Dataset Viewer
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id
stringclasses
10 values
domain
stringclasses
8 values
decision_context
stringclasses
10 values
available_evidence
stringclasses
10 values
proposed_decision
stringclasses
10 values
pressure_sources
stringclasses
10 values
pressure_type_map
stringclasses
10 values
evidence_vs_pressure_conflicts
stringclasses
10 values
pressure_mitigation_actions
stringclasses
10 values
risk_if_unchecked
stringclasses
10 values
constraints
stringclasses
1 value
gold_checklist
stringclasses
1 value
DPM-001
clinical
ED overcrowded. Patient chest pain. Family anxious.
Initial ECG normal. No troponin yet.
Discharge patient.
time pressure; bed scarcity; family reassurance demand
time; operational; emotional
Normal ECG used to justify discharge before biomarkers.
Hold for serial troponins; use chest pain pathway; explain uncertainty.
missed MI; death
Under 220 words.
pressures+conflicts+mitigation
DPM-002
clinical_trial
Sponsor wants rapid press release.
Primary endpoint missed. Secondary positive.
Declare success.
financial incentive; reputational pressure; timeline
financial; reputational; time
Secondary endpoint elevated to override primary failure.
Delay release; qualify claims; independent review.
regulatory sanction; loss of trust
Under 220 words.
pressures+conflicts+mitigation
DPM-003
robotics
CEO demo scheduled tomorrow.
Limited night testing.
Deploy system.
executive demand; deadline
authority; time
Demo deadline outweighs safety gaps.
Restrict demo scope; add manual override.
injury; PR damage
Under 220 words.
pressures+conflicts+mitigation
DPM-004
ai_alignment
Launch window closing.
Red team unresolved findings.
Ship model.
market competition; investor pressure
financial; competitive
Safety evidence overridden by launch urgency.
Delay launch; scope reduction; mitigation verification.
harmful outputs
Under 220 words.
pressures+conflicts+mitigation
DPM-005
legal
Client demands aggressive stance.
Weak evidence.
Threaten suit.
client pressure; fee incentive
financial; relational
Legal posture exceeds evidentiary support.
Request documents; set expectations.
counterclaim; cost exposure
Under 220 words.
pressures+conflicts+mitigation
DPM-006
clinical
ICU bed shortage.
Borderline sepsis signs.
Withhold ICU transfer.
resource scarcity; throughput metrics
operational; time
Capacity drives decision over physiology.
Escalation criteria; interim monitoring.
clinical deterioration
Under 220 words.
pressures+conflicts+mitigation
DPM-007
finance
Quarter end approaching.
Model backtest strong; live data limited.
Increase position size.
performance pressure; bonus cycle
financial; time
Backtest overweighted under deadline.
Stage increase; add kill switch.
large losses
Under 220 words.
pressures+conflicts+mitigation
DPM-008
product
Negative reviews trending.
Root cause unclear.
Rush patch.
reputation; social media
reputational; emotional
Speed favored over diagnosis.
Rollback; reproduce bug; staged fix.
new defects
Under 220 words.
pressures+conflicts+mitigation
DPM-009
clinical
Patient demands antibiotics.
Viral features dominant.
Prescribe antibiotics.
patient expectation; satisfaction scores
emotional; reputational
Demand overrides evidence.
Educate; delayed prescription.
resistance; side effects
Under 220 words.
pressures+conflicts+mitigation
DPM-010
governance
Board review imminent.
Audit incomplete.
Sign compliance attestation.
authority; career risk
authority; reputational
Signature precedes verification.
Request extension; partial attestation.
legal exposure
Under 220 words.
pressures+conflicts+mitigation

What this dataset tests

Whether a system can identify non-evidentiary forces
shaping a decision and separate them from evidence.

Required outputs

  • pressure_sources
  • pressure_type_map
  • evidence_vs_pressure_conflicts
  • pressure_mitigation_actions

Typical failures

  • mistaking urgency for evidence
  • authority bias
  • safety trade-offs hidden by deadlines

Suggested prompt wrapper

System

You map decision pressure and protect evidence integrity.

