Dataset Viewer
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id
stringclasses
10 values
domain
stringclasses
5 values
studied_cohort
stringclasses
10 values
claimed_population
stringclasses
10 values
evidence_excerpt
stringclasses
10 values
cohort_profile
stringclasses
10 values
claimed_population_profile
stringclasses
10 values
boundary_violations
stringclasses
10 values
required_population_disambiguation
stringclasses
10 values
risk_if_overgeneralized
stringclasses
10 values
constraints
stringclasses
1 value
gold_checklist
stringclasses
1 value
PBI-001
clinical_trial
Adults 40-65 with HFrEF, NYHA II-III, eGFR>45, no recent MI
All heart failure patients including elderly and HFpEF
Enrollment excluded HFpEF and severe CKD; age cap 65
age 40-65; HFrEF only; moderate disease; kidney function preserved
all ages; HFrEF+HFpEF; broader comorbidity
HFpEF overreach; elderly overreach; CKD severe overreach
Was HFpEF studied. Any elderly subgroup. Any CKD subgroup. Any real-world registry validation.
wrong prescribing; adverse events in frail patients; false guideline strength
Under 220 words.
cohort+claimed+violations+questions
PBI-002
clinical_trial
Adults 18-55, BMI 20-30, no diabetes, no steroids
General adult population including obese and diabetic
Exclusions remove key real-world groups
healthy adults; non-obese; non-diabetic
includes obesity; includes diabetes; includes steroid users
obesity and diabetes overreach
Any diabetic subgroup. Any BMI>35 subgroup. Any interaction analysis.
harm in diabetics; misleading benefit claims
Under 220 words.
cohort+claimed+violations+questions
PBI-003
clinical_trial
Adults 30-70 with RA on stable methotrexate
All autoimmune disease patients
Study only RA and background therapy fixed
RA only; MTX background; age 30-70
multiple autoimmune diseases; varied backgrounds
disease class overreach; background therapy overreach
Any trials in lupus or IBD. Any biologic background subgroup.
ineffective or harmful off-label use
Under 220 words.
cohort+claimed+violations+questions
PBI-004
press_release
Middle-aged adults; no pediatrics
Suitable for children and teens
No pediatric enrollment
no pediatrics; adult dosing only
pediatric dosing and safety implied
pediatric overreach
Any pediatric PK study. Any juvenile safety data.
pediatric adverse events; dosing errors
Under 220 words.
cohort+claimed+violations+questions
PBI-005
regulatory
Trial enrolled reduced EF only
Label claim implies preserved EF too
Population mismatch
HFrEF only
HFpEF implied
HFpEF boundary breach
Exact label language. Any HFpEF evidence base.
mislabeling; insurer coverage distortion
Under 220 words.
cohort+claimed+violations+questions
PBI-006
guideline
Two RCTs in hospital setting
Recommendation for community primary care
Setting differs
inpatient; monitored; short follow-up
outpatient; mixed adherence; long horizon
setting boundary breach
Any outpatient pragmatic trial. Any adherence sensitivity.
harms when monitoring absent
Under 220 words.
cohort+claimed+violations+questions
PBI-007
clinical_trial
Age 40-65 only
Claimed benefit for elderly 80+
Age mismatch
40-65
80+
age boundary breach
Any frailty stratification. Any real-world data in 80+.
falls; renal events; drug interactions
Under 220 words.
cohort+claimed+violations+questions
PBI-008
clinical_trial
Single country, majority one ancestry
Claimed universal across ancestries
Demographic mismatch
single region; limited ancestry diversity
global populations; diverse ancestries
ancestry boundary breach
Any multi-region trial. Any PK differences by ancestry.
variable efficacy; safety signals missed
Under 220 words.
cohort+claimed+violations+questions
PBI-009
observational
Specialist center cohort only
Claimed general population effect
Referral bias
specialist; high severity; selected
general population
referral bias boundary breach
Any population-based replication.
false effect size; misallocation of resources
Under 220 words.
cohort+claimed+violations+questions
PBI-010
clinical_trial
Excluded pregnant people
Claim implies safe in pregnancy
Exclusion ignored
non-pregnant only
pregnancy included
pregnancy boundary breach
Any pregnancy registry. Any reproductive tox evidence.
fetal harm; legal risk
Under 220 words.
cohort+claimed+violations+questions

What this dataset tests

Studied cohort versus claimed population.

It detects generalization creep. It flags inference beyond enrollment criteria.

Required outputs

  • cohort_profile
  • claimed_population_profile
  • boundary_violations
  • required_population_disambiguation
  • risk_if_overgeneralized

Typical failures

  • assuming age or comorbidity transfer
  • extending findings to excluded groups
  • conflating inpatient evidence with outpatient claims

Suggested prompt wrapper

System

You check population boundary integrity. You do not generalize beyond the cohort.

