datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
medical-imaging-it-glossary
Medical Imaging IT Glossary — PACS, RIS, DICOM, HL7 (ES/EN)
A structured, bilingual (Spanish/English) reference glossary of standards,
systems, protocols and operational concepts used in medical imaging IT and
teleradiology: 53 terms across 23 categories, covering DICOM services and
data hierarchy, HL7 v2/FHIR message types, PACS/RIS/VNA systems, imaging
modalities (CT, MRI, US, PET, mammography, etc.), interoperability profiles
(IHE), and relevant Mexican/international… See the full description on the dataset page: https://huggingface.co/datasets/NODARISHUB/medical-imaging-it-glossary.clinical-imaging-report-action-coherence-risk-v0.1What this repo is for
Detect when
imaging answers a question
but the system fails to
acknowledge and act
Common breaks
critical report not acknowledged
report late for urgent indication
action delayed after critical finding
negative result not integrated
Examples you can use
CTPA positive but anticoag not started
CT head bleed not escalated
CT perforation with delayed surgery
You use it to flag
missed diagnosis risk
treatment delay risk
healthcare-diagnostic-imaging-report-turnaround-coherence-risk-v0.1What this repo is for
Detect diagnostic delay risk early.
Tracks alignment between scan completion, reporting, validation, release, clinician notification, and clinical action.
Helps hospitals reduce missed results, prevent diagnostic delays, and stabilise care pathways.
clinical-imaging-queue-treatment-delay-coherence-risk-v0.1What this repo is for
Detect when imaging queues
and treatment urgency
fall out of alignment
before
stroke delays
trauma bottlenecks
and preventable deterioration.
clinical-imaging-order-result-followup-coherence-risk-v0.1What this repo is for
Detect when
imaging results
and
clinical follow-up
fall out of alignment
before
missed findings
and delayed treatment.
healthcare-imaging-queue-coherence-risk-v0.1What this repo is for
detect imaging backlog early
prevent urgent delays
align slots and staffing
reduce reporting lag
support operational planning
clinical-imaging-order-perform-report-coherence-risk-v0.1What this repo is for
You detect when imaging gets ordered
But the loop breaks
Common breaks
scan never happens
report arrives late
report exists but nobody reviews it
Examples you can use
CT head for bleed ordered but delayed
CXR report available but no clinician acknowledgement
urgent CT done but report stuck in queue
You use it to flag
diagnostic delay risk
before downstream harm
healthcare-imaging-request-report-coherence-risk-v0.1What this repo is for
Detect imaging bottlenecks before diagnosis delays occur.
Tracks alignment between imaging request, scanner availability, scan completion, reporting, and clinical review.
Helps hospitals prevent hidden imaging backlog and delayed treatment decisions.
clinical-imaging-result-treatment-decision-coherence-risk-v0.1What this repo is for
Detect when
imaging findings
and
treatment decisions
fall out of alignment
before
delayed intervention
and avoidable harm.
clinical-imaging-request-indication-coherence-risk-v0.1What this repo is for
This dataset tests whether a model can detect coupling failures between imaging orders and the documented clinical indication.
It measures alignment between
imaging being requested
and
a clear indication with an explicit clinical question that supports the order.
It predicts
low-value imaging
radiology backlog pressure
incidental finding cascades
care delays when results are not actioned.
You use it for
clinical AI ordering safety eval
radiology demand management… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-imaging-request-indication-coherence-risk-v0.1.clinical-imaging-request-report-delivery-coherence-risk-v0.1What this repo is for
Detect when
imaging is ordered
but reports arrive late
or not at all
High impact examples
stroke CT report delay
trauma imaging backlog
ICU urgent imaging reporting lag
You use it to flag
diagnosis and treatment delay risk
healthcare-imaging-order-report-action-coherence-risk-v0.1What this repo is for
Detect imaging workflow breakdown before harm occurs.
Tracks alignment between imaging order, report review, critical finding flagging, and clinical action.
Helps teams prevent missed findings, delayed treatment, and diagnostic safety incidents.
clinical-imaging-order-result-action-coherence-risk-v0.1What this repo is for
Detect when
a critical imaging result arrives
but action
does not follow
Examples you can use
PE on CTPA but anticoag not started
intracranial bleed on CT but no neurosurg call
free air on CT but no surgical review
You use it to flag
missed finding risk
before harm
clinical-imaging-order-report-action-coherence-risk-v0.1arthrography-imaging
Arthrography Imaging
Dataset Description
This dataset consists of 500 synthetic arthrography procedure reports designed to represent realistic medical scenarios encountered in clinical practice. Each report includes:
Patient demographics: Age and sex.
Clinical indications: Detailed descriptions of reasons for undergoing the procedure, crafted at a PhD level.
Joint examined: Specific joint under examination (e.g., shoulder, knee, hip, etc.).
Contrast agent used: The type… See the full description on the dataset page: https://huggingface.co/datasets/Taylor658/arthrography-imaging.clinical-imaging-queue-diagnostic-delay-coherence-risk-v0.1What this repo is for
Detect when imaging queues
and clinical urgency
have already diverged
before
diagnosis is delayed
and harm follows.
myelography-imaging
Myelography Imaging
Dataset Description
This dataset consists of 750 synthetic myelography examination records representing a wide spectrum of spinal pathologies and patient experiences. Each record includes:
Patient demographics: Age and sex.
Clinical symptoms prompting the procedure: Detailed and verbose descriptions.
Procedural details: Contrast medium type, injection site, and imaging modality used.
Verbose findings: Observations such as spinal cord compression… See the full description on the dataset page: https://huggingface.co/datasets/Taylor658/myelography-imaging.medical_imaging_diagnostic_reportsclinical-imaging