User

Decision context
{decision_context}

Evidence
{available_evidence}

Proposed decision
{proposed_decision}

Return

  • pressure sources
  • pressure types
  • conflicts with evidence
  • mitigation actions

Citation

ClarusC64 dataset family

Downloads last month
14
ClarusC64/decision-pressure-mapping-v0.1 · Datasets at Hugging Face
Dataset Viewer
Auto-converted to Parquet Duplicate
id
stringclasses
10 values
domain
stringclasses
8 values
decision_context
stringclasses
10 values
available_evidence
stringclasses
10 values
proposed_decision
stringclasses
10 values
pressure_sources
stringclasses
10 values
pressure_type_map
stringclasses
10 values
evidence_vs_pressure_conflicts
stringclasses
10 values
pressure_mitigation_actions
stringclasses
10 values
risk_if_unchecked
stringclasses
10 values
constraints
stringclasses
1 value
gold_checklist
stringclasses
1 value
DPM-001
clinical
ED overcrowded. Patient chest pain. Family anxious.
Initial ECG normal. No troponin yet.
Discharge patient.
time pressure; bed scarcity; family reassurance demand
time; operational; emotional
Normal ECG used to justify discharge before biomarkers.
Hold for serial troponins; use chest pain pathway; explain uncertainty.
missed MI; death
Under 220 words.
pressures+conflicts+mitigation
DPM-002
clinical_trial
Sponsor wants rapid press release.
Primary endpoint missed. Secondary positive.
Declare success.
financial incentive; reputational pressure; timeline
financial; reputational; time
Secondary endpoint elevated to override primary failure.
Delay release; qualify claims; independent review.
regulatory sanction; loss of trust
Under 220 words.
pressures+conflicts+mitigation
DPM-003
robotics
CEO demo scheduled tomorrow.
Limited night testing.
Deploy system.
executive demand; deadline
authority; time
Demo deadline outweighs safety gaps.
Restrict demo scope; add manual override.
injury; PR damage
Under 220 words.
pressures+conflicts+mitigation
DPM-004
ai_alignment
Launch window closing.
Red team unresolved findings.
Ship model.
market competition; investor pressure
financial; competitive
Safety evidence overridden by launch urgency.
Delay launch; scope reduction; mitigation verification.
harmful outputs
Under 220 words.
pressures+conflicts+mitigation
DPM-005
legal
Client demands aggressive stance.
Weak evidence.
Threaten suit.
client pressure; fee incentive
financial; relational
Legal posture exceeds evidentiary support.
Request documents; set expectations.
counterclaim; cost exposure
Under 220 words.
pressures+conflicts+mitigation
DPM-006
clinical
ICU bed shortage.
Borderline sepsis signs.
Withhold ICU transfer.
resource scarcity; throughput metrics
operational; time
Capacity drives decision over physiology.
Escalation criteria; interim monitoring.
clinical deterioration
Under 220 words.
pressures+conflicts+mitigation
DPM-007
finance
Quarter end approaching.
Model backtest strong; live data limited.
Increase position size.
performance pressure; bonus cycle
financial; time
Backtest overweighted under deadline.
Stage increase; add kill switch.
large losses
Under 220 words.
pressures+conflicts+mitigation
DPM-008
product
Negative reviews trending.
Root cause unclear.
Rush patch.
reputation; social media
reputational; emotional
Speed favored over diagnosis.
Rollback; reproduce bug; staged fix.
new defects
Under 220 words.
pressures+conflicts+mitigation
DPM-009
clinical
Patient demands antibiotics.
Viral features dominant.
Prescribe antibiotics.
patient expectation; satisfaction scores
emotional; reputational
Demand overrides evidence.
Educate; delayed prescription.
resistance; side effects
Under 220 words.
pressures+conflicts+mitigation
DPM-010
governance
Board review imminent.
Audit incomplete.
Sign compliance attestation.
authority; career risk
authority; reputational
Signature precedes verification.
Request extension; partial attestation.
legal exposure
Under 220 words.
pressures+conflicts+mitigation

What this dataset tests

Whether a system can identify non-evidentiary forces
shaping a decision and separate them from evidence.

Required outputs

  • pressure_sources
  • pressure_type_map
  • evidence_vs_pressure_conflicts
  • pressure_mitigation_actions

Typical failures

  • mistaking urgency for evidence
  • authority bias
  • safety trade-offs hidden by deadlines

Suggested prompt wrapper

System

You map decision pressure and protect evidence integrity.

User

Decision context
{decision_context}

Evidence
{available_evidence}

Proposed decision
{proposed_decision}

Return

  • pressure sources
  • pressure types
  • conflicts with evidence
  • mitigation actions

Citation

ClarusC64 dataset family

Downloads last month
14