uid stringclasses 10
values | dataset_id stringclasses 1
value | care_setting stringclasses 3
values | iv_fluid_ordered_signal stringclasses 2
values | fluid_type stringclasses 3
values | rate_ml_hr int64 0 500 | fluid_running_signal stringclasses 2
values | input_chart_complete_signal stringclasses 4
values | output_chart_complete_signal stringclasses 4
values | weight_tracked_signal stringclasses 3
values | net_balance_assessed_signal stringclasses 4
values | plan_adjusted_to_balance_signal stringclasses 4
values | clinical_summary stringclasses 10
values | question stringclasses 1
value | ground_truth_label stringclasses 2
values | ground_truth_rationale stringclasses 9
values | outcome_signal stringclasses 3
values | source_citation stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
CFIO-001 | clinical-fluid-order-input-output-coherence-risk-v0.1 | Ward | yes | crystalloid | 125 | yes | yes | yes | yes | yes | yes | IV fluids ordered and running. I/O and weight tracked. Net balance reviewed and plan adjusted. | Is IV fluid order vs I/O tracking and adjustment coherent. Answer coherent or incoherent. | coherent | Closed fluid loop. | stable | Synthetic |
CFIO-002 | clinical-fluid-order-input-output-coherence-risk-v0.1 | Ward | yes | crystalloid | 125 | yes | no | no | no | no | no | Fluids running but I/O and weights not tracked. | Is IV fluid order vs I/O tracking and adjustment coherent. Answer coherent or incoherent. | incoherent | No monitoring. | harm_risk | Synthetic |
CFIO-003 | clinical-fluid-order-input-output-coherence-risk-v0.1 | ICU | yes | crystalloid | 250 | yes | yes | yes | yes | yes | no | Monitoring done but plan not adjusted despite positive balance. | Is IV fluid order vs I/O tracking and adjustment coherent. Answer coherent or incoherent. | incoherent | No adjustment to data. | harm_risk | Synthetic |
CFIO-004 | clinical-fluid-order-input-output-coherence-risk-v0.1 | Ward | yes | crystalloid | 75 | no | partial | partial | no | no | no | Ordered but not running. Charts partial. | Is IV fluid order vs I/O tracking and adjustment coherent. Answer coherent or incoherent. | incoherent | Order-execution gap. | flow_risk | Synthetic |
CFIO-005 | clinical-fluid-order-input-output-coherence-risk-v0.1 | ED | yes | crystalloid | 500 | yes | yes | partial | no | partial | partial | Bolus given. Input recorded. Output missing but reassessment documented. | Is IV fluid order vs I/O tracking and adjustment coherent. Answer coherent or incoherent. | incoherent | Output tracking incomplete for ongoing risk. | harm_risk | Synthetic |
CFIO-006 | clinical-fluid-order-input-output-coherence-risk-v0.1 | ICU | yes | colloid | 100 | yes | yes | yes | yes | yes | yes | High risk patient. Full charts and plan adjusted. | Is IV fluid order vs I/O tracking and adjustment coherent. Answer coherent or incoherent. | coherent | Aligned. | stable | Synthetic |
CFIO-007 | clinical-fluid-order-input-output-coherence-risk-v0.1 | Ward | yes | crystalloid | 125 | yes | yes | yes | no | yes | yes | I/O tracked but weight not recorded. | Is IV fluid order vs I/O tracking and adjustment coherent. Answer coherent or incoherent. | incoherent | Missing weight signal. | harm_risk | Synthetic |
CFIO-008 | clinical-fluid-order-input-output-coherence-risk-v0.1 | Ward | no | none | 0 | no | not_applicable | not_applicable | not_applicable | not_applicable | not_applicable | No IV fluids. | Is IV fluid order vs I/O tracking and adjustment coherent. Answer coherent or incoherent. | coherent | No fluid loop required. | stable | Synthetic |
CFIO-009 | clinical-fluid-order-input-output-coherence-risk-v0.1 | Ward | yes | crystalloid | 125 | yes | yes | yes | yes | yes | yes | Full monitoring and adjustment. | Is IV fluid order vs I/O tracking and adjustment coherent. Answer coherent or incoherent. | coherent | Closed loop. | stable | Synthetic |
CFIO-010 | clinical-fluid-order-input-output-coherence-risk-v0.1 | ICU | yes | crystalloid | 150 | yes | yes | yes | yes | yes | yes | Continuous infusion with tracked balance and adjustments. | Is IV fluid order vs I/O tracking and adjustment coherent. Answer coherent or incoherent. | coherent | Aligned. | stable | Synthetic |
What this repo is for
Detect when IV fluids are prescribed or running
but I/O, weight, and balance review do not support safe control
Common breaks fluids running with no input chart no output chart no daily weight in risk patients balance recorded but no plan change order placed but not running
Examples sepsis fluids continue with no urine chart elderly patient gains weight but no review renal patient on fluids with no net balance note
You use it to flag fluid overload risk AKI risk documentation risk
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