uid stringclasses 10
values | dataset_id stringclasses 1
value | care_setting stringclasses 3
values | imaging_ordered_signal stringclasses 2
values | imaging_modality stringclasses 5
values | priority_signal stringclasses 3
values | indication_documented_signal stringclasses 3
values | clinical_question_clarity_signal stringclasses 4
values | pretest_probability_signal stringclasses 4
values | contrast_risk_documented_signal stringclasses 3
values | alternative_test_considered_signal stringclasses 3
values | result_actioned_signal stringclasses 3
values | documentation_complete_signal stringclasses 3
values | system_outcome_signal stringclasses 5
values | clinical_summary stringclasses 10
values | question stringclasses 1
value | ground_truth_label stringclasses 2
values | ground_truth_rationale stringclasses 10
values | lead_time_window_hours int64 6 72 | source_citation stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
CIRI-001 | clinical-imaging-request-indication-coherence-risk-v0.1 | ED | yes | CT | urgent | yes | clear | high | yes | yes | yes | yes | stable | CT ordered with clear indication and explicit question. Pretest probability high. Contrast risk documented. Alternative considered. Result actioned. | Is imaging request vs indication coherent. Answer coherent or incoherent. | coherent | Order aligned with documented indication and clear question. | 6 | Synthetic |
CIRI-002 | clinical-imaging-request-indication-coherence-risk-v0.1 | Ward | yes | CT | routine | no | none | low | no | no | no | no | radiology_backlog_risk | CT ordered but no documented indication or clinical question. Low pretest probability. No documentation and no action plan. | Is imaging request vs indication coherent. Answer coherent or incoherent. | incoherent | Order lacks indication and question. | 24 | Synthetic |
CIRI-003 | clinical-imaging-request-indication-coherence-risk-v0.1 | ED | yes | CT | urgent | yes | unclear | moderate | yes | no | yes | yes | governance_risk | CT ordered with indication but question unclear. Contrast risk documented. Alternative not considered. Result actioned. | Is imaging request vs indication coherent. Answer coherent or incoherent. | incoherent | Question clarity missing. | 12 | Synthetic |
CIRI-004 | clinical-imaging-request-indication-coherence-risk-v0.1 | Ward | yes | MRI | urgent | yes | clear | high | not_applicable | yes | yes | yes | stable | Urgent MRI ordered with clear neurological indication and explicit question. Alternative considered. Result actioned. | Is imaging request vs indication coherent. Answer coherent or incoherent. | coherent | Aligned with clear indication and action. | 12 | Synthetic |
CIRI-005 | clinical-imaging-request-indication-coherence-risk-v0.1 | Outpatient | yes | Ultrasound | routine | yes | clear | moderate | not_applicable | yes | yes | yes | stable | Ultrasound ordered for documented suspected gallstones with clear question. Result actioned. | Is imaging request vs indication coherent. Answer coherent or incoherent. | coherent | Appropriate and documented. | 72 | Synthetic |
CIRI-006 | clinical-imaging-request-indication-coherence-risk-v0.1 | ED | yes | CT | urgent | yes | clear | low | yes | no | no | yes | incidental_finding_risk | CT ordered despite low pretest probability. Indication and question documented but alternative not considered and result not actioned in window. | Is imaging request vs indication coherent. Answer coherent or incoherent. | incoherent | Low pretest and no follow-through. | 24 | Synthetic |
CIRI-007 | clinical-imaging-request-indication-coherence-risk-v0.1 | Ward | yes | Xray | routine | yes | clear | high | not_applicable | not_applicable | yes | yes | stable | Chest X-ray ordered for documented new hypoxia. Clear question and result actioned. | Is imaging request vs indication coherent. Answer coherent or incoherent. | coherent | High-yield, documented, actioned. | 12 | Synthetic |
CIRI-008 | clinical-imaging-request-indication-coherence-risk-v0.1 | Ward | yes | MRI | routine | yes | clear | moderate | not_applicable | yes | no | yes | delayed_care_risk | MRI ordered with clear indication but result not actioned within window causing potential delay. | Is imaging request vs indication coherent. Answer coherent or incoherent. | incoherent | Order appropriate but action loop incomplete. | 72 | Synthetic |
CIRI-009 | clinical-imaging-request-indication-coherence-risk-v0.1 | ED | no | none | none | not_applicable | not_applicable | not_applicable | not_applicable | not_applicable | not_applicable | not_applicable | stable | No imaging order in this episode. | Is imaging request vs indication coherent. Answer coherent or incoherent. | coherent | No imaging loop required. | 24 | Synthetic |
CIRI-010 | clinical-imaging-request-indication-coherence-risk-v0.1 | ED | yes | CT | urgent | yes | clear | high | no | yes | yes | no | governance_risk | CT ordered with clear question and high pretest probability but contrast risk not documented and documentation incomplete. | Is imaging request vs indication coherent. Answer coherent or incoherent. | incoherent | Governance gap for contrast risk. | 12 | Synthetic |
What 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 documentation quality audits
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