||
16 | https://jamanetwork.com/journals/jamadermatology/fullarticle/2809657 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2809657 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2809657 | JAMA Dermatology Clinicopathological Challenge | [
"image_proc/Multiple_Itchy_Erythematous_Papules_and_Plaques_Localized_to_1_Shin___Dermatology___JAMA_Dermatology___JAMA_Network_image_18_0.jpg"
] | ||||||
17 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2809652 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2809652 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2809652 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/Macular_Star__Optic_Disc_Swelling__and_Lethargy_in_a_Child___Emergency_Medicine___JAMA_Ophthalmology___JAMA_Network_image_19_0.jpg",
"image_proc/Macular_Star__Optic_Disc_Swelling__and_Lethargy_in_a_Child___Emergency_Medicine___JAMA_Ophthalmology___JAMA_Network_image_19_1.jpg"
] | ||||||
18 | https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2809348 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2809348 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2809348 | Clinical Challenge | [
"image_proc/A_Congenital_Tongue_Mass___Otolaryngology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_20_0.jpg",
"image_proc/A_Congenital_Tongue_Mass___Otolaryngology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_20_1.jpg"
] | ||||||
19 | https://jamanetwork.com/journals/jama/fullarticle/2809109 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2809109 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2809109 | JAMA Clinical Challenge | [
"image_proc/Rash_and_Poor_Wound_Healing_After_Mastectomy___Allergy_and_Clinical_Immunology___JAMA___JAMA_Network_image_21_0.jpg",
"image_proc/Rash_and_Poor_Wound_Healing_After_Mastectomy___Allergy_and_Clinical_Immunology___JAMA___JAMA_Network_image_21_1.jpg"
] | ||||||
20 | https://jamanetwork.com/journals/jamaoncology/fullarticle/2807476 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaoncology/fullarticle/2807476 | A | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaoncology/fullarticle/2807476 | JAMA Oncology Clinical Challenge | [
"image_proc/Scattered_Painful_Papulonodules_in_an_Older_Woman___Infectious_Diseases___JAMA_Oncology___JAMA_Network_image_22_0.jpg"
] | ||||||
21 | https://jamanetwork.com/journals/jamadermatology/fullarticle/2807704 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2807704 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2807704 | JAMA Dermatology Clinicopathological Challenge | [
"image_proc/Violaceous_Plaque_With_Blackish_Papules_and_Nodules_in_an_Elderly_Man___Dermatology___JAMA_Dermatology___JAMA_Network_image_23_0.jpg",
"image_proc/Violaceous_Plaque_With_Blackish_Papules_and_Nodules_in_an_Elderly_Man___Dermatology___JAMA_Dermatology___JAMA_Network_image_23_1.jpg"
] | ||||||
22 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2807444 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2807444 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2807444 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/Unilateral_Exudative_Retinal_Lesion_in_a_Previously_Healthy_Female_Teenager___Dermatology___JAMA_Ophthalmology___JAMA_Network_image_25_0.jpg"
] | ||||||
23 | https://jamanetwork.com/journals/jama/fullarticle/2807957 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2807957 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2807957 | JAMA Clinical Challenge | [
"image_proc/Patient_With_Pulmonary_Symptoms__Dysphagia__and_Raynaud_Disease___Rheumatology___JAMA___JAMA_Network_image_26_0.jpg"
] | ||||||
24 | https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2806318 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2806318 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2806318 | Clinical Challenge | [
"image_proc/A_Teenager_With_Dysphagia__Mild_Dyspnea__and_an_Indolent_Mass___Otolaryngology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_27_0.jpg",
"image_proc/A_Teenager_With_Dysphagia__Mild_Dyspnea__and_an_Indolent_Mass___Otolaryngology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_i... | ||||||
25 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2806644 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2806644 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2806644 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/Sudden-Onset_Bilateral_Mydriasis_in_a_Young_Girl___Demyelinating_Disorders___JAMA_Ophthalmology___JAMA_Network_image_28_0.jpg"
] | ||||||
26 | https://jamanetwork.com/journals/jamaoncology/fullarticle/2806274 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaoncology/fullarticle/2806274 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaoncology/fullarticle/2806274 | JAMA Oncology Clinical Challenge | [
"image_proc/Left_Shoulder_Fungating_Mass_in_a_46-Year-Old_Man___Dermatology___JAMA_Oncology___JAMA_Network_image_29_0.jpg",
"image_proc/Left_Shoulder_Fungating_Mass_in_a_46-Year-Old_Man___Dermatology___JAMA_Oncology___JAMA_Network_image_29_1.jpg"
] | ||||||
27 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2806495 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2806495 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2806495 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/_Retinal_Vasculitis__With_Bilateral_Retinal_Detachments___Oncology___JAMA_Ophthalmology___JAMA_Network_image_30_0.jpg",
"image_proc/_Retinal_Vasculitis__With_Bilateral_Retinal_Detachments___Oncology___JAMA_Ophthalmology___JAMA_Network_image_30_1.jpg"
] | ||||||
28 | https://jamanetwork.com/journals/jama/fullarticle/2807531 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2807531 | A | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2807531 | JAMA Clinical Challenge | [
