clinical-report
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
clinical-quad-safety-signal-latency-reporting-lag-conmed-confound-v0.1Clarus Clinical Quad Coupling Safety Signal Latency Reporting Lag Conmed Confound v0.1
What this dataset isThis dataset tests whether a model can detect latent safety signals when four interacting nodes create uncertainty.
Quad coupling nodes
Emerging safety event pattern
Reporting or entry latency
Concomitant medication or behavior confound
Governance decision timing such as DSMB, batch release, or safety review
Input
One vignette
OutputReturn strict JSON only.
Required output… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-safety-signal-latency-reporting-lag-conmed-confound-v0.1.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
clinical-imaging-order-report-action-coherence-risk-v0.1clinical-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
clinical-quad-ae-signal-background-noise-reporting-lag-causality-bias-v0.1Clinical Quad AE Noise Lag Attribution Bias v0.1
Each row is a site week safety snapshot.
Core quad
AE signal rateBackground noise rateReporting lagAttribution bias
Target
label_stop_signal_next_30d
Files
data/train.csvdata/tester.csvscorer.py
Evaluation
Run model on data/tester.csvReturn predictions row alignedScore with scorer.py
License
MIT