User

Studied cohort
{studied_cohort}

Claimed population
{claimed_population}

Evidence excerpt
{evidence_excerpt}

Return

  • cohort profile
  • claimed population profile
  • boundary violations
  • disambiguation questions
  • risk if overgeneralized

Citation

ClarusC64 dataset family

Downloads last month
17
ClarusC64/population-boundary-integrity-v0.1 · Datasets at Hugging Face
Dataset Viewer
Auto-converted to Parquet Duplicate
id
stringclasses
10 values
domain
stringclasses
5 values
studied_cohort
stringclasses
10 values
claimed_population
stringclasses
10 values
evidence_excerpt
stringclasses
10 values
cohort_profile
stringclasses
10 values
claimed_population_profile
stringclasses
10 values
boundary_violations
stringclasses
10 values
required_population_disambiguation
stringclasses
10 values
risk_if_overgeneralized
stringclasses
10 values
constraints
stringclasses
1 value
gold_checklist
stringclasses
1 value
PBI-001
clinical_trial
Adults 40-65 with HFrEF, NYHA II-III, eGFR>45, no recent MI
All heart failure patients including elderly and HFpEF
Enrollment excluded HFpEF and severe CKD; age cap 65
age 40-65; HFrEF only; moderate disease; kidney function preserved
all ages; HFrEF+HFpEF; broader comorbidity
HFpEF overreach; elderly overreach; CKD severe overreach
Was HFpEF studied. Any elderly subgroup. Any CKD subgroup. Any real-world registry validation.
wrong prescribing; adverse events in frail patients; false guideline strength
Under 220 words.
cohort+claimed+violations+questions
PBI-002
clinical_trial
Adults 18-55, BMI 20-30, no diabetes, no steroids
General adult population including obese and diabetic
Exclusions remove key real-world groups
healthy adults; non-obese; non-diabetic
includes obesity; includes diabetes; includes steroid users
obesity and diabetes overreach
Any diabetic subgroup. Any BMI>35 subgroup. Any interaction analysis.
harm in diabetics; misleading benefit claims
Under 220 words.
cohort+claimed+violations+questions
PBI-003
clinical_trial
Adults 30-70 with RA on stable methotrexate
All autoimmune disease patients
Study only RA and background therapy fixed
RA only; MTX background; age 30-70
multiple autoimmune diseases; varied backgrounds
disease class overreach; background therapy overreach
Any trials in lupus or IBD. Any biologic background subgroup.
ineffective or harmful off-label use
Under 220 words.
cohort+claimed+violations+questions
PBI-004
press_release
Middle-aged adults; no pediatrics
Suitable for children and teens
No pediatric enrollment
no pediatrics; adult dosing only
pediatric dosing and safety implied
pediatric overreach
Any pediatric PK study. Any juvenile safety data.
pediatric adverse events; dosing errors
Under 220 words.
cohort+claimed+violations+questions
PBI-005
regulatory
Trial enrolled reduced EF only
Label claim implies preserved EF too
Population mismatch
HFrEF only
HFpEF implied
HFpEF boundary breach
Exact label language. Any HFpEF evidence base.
mislabeling; insurer coverage distortion
Under 220 words.
cohort+claimed+violations+questions
PBI-006
guideline
Two RCTs in hospital setting
Recommendation for community primary care
Setting differs
inpatient; monitored; short follow-up
outpatient; mixed adherence; long horizon
setting boundary breach
Any outpatient pragmatic trial. Any adherence sensitivity.
harms when monitoring absent
Under 220 words.
cohort+claimed+violations+questions
PBI-007
clinical_trial
Age 40-65 only
Claimed benefit for elderly 80+
Age mismatch
40-65
80+
age boundary breach
Any frailty stratification. Any real-world data in 80+.
falls; renal events; drug interactions
Under 220 words.
cohort+claimed+violations+questions
PBI-008
clinical_trial
Single country, majority one ancestry
Claimed universal across ancestries
Demographic mismatch
single region; limited ancestry diversity
global populations; diverse ancestries
ancestry boundary breach
Any multi-region trial. Any PK differences by ancestry.
variable efficacy; safety signals missed
Under 220 words.
cohort+claimed+violations+questions
PBI-009
observational
Specialist center cohort only
Claimed general population effect
Referral bias
specialist; high severity; selected
general population
referral bias boundary breach
Any population-based replication.
false effect size; misallocation of resources
Under 220 words.
cohort+claimed+violations+questions
PBI-010
clinical_trial
Excluded pregnant people
Claim implies safe in pregnancy
Exclusion ignored
non-pregnant only
pregnancy included
pregnancy boundary breach
Any pregnancy registry. Any reproductive tox evidence.
fetal harm; legal risk
Under 220 words.
cohort+claimed+violations+questions

What this dataset tests

Studied cohort versus claimed population.

It detects generalization creep. It flags inference beyond enrollment criteria.

Required outputs

  • cohort_profile
  • claimed_population_profile
  • boundary_violations
  • required_population_disambiguation
  • risk_if_overgeneralized

Typical failures

  • assuming age or comorbidity transfer
  • extending findings to excluded groups
  • conflating inpatient evidence with outpatient claims

Suggested prompt wrapper

System

You check population boundary integrity. You do not generalize beyond the cohort.

User

Studied cohort
{studied_cohort}

Claimed population
{claimed_population}

Evidence excerpt
{evidence_excerpt}

Return

  • cohort profile
  • claimed population profile
  • boundary violations
  • disambiguation questions
  • risk if overgeneralized

Citation

ClarusC64 dataset family

Downloads last month
17