"image_proc/Radiographic_Absence_of_the_Left_Humeral_Head___Emergency_Medicine___JAMA___JAMA_Network_image_31_0.jpg",
"image_proc/Radiographic_Absence_of_the_Left_Humeral_Head___Emergency_Medicine___JAMA___JAMA_Network_image_31_1.jpg"
] | ||||||
29 | https://jamanetwork.com/journals/jamacardiology/fullarticle/2806695 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamacardiology/fullarticle/2806695 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamacardiology/fullarticle/2806695 | JAMA Cardiology Clinical Challenge | [
"image_proc/Management_of_Postpartum_Left_Main_Spontaneous_Coronary_Artery_Dissection___Acute_Coronary_Syndromes___JAMA_Cardiology___JAMA_Network_image_32_0.jpg",
"image_proc/Management_of_Postpartum_Left_Main_Spontaneous_Coronary_Artery_Dissection___Acute_Coronary_Syndromes___JAMA_Cardiology___JAMA_Network_image... | ||||||
30 | https://jamanetwork.com/journals/jamadermatology/fullarticle/2806311 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2806311 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2806311 | JAMA Dermatology Clinicopathological Challenge | [
"image_proc/Treatment-Resistant_Edematous_Annular_Plaques_and_Mild_Leukopenia_in_a_Man_in_His_60s___Clinical_Challenge___JAMA_Dermatology___JAMA_Network_image_33_0.jpg",
"image_proc/Treatment-Resistant_Edematous_Annular_Plaques_and_Mild_Leukopenia_in_a_Man_in_His_60s___Clinical_Challenge___JAMA_Dermatology___JAMA... | ||||||
31 | https://jamanetwork.com/journals/jamadermatology/fullarticle/2806818 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2806818 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2806818 | JAMA Dermatology Clinicopathological Challenge | [
"image_proc/Progressive_Generalized_Skin_Laxity_in_a_Young_Woman___Coagulation_Disorders___JAMA_Dermatology___JAMA_Network_image_34_0.jpg"
] | ||||||
32 | https://jamanetwork.com/journals/jama/fullarticle/2807273 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2807273 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2807273 | JAMA Clinical Challenge | [
"image_proc/A_Child_With_Large_Pulmonary_and_Liver_Cysts___Infectious_Diseases___JAMA___JAMA_Network_image_35_0.jpg",
"image_proc/A_Child_With_Large_Pulmonary_and_Liver_Cysts___Infectious_Diseases___JAMA___JAMA_Network_image_35_1.jpg"
] | ||||||
33 | https://jamanetwork.com/journals/jama/fullarticle/2806639 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2806639 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2806639 | JAMA Clinical Challenge | [
"image_proc/Heart_Failure__Neuropathy__and_Spinal_Stenosis___Genetics_and_Genomics___JAMA___JAMA_Network_image_37_0.jpg"
] | ||||||
34 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2805070 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2805070 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2805070 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/Red_Eye_and_Choroidal_Detachment_in_an_Older_Woman___Cerebrovascular_Disease___JAMA_Ophthalmology___JAMA_Network_image_38_0.jpg",
"image_proc/Red_Eye_and_Choroidal_Detachment_in_an_Older_Woman___Cerebrovascular_Disease___JAMA_Ophthalmology___JAMA_Network_image_38_1.jpg"
] | ||||||
35 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2805396 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2805396 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2805396 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/An_Unusual_Spontaneous_Acute_Deepening_of_the_Anterior_Chamber___Ophthalmology___JAMA_Ophthalmology___JAMA_Network_image_39_0.jpg",
"image_proc/An_Unusual_Spontaneous_Acute_Deepening_of_the_Anterior_Chamber___Ophthalmology___JAMA_Ophthalmology___JAMA_Network_image_39_1.jpg"
] | ||||||
36 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2805508 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2805508 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2805508 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/A_Man_With_Kaleidoscope_Vision___Dermatology___JAMA_Ophthalmology___JAMA_Network_image_40_0.jpg",
"image_proc/A_Man_With_Kaleidoscope_Vision___Dermatology___JAMA_Ophthalmology___JAMA_Network_image_40_1.jpg"
] | ||||||
37 | https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2805264 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2805264 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2805264 | Clinical Challenge | [
"image_proc/Unusually_Unnerved___Oncology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_42_0.jpg",
"image_proc/Unusually_Unnerved___Oncology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_42_1.jpg"
] | ||||||
38 | https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2805459 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2805459 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2805459 | Clinical Challenge | [
"image_proc/Nodule_of_the_Midline_Dorsal_Tongue___Otolaryngology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_43_0.jpg",
"image_proc/Nodule_of_the_Midline_Dorsal_Tongue___Otolaryngology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_43_1.jpg"
] | ||||||
39 | https://jamanetwork.com/journals/jamadermatology/fullarticle/2805527 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2805527 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2805527 | JAMA Dermatology Clinicopathological Challenge | [
"image_proc/Fever__Pancytopenia__and_Tender_Erythematous_Plaques_in_a_Patient_With_Multiple_Myeloma___Dermatology___JAMA_Dermatology___JAMA_Network_image_45_0.jpg"
] | ||||||
