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lactate_trend_signal
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escalation_action_signal
stringclasses
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stringclasses
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CLSE-001
clinical-lactate-escalation-coherence-risk-v0.1
ED
rising
escalated
unstable
none
Rising lactate with escalation and unstable vitals.
Is lactate trend vs escalation coherent. Answer coherent or incoherent.
coherent
Escalation matches rising risk.
stabilized
Synthetic
CLSE-002
clinical-lactate-escalation-coherence-risk-v0.1
ED
rising
no_escalation
unstable
missed_signal
Rising lactate with no escalation despite instability.
Is lactate trend vs escalation coherent. Answer coherent or incoherent.
incoherent
Action fails to match risk.
deterioration_risk
Synthetic
CLSE-003
clinical-lactate-escalation-coherence-risk-v0.1
ward
rising
delayed_escalation
moderate
handover_gap
Rising lactate but escalation delayed after handover.
Is lactate trend vs escalation coherent. Answer coherent or incoherent.
incoherent
Delay creates gap.
icu_transfer_risk
Synthetic
CLSE-004
clinical-lactate-escalation-coherence-risk-v0.1
ICU
rising
escalated
unstable
none
ICU rising lactate and immediate escalation.
Is lactate trend vs escalation coherent. Answer coherent or incoherent.
coherent
Aligned response.
stabilized
Synthetic
CLSE-005
clinical-lactate-escalation-coherence-risk-v0.1
ED
falling
deescalated
stable
none
Falling lactate and de-escalation with stable vitals.
Is lactate trend vs escalation coherent. Answer coherent or incoherent.
coherent
Improvement matched.
improved
Synthetic
CLSE-006
clinical-lactate-escalation-coherence-risk-v0.1
ward
falling
continued_escalation
stable
protocol_inertia
Lactate falling but escalation continued with stable vitals.
Is lactate trend vs escalation coherent. Answer coherent or incoherent.
incoherent
Over-escalation despite recovery.
unnecessary_icu_risk
Synthetic
CLSE-007
clinical-lactate-escalation-coherence-risk-v0.1
ED
stable
no_escalation
stable
none
Stable lactate and no escalation, stable patient.
Is lactate trend vs escalation coherent. Answer coherent or incoherent.
coherent
No risk signal.
stable
Synthetic
CLSE-008
clinical-lactate-escalation-coherence-risk-v0.1
ICU
rising
delayed_escalation
unstable
resource_delay
Rising lactate but escalation delayed by resource constraints.
Is lactate trend vs escalation coherent. Answer coherent or incoherent.
incoherent
Delay mismatches severity.
shock_risk
Synthetic
CLSE-009
clinical-lactate-escalation-coherence-risk-v0.1
ward
rising
escalated
moderate
none
Rising lactate and escalation despite moderate stability.
Is lactate trend vs escalation coherent. Answer coherent or incoherent.
coherent
Preventive escalation.
stabilized
Synthetic
CLSE-010
clinical-lactate-escalation-coherence-risk-v0.1
ED
falling
no_escalation
stable
none
Falling lactate and no escalation, stable.
Is lactate trend vs escalation coherent. Answer coherent or incoherent.
coherent
Aligned de-risking.
improved
Synthetic

What this repo is for

Detect when lactate trend signals and escalation decisions

fall out of alignment

before avoidable ICU transfers shock or preventable deterioration.

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