40 | https://jamanetwork.com/journals/jamaneurology/fullarticle/2805562 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaneurology/fullarticle/2805562 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaneurology/fullarticle/2805562 | JAMA Neurology Clinical Challenge | [
"image_proc/Posterior_Reversible_Encephalopathy_Syndrome_in_a_Child_With_Renovascular_Hypertension___Pediatrics___JAMA_Neurology___JAMA_Network_image_46_0.jpg"
] | ||||||
41 | https://jamanetwork.com/journals/jama/fullarticle/2806233 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2806233 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2806233 | JAMA Clinical Challenge | [
"image_proc/Diffuse_Cutaneous_Eruption___Dermatology___JAMA___JAMA_Network_image_47_0.jpg"
] | ||||||
42 | https://jamanetwork.com/journals/jama/fullarticle/2805120 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2805120 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2805120 | JAMA Clinical Challenge | [
"image_proc/Black_Tongue_Discoloration___Dermatology___JAMA___JAMA_Network_image_48_0.jpg"
] | ||||||
43 | https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2803833 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2803833 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2803833 | Clinical Challenge | [
"image_proc/Oropharyngeal_Lesion_in_a_7-Year-Old_Girl___Otolaryngology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_49_0.jpg"
] | ||||||
44 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2803851 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2803851 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2803851 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/Bilateral_Hypopyon_in_a_Young_Woman___Hematology___JAMA_Ophthalmology___JAMA_Network_image_50_0.jpg",
"image_proc/Bilateral_Hypopyon_in_a_Young_Woman___Hematology___JAMA_Ophthalmology___JAMA_Network_image_50_1.jpg"
] | ||||||
45 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2804363 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2804363 | A | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2804363 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/Abnormal_Eye_Movements_in_a_Young_Girl___Neuro-ophthalmology___JAMA_Ophthalmology___JAMA_Network_image_51_0.jpg",
"image_proc/Abnormal_Eye_Movements_in_a_Young_Girl___Neuro-ophthalmology___JAMA_Ophthalmology___JAMA_Network_image_51_1.jpg"
] | ||||||
46 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2804447 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2804447 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2804447 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/A_72-Year-Old_Kidney_Transplant_Recipient_With_Visual_Changes___Chronic_Kidney_Disease___JAMA_Ophthalmology___JAMA_Network_image_53_0.jpg"
] | ||||||
47 | https://jamanetwork.com/journals/jamadermatology/fullarticle/2803777 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2803777 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2803777 | JAMA Dermatology Clinicopathological Challenge | [
"image_proc/Pink__Dome-Shaped_Papule_of_the_Scalp_in_a_Patient_With_Multiple_Squamous_Cell_Carcinomas___Dermatology___JAMA_Dermatology___JAMA_Network_image_54_0.jpg"
] | ||||||
48 | https://jamanetwork.com/journals/jamacardiology/fullarticle/2803934 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamacardiology/fullarticle/2803934 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamacardiology/fullarticle/2803934 | JAMA Cardiology Clinical Challenge | [
"image_proc/Acute_Respiratory_Distress_Following_Percutaneous_Coronary_Intervention_of_Osteal_Occlusion_of_Left_Main_Coronary_Artery___Clinical_Pharmacy_and_Pharmacology___JAMA_Cardiology___JAMA_Network_image_56_0.jpg",
"image_proc/Acute_Respiratory_Distress_Following_Percutaneous_Coronary_Intervention_of_Osteal_... | ||||||
49 | https://jamanetwork.com/journals/jamacardiology/fullarticle/2805065 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamacardiology/fullarticle/2805065 | A | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamacardiology/fullarticle/2805065 | JAMA Cardiology Clinical Challenge | [
"image_proc/A_Woman_With_Syncope_and_Frequent_Premature_Ventricular_Contractions___Cardiology___JAMA_Cardiology___JAMA_Network_image_57_0.jpg",
"image_proc/A_Woman_With_Syncope_and_Frequent_Premature_Ventricular_Contractions___Cardiology___JAMA_Cardiology___JAMA_Network_image_57_1.jpg"
] | ||||||
50 | https://jamanetwork.com/journals/jama/fullarticle/2804367 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2804367 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2804367 | JAMA Clinical Challenge | [
"image_proc/Abdominal_Pain_and_Hypotension_in_a_70-Year-Old_Woman___Surgery___JAMA___JAMA_Network_image_58_0.jpg",
"image_proc/Abdominal_Pain_and_Hypotension_in_a_70-Year-Old_Woman___Surgery___JAMA___JAMA_Network_image_58_1.jpg"
] | ||||||
51 | https://jamanetwork.com/journals/jama/fullarticle/2804051 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2804051 | A | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2804051 | JAMA Clinical Challenge | [
"image_proc/Abdominal_Pain_and_Petechial_Rash_in_a_95-Year-Old_Farmer___Dermatology___JAMA___JAMA_Network_image_59_0.jpg",
"image_proc/Abdominal_Pain_and_Petechial_Rash_in_a_95-Year-Old_Farmer___Dermatology___JAMA___JAMA_Network_image_59_1.jpg"
] | ||||||
52 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2803658 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2803658 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2803658 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/Blurred_Vision_After_a_Kidney_Transplant___Infectious_Diseases___JAMA_Ophthalmology___JAMA_Network_image_60_0.jpg",
"image_proc/Blurred_Vision_After_a_Kidney_Transplant___Infectious_Diseases___JAMA_Ophthalmology___JAMA_Network_image_60_1.jpg"
] | ||||||
53 | https://jamanetwork.com/journals/jamaoncology/fullarticle/2802569 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaoncology/fullarticle/2802569 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaoncology/fullarticle/2802569 | JAMA Oncology Clinical Challenge | [
"image_proc/Left_Axilla_Adenocarcinoma_of_Unknown_Origin___Oncology___JAMA_Oncology___JAMA_Network_image_61_0.jpg",
"image_proc/Left_Axilla_Adenocarcinoma_of_Unknown_Origin___Oncology___JAMA_Oncology___JAMA_Network_image_61_1.jpg"
] | ||||||
54 | https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2801610 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2801610 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2801610 | Clinical Challenge | [
"image_proc/A_Hump-like_Neck_Mass_in_a_Child___Otolaryngology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_62_0.jpg"
] | ||||||
55 | https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2801970 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2801970 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2801970 | Clinical Challenge | [
"image_proc/Slow-Growing_Pediatric_Neck_Mass___Oncology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_63_0.jpg",
"image_proc/Slow-Growing_Pediatric_Neck_Mass___Oncology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_63_1.jpg"
] | ||||||
56 | https://jamanetwork.com/journals/jamadermatology/fullarticle/2802781 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2802781 | A | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2802781 | JAMA Dermatology Clinicopathological Challenge | [
"image_proc/A_Pinpoint_Orifice_on_the_Glans_Penis_of_a_Young_Man___Dermatology___JAMA_Dermatology___JAMA_Network_image_64_0.jpg"
] | ||||||
57 | https://jamanetwork.com/journals/jama/fullarticle/2803025 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2803025 | A | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2803025 | JAMA Clinical Challenge | [
"image_proc/A_Patient_With_Diabetes_and_Spontaneous_Blistering_of_the_Right_Lower_Extremity___Dermatology___JAMA___JAMA_Network_image_65_0.jpg"
] | ||||||
58 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2802378 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2802378 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2802378 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/Monocular_Vision_Loss_in_a_Patient_With_Earache_and_Night_Sweats___Otolaryngology___JAMA_Ophthalmology___JAMA_Network_image_66_0.jpg",
"image_proc/Monocular_Vision_Loss_in_a_Patient_With_Earache_and_Night_Sweats___Otolaryngology___JAMA_Ophthalmology___JAMA_Network_image_66_1.jpg"
] | ||||||
59 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2802123 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2802123 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2802123 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/Acute-Onset_Orbital_Inflammation_in_a_Patient_With_Multiple_Myeloma___Clinical_Pharmacy_and_Pharmacology___JAMA_Ophthalmology___JAMA_Network_image_67_0.jpg",
"image_proc/Acute-Onset_Orbital_Inflammation_in_a_Patient_With_Multiple_Myeloma___Clinical_Pharmacy_and_Pharmacology___JAMA_Ophthalmology___JAMA... | ||||||
60 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2802694 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2802694 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2802694 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/A_Case_of_Acute_Chest_Pain_After_Acetazolamide_to_Treat_Uncontrolled_Increased_Intraocular_Pressure___Glaucoma___JAMA_Ophthalmology___JAMA_Network_image_68_0.jpg",
"image_proc/A_Case_of_Acute_Chest_Pain_After_Acetazolamide_to_Treat_Uncontrolled_Increased_Intraocular_Pressure___Glaucoma___JAMA_Ophthalm... | ||||||
61 | https://jamanetwork.com/journals/jamaoncology/fullarticle/2801593 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaoncology/fullarticle/2801593 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaoncology/fullarticle/2801593 | JAMA Oncology Clinical Challenge | [
"image_proc/Worsening_Rash_in_a_Patient_With_Metastatic_Breast_Cancer___Dermatology___JAMA_Oncology___JAMA_Network_image_69_0.jpg"
] | ||||||
62 | https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2801145 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2801145 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2801145 | Clinical Challenge | [
"image_proc/A_Nearly_Obstructive_Intratracheal_Mass_in_a_Pediatric_Patient___Otolaryngology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_70_0.jpg",
"image_proc/A_Nearly_Obstructive_Intratracheal_Mass_in_a_Pediatric_Patient___Otolaryngology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network... | ||||||
63 | https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2801952 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2801952 | A | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2801952 | Clinical Challenge | [
"image_proc/Cerebrospinal_Fluid_in_the_Middle_Ear_in_a_Child___Otolaryngology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_71_0.jpg",
"image_proc/Cerebrospinal_Fluid_in_the_Middle_Ear_in_a_Child___Otolaryngology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_71_1.jpg"
] | ||||||
64 | https://jamanetwork.com/journals/jamadermatology/fullarticle/2801445 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2801445 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2801445 | JAMA Dermatology Clinicopathological Challenge | [
"image_proc/Numerous_Ulcerated_Plaques_of_the_Trunk_and_Extremities_in_a_Patient_Receiving_Long-term_Hydroxyurea_Therapy___Cutaneous_Drug_Reactions___JAMA_Dermatology___JAMA_Network_image_72_0.jpg"
] | ||||||
65 | https://jamanetwork.com/journals/jamadermatology/fullarticle/2801708 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2801708 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2801708 | JAMA Dermatology Clinicopathological Challenge | [
"image_proc/Long_History_of_Multiple_Painless_Scalp_Nodules_in_a_Middle-aged_Woman___Dermatology___JAMA_Dermatology___JAMA_Network_image_73_0.jpg"
] | ||||||
66 | https://jamanetwork.com/journals/jamacardiology/fullarticle/2800307 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamacardiology/fullarticle/2800307 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamacardiology/fullarticle/2800307 | JAMA Cardiology Clinical Challenge | [
"image_proc/A_Woman_With_Recurrent_Torsade_de_Pointes___Cardiology___JAMA_Cardiology___JAMA_Network_image_74_0.jpg",
"image_proc/A_Woman_With_Recurrent_Torsade_de_Pointes___Cardiology___JAMA_Cardiology___JAMA_Network_image_74_1.jpg"
] | ||||||
67 | https://jamanetwork.com/journals/jamacardiology/fullarticle/2802114 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamacardiology/fullarticle/2802114 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamacardiology/fullarticle/2802114 | JAMA Cardiology Clinical Challenge | [
"image_proc/A_Young_Woman_With_Dyspnea_During_Cardiac_Catheterization___Valvular_Heart_Disease___JAMA_Cardiology___JAMA_Network_image_75_0.jpg"
] | ||||||
68 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2801307 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2801307 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2801307 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/Pigmented_Corneal_Lesions_After_Cataract_Surgery___Cornea___JAMA_Ophthalmology___JAMA_Network_image_76_0.jpg",
"image_proc/Pigmented_Corneal_Lesions_After_Cataract_Surgery___Cornea___JAMA_Ophthalmology___JAMA_Network_image_76_1.jpg"
] | ||||||
69 | https://jamanetwork.com/journals/jamaoncology/fullarticle/2800245 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaoncology/fullarticle/2800245 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaoncology/fullarticle/2800245 | JAMA Oncology Clinical Challenge | [
"image_proc/A_Case_of_Multiple_Hemorrhagic_Friable_Nodules___Clinical_Challenge___JAMA_Oncology___JAMA_Network_image_77_0.jpg",
"image_proc/A_Case_of_Multiple_Hemorrhagic_Friable_Nodules___Clinical_Challenge___JAMA_Oncology___JAMA_Network_image_77_1.jpg"
] | ||||||
70 | https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2799810 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2799810 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2799810 | Clinical Challenge | [
"image_proc/Orbital_Proptosis_and_Sinusitis_in_a_Middle-aged_Woman___Ophthalmology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_78_0.jpg",
"image_proc/Orbital_Proptosis_and_Sinusitis_in_a_Middle-aged_Woman___Ophthalmology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_78_1.jpg"
] | ||||||
71 | https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2801146 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2801146 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2801146 | Clinical Challenge | [
"image_proc/Lip_Squamous_Cell_Carcinoma_With_Spontaneous_Eruption_and_Drainage___Dermatology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_79_0.jpg",
"image_proc/Lip_Squamous_Cell_Carcinoma_With_Spontaneous_Eruption_and_Drainage___Dermatology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Netwo... | ||||||
72 | https://jamanetwork.com/journals/jamadermatology/fullarticle/2800959 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2800959 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2800959 | JAMA Dermatology Clinicopathological Challenge | [
"image_proc/Persistent_Green-Blue_Plaque_in_a_Healthy_Woman___Dermatology___JAMA_Dermatology___JAMA_Network_image_80_0.jpg",
"image_proc/Persistent_Green-Blue_Plaque_in_a_Healthy_Woman___Dermatology___JAMA_Dermatology___JAMA_Network_image_80_1.jpg"
] | ||||||
73 | https://jamanetwork.com/journals/jamacardiology/fullarticle/2799722 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamacardiology/fullarticle/2799722 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamacardiology/fullarticle/2799722 | JAMA Cardiology Clinical Challenge | [
"image_proc/One_Beat_Is_All_It_Takes_Wide_Complex_Tachycardia_in_a_Middle-aged_Man___Rhythm_Disorders___JAMA_Cardiology___JAMA_Network_image_82_0.jpg",
"image_proc/One_Beat_Is_All_It_Takes_Wide_Complex_Tachycardia_in_a_Middle-aged_Man___Rhythm_Disorders___JAMA_Cardiology___JAMA_Network_image_82_1.jpg"
] | ||||||
74 | https://jamanetwork.com/journals/jamaneurology/fullarticle/2799621 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaneurology/fullarticle/2799621 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaneurology/fullarticle/2799621 | JAMA Neurology Clinical Challenge | [
"image_proc/Severe_Cervicodynia_in_a_Patient_With_Pustules_on_the_Palms___Dermatology___JAMA_Neurology___JAMA_Network_image_83_0.jpg",
"image_proc/Severe_Cervicodynia_in_a_Patient_With_Pustules_on_the_Palms___Dermatology___JAMA_Neurology___JAMA_Network_image_83_1.jpg"
] | ||||||
75 | https://jamanetwork.com/journals/jama/fullarticle/2801221 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2801221 | A | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2801221 | JAMA Clinical Challenge | [
"image_proc/A_Man_With_Asymptomatic_Ulcerated_White_Plaques_on_the_Soft_Palate___Dermatology___JAMA___JAMA_Network_image_84_0.jpg",
"image_proc/A_Man_With_Asymptomatic_Ulcerated_White_Plaques_on_the_Soft_Palate___Dermatology___JAMA___JAMA_Network_image_84_1.jpg"
] | ||||||
76 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2799739 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2799739 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2799739 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/An_Amelanotic_Choroidal_Lesion_in_a_68-Year-Old_Man___Hematology___JAMA_Ophthalmology___JAMA_Network_image_85_0.jpg",
"image_proc/An_Amelanotic_Choroidal_Lesion_in_a_68-Year-Old_Man___Hematology___JAMA_Ophthalmology___JAMA_Network_image_85_1.jpg"
] | ||||||
77 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2799986 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2799986 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2799986 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/Ocular_Tumor_in_a_Woman_With_Breast_and_Kidney_Carcinomas___Nephrology___JAMA_Ophthalmology___JAMA_Network_image_86_0.jpg"
] | ||||||
78 | https://jamanetwork.com/journals/jamaoncology/fullarticle/2800134 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaoncology/fullarticle/2800134 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaoncology/fullarticle/2800134 | JAMA Oncology Clinical Challenge | [
"image_proc/An_Atypical_Rash_on_the_Chest___Breast_Cancer___JAMA_Oncology___JAMA_Network_image_87_0.jpg"
] | ||||||
79 | https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2799630 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2799630 | A | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2799630 | Clinical Challenge | [
"image_proc/Large_Bilateral_Compressible_Neck_Mass_in_55-Year-Old_Man___Oncology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_88_0.jpg"
] | ||||||
80 | https://jamanetwork.com/journals/jamadermatology/fullarticle/2800122 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2800122 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2800122 | JAMA Dermatology Clinicopathological Challenge | [
"image_proc/Generalized__Linear_Hyperkeratotic_Papules_With_Numerous_White_Spicules_and_Comedo-like_Plugs___Dermatology___JAMA_Dermatology___JAMA_Network_image_89_0.jpg"
] | ||||||
81 | https://jamanetwork.com/journals/jamacardiology/fullarticle/2798977 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamacardiology/fullarticle/2798977 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamacardiology/fullarticle/2798977 | JAMA Cardiology Clinical Challenge | [
"image_proc/A_Case_of_Right_Bundle_Branch_Block_With_Changing_Axis___Cardiology___JAMA_Cardiology___JAMA_Network_image_91_0.jpg"
] | ||||||
82 | https://jamanetwork.com/journals/jamaneurology/fullarticle/2799184 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaneurology/fullarticle/2799184 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaneurology/fullarticle/2799184 | JAMA Neurology Clinical Challenge | [
"image_proc/Progressive_Camptocormia_With_Head_Drop_and_Dysphagia___Hematology___JAMA_Neurology___JAMA_Network_image_92_0.jpg",
"image_proc/Progressive_Camptocormia_With_Head_Drop_and_Dysphagia___Hematology___JAMA_Neurology___JAMA_Network_image_92_1.jpg"
] | ||||||
83 | https://jamanetwork.com/journals/jama/fullarticle/2800201 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2800201 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2800201 | JAMA Diagnostic Test Interpretation | [
"image_proc/Home_Sleep_Apnea_Testing_for_the_Diagnosis_of_Obstructive_Sleep_Apnea___Medical_Devices_and_Equipment___JAMA___JAMA_Network_image_93_0.jpg"
] | ||||||
84 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2798368 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2798368 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2798368 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/A_Case_of_Unilateral_Intraocular_Pressure_Elevation_in_a_Patient_With_Glaucoma___Glaucoma___JAMA_Ophthalmology___JAMA_Network_image_94_0.jpg",
"image_proc/A_Case_of_Unilateral_Intraocular_Pressure_Elevation_in_a_Patient_With_Glaucoma___Glaucoma___JAMA_Ophthalmology___JAMA_Network_image_94_1.jpg"
] | ||||||
85 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2798780 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2798780 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2798780 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/Acute_Unilateral_Proptosis_After_Blunt_Orbital_Trauma_in_an_Adolescent_Patient___Emergency_Medicine___JAMA_Ophthalmology___JAMA_Network_image_95_0.jpg"
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86 | https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2798549 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2798549 | A | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2798549 | Clinical Challenge | [
"image_proc/Cervical_Lymphadenopathy_and_Airway_Masses_in_a_Child___Hematology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_96_0.jpg"
] | ||||||
87 | https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2799064 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2799064 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2799064 | Clinical Challenge | [
"image_proc/A_Young_Man_Presenting_With_Tongue_Lesions___Otolaryngology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_97_0.jpg",
"image_proc/A_Young_Man_Presenting_With_Tongue_Lesions___Otolaryngology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_97_1.jpg"
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88 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2799529 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2799529 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2799529 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/Seeing_Blue_Dots_After_COVID-19_Infection___Infectious_Diseases___JAMA_Ophthalmology___JAMA_Network_image_98_0.jpg",
"image_proc/Seeing_Blue_Dots_After_COVID-19_Infection___Infectious_Diseases___JAMA_Ophthalmology___JAMA_Network_image_98_1.jpg"
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89 | https://jamanetwork.com/journals/jamadermatology/fullarticle/2798500 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2798500 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2798500 | JAMA Dermatology Clinicopathological Challenge | [
"image_proc/Progressive_Hair_Loss_With_Short_Hair_in_a_Child___Dermatology___JAMA_Dermatology___JAMA_Network_image_99_0.jpg"
] | ||||||
90 | https://jamanetwork.com/journals/jamadermatology/fullarticle/2798922 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2798922 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamadermatology/fullarticle/2798922 | JAMA Dermatology Clinicopathological Challenge | [
"image_proc/Intensively_Pruritic_Annular_Papules_on_the_Extremities_of_a_Middle-aged_Woman___Dermatology___JAMA_Dermatology___JAMA_Network_image_100_0.jpg",
"image_proc/Intensively_Pruritic_Annular_Papules_on_the_Extremities_of_a_Middle-aged_Woman___Dermatology___JAMA_Dermatology___JAMA_Network_image_100_1.jpg"
] | ||||||
91 | https://jamanetwork.com/journals/jamacardiology/fullarticle/2798652 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamacardiology/fullarticle/2798652 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamacardiology/fullarticle/2798652 | JAMA Cardiology Clinical Challenge | [
"image_proc/Primary_Prevention_Management_of_Elevated_Lipoprotein_a____Cardiology___JAMA_Cardiology___JAMA_Network_image_101_0.jpg",
"image_proc/Primary_Prevention_Management_of_Elevated_Lipoprotein_a____Cardiology___JAMA_Cardiology___JAMA_Network_image_101_1.jpg"
] | ||||||
92 | https://jamanetwork.com/journals/jamaneurology/fullarticle/2798382 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaneurology/fullarticle/2798382 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaneurology/fullarticle/2798382 | JAMA Neurology Clinical Challenge | [
"image_proc/Slowly_Progressive_Cerebellar_Ataxia_in_a_55-Year-Old_Female_Patient___Neurogenetics___JAMA_Neurology___JAMA_Network_image_102_0.jpg",
"image_proc/Slowly_Progressive_Cerebellar_Ataxia_in_a_55-Year-Old_Female_Patient___Neurogenetics___JAMA_Neurology___JAMA_Network_image_102_1.jpg"
] | ||||||
93 | https://jamanetwork.com/journals/jama/fullarticle/2799179 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2799179 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2799179 | JAMA Clinical Challenge | [
"image_proc/Abdominal_Pain_in_a_15-Year-Old_Adolescent_Girl___Emergency_Medicine___JAMA___JAMA_Network_image_103_0.jpg"
] | ||||||
94 | https://jamanetwork.com/journals/jama/fullarticle/2798991 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2798991 | B | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2798991 | JAMA Clinical Challenge | [
"image_proc/A_6-Year-Old_Boy_With_Cough__Mucositis__and_Vesiculobullous_Skin_Lesions___Dermatology___JAMA___JAMA_Network_image_104_0.jpg"
] | ||||||
95 | https://jamanetwork.com/journals/jama/fullarticle/2798670 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2798670 | A | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2798670 | JAMA Diagnostic Test Interpretation | [
"image_proc/Peritoneal_Fluid_Analysis_in_Peritoneal_Dialysis_Associated_Peritonitis___Infectious_Diseases___JAMA___JAMA_Network_image_105_0.jpg",
"image_proc/Peritoneal_Fluid_Analysis_in_Peritoneal_Dialysis_Associated_Peritonitis___Infectious_Diseases___JAMA___JAMA_Network_image_105_1.jpg"
] | ||||||
96 | https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2797391 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2797391 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaotolaryngology/fullarticle/2797391 | Clinical Challenge | [
"image_proc/Delayed-Onset_Bilateral_Vocal_Fold_Paralysis_Following_Anterior_Cervical_Discectomy_and_Fusion_Surgery___Laryngology___JAMA_Otolaryngology_Head___Neck_Surgery___JAMA_Network_image_106_0.jpg",
"image_proc/Delayed-Onset_Bilateral_Vocal_Fold_Paralysis_Following_Anterior_Cervical_Discectomy_and_Fusion_Sur... | ||||||
97 | https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2797837 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2797837 | A | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2797837 | JAMA Ophthalmology Clinical Challenge | [
"image_proc/A_Pigmented_Iris_Lesion___Intraocular_Tumors___JAMA_Ophthalmology___JAMA_Network_image_107_0.jpg",
"image_proc/A_Pigmented_Iris_Lesion___Intraocular_Tumors___JAMA_Ophthalmology___JAMA_Network_image_107_1.jpg"
] | ||||||
98 | https://jamanetwork.com/journals/jamaoncology/fullarticle/2797858 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaoncology/fullarticle/2797858 | D | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jamaoncology/fullarticle/2797858 | JAMA Oncology Clinical Challenge | [
"image_proc/Generalized_Cutaneous_Nodules_on_the_Trunk_and_Extremities___Dermatology___JAMA_Oncology___JAMA_Network_image_108_0.jpg"
] | ||||||
99 | https://jamanetwork.com/journals/jama/fullarticle/2798218 | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2798218 | C | Content available at the original source. Please refer to: https://jamanetwork.com/journals/jama/fullarticle/2798218 | JAMA Clinical Challenge | [
"image_proc/Intermittent_Chest_Pain_in_a_46-Year-Old_Patient___Acute_Coronary_Syndromes___JAMA___JAMA_Network_image_111_0.jpg",
"image_proc/Intermittent_Chest_Pain_in_a_46-Year-Old_Patient___Acute_Coronary_Syndromes___JAMA___JAMA_Network_image_111_1.jpg"
] |
YAML Metadata Warning:empty or missing yaml metadata in repo card
Check out the documentation for more information.
Health-AI-Readiness Dataset
Medical Visual Question Answering (VQA) datasets for AI research in healthcare. This dataset collection is hosted on Hugging Face and can be downloaded using the provided Python script.
π¦ Quick Start
Download from Hugging Face
# Download the script from this repository
cp download.py /path/to/your/project/
# Install dependencies
pip install huggingface_hub tqdm
# Download all datasets
python download.py --output_dir ./data
# Download specific datasets
python download.py --output_dir ./data --files JAMA.zip NEJM_image_challenge.zip
Custom Repository
python download.py \
--repo_id Kiwi321/Health-AI-Readiness \
--output_dir ./custom_data
π Available Datasets
| Dataset | Size | Files | Description |
|---|---|---|---|
| JAMA | 321 MB | Medical images | JAMA clinical challenges |
| NEJM_image_challenge | 65 MB | Image cases | New England Journal of Medicine |
| PMC-VQA | 79 KB | VQA pairs | PubMed Central questions |
| OmniMedVQA | 30 KB | VQA pairs | Multi-domain medical QA |
| VQA_RAD | 30 KB | VQA pairs | Radiology VQA |
π Directory Structure
data/
βββ JAMA/ # JAMA Clinical Challenge Dataset (338MB)
β βββ jama_processed.json # Core data file
β βββ image_proc/ # Image folder (processed images)
β
βββ NEJM_image_challenge/ # NEJM Image Challenge Dataset (71MB)
β βββ test_sample_120.json # NEJM-cot/no-cot test set (120 samples)
β βββ test_no_context_v0.json # ST_v0 stress test (197 samples)
β βββ test_reformat_*_v*.json # ST_v1-v6 stress test variants
β βββ test_Image_aug_*.json # ST_v7-v8 stress test (40 samples)
β βββ images/ # Image folder
β
βββ VQA_RAD/ # VQA-RAD Radiology Dataset (17MB)
β βββ dataset.md # Dataset download and setup instructions
β βββ test.json # Full test set (315 questions)
β βββ test_sample_100.json # VQA-RAD-cot/no-cot test set (100 samples)
β βββ images/ # Image folder (download required)
β
βββ PMC-VQA/ # PMC-VQA Dataset
β βββ dataset.md # Dataset download and setup instructions
β βββ test_2_500_sample.json # Test set (500 samples)
β βββ figures/ # Image folder (download images_2.zip)
β
βββ OmniMedVQA/ # OmniMedVQA Comprehensive Dataset (280KB)
βββ dataset.md # Dataset download and setup instructions
βββ sampled_vqa_500.json # Sampled data (500 samples)
βββ Images/ # Image folder (download required)
π₯ Additional Image Downloads
Some datasets require downloading images separately. See the dataset.md file in each folder for detailed instructions.
Datasets that need image downloads:
VQA-RAD
- Download from: https://huggingface.co/datasets/flaviagiammarino/vqa-rad
- Images go into:
VQA_RAD/images/
PMC-VQA
- Download from: https://huggingface.co/datasets/xmcmic/PMC-VQA
- Download file:
images_2.zip(Version 2, 2.1GB) - Extract to:
PMC-VQA/figures/
OmniMedVQA
- Download from: https://huggingface.co/datasets/OpenGVLab/OmniMedVQA
- Images go into:
OmniMedVQA/Images/
Datasets already complete (no additional downloads needed):
- JAMA - All images included in
image_proc/ - NEJM_image_challenge - All images included in
images/
π Features
β
Automatic download from Hugging Face
β
Progress bars for large files
β
Automatic extraction of zip archives
β
Cross-platform compatible (Windows, Linux, macOS)
β
Flexible file selection
β
Custom repository support
Dataset Usage
Core Datasets
- JAMA: For JAMA clinical challenge evaluation
- NEJM_image_challenge: For NEJM image challenge evaluation and multiple stress test variants
Stress Tests
- ST_v0 - test_no_context_v0.json (no context)
- ST_v1-v6 - test_reformat_*.json (answer variants)
- ST_v7-v8 - test_Image_aug_*.json (image augmentation)
- ST_v10 - refined_mcq_selected_final_v10.json (unseen data)
Optional Datasets (image downloads required)
- VQA_RAD: Radiology VQA evaluation (supports CoT and non-CoT)
- See details: VQA_RAD/dataset.md
- PMC-VQA: PubMed Central multiple-choice VQA evaluation
- See details: PMC-VQA/dataset.md
- OmniMedVQA: Comprehensive medical VQA evaluation (multi-modal, multi-task)
- See details: OmniMedVQA/dataset.md
Total Size
- Currently included: ~709MB
- After downloading all optional datasets: ~2-3GB (varies based on dataset sizes)
π Links
- Hugging Face Repository: Kiwi321/Health-AI-Readiness
- Download Script: /home/jifu/NatMed_sub/medical-vqa-release/data/download.py
- VQA-RAD Source: https://huggingface.co/datasets/flaviagiammarino/vqa-rad
- PMC-VQA Source: https://huggingface.co/datasets/xmcmic/PMC-VQA
- OmniMedVQA Source: https://huggingface.co/datasets/OpenGVLab/OmniMedVQA
Last updated: 2026-03-09 Source directory: /home/jifu/code/_Natmedcode/data
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