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pair_id
stringclasses
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domain_a
stringclasses
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domain_b
stringclasses
10 values
domain_a_phase_map
stringclasses
10 values
domain_b_phase_map
stringclasses
10 values
domain_a_failure_modes
stringclasses
10 values
domain_b_failure_modes
stringclasses
10 values
invariant_alignment_map
stringclasses
10 values
mismatch_flags
stringclasses
10 values
alignment_coherence_score_0_100
int64
70
86
alignment_evidence
stringclasses
10 values
constraints
stringclasses
1 value
gold_checklist
stringclasses
1 value
ISAM-001
P-01
wound healing cascade
psychological trauma recovery
phase1 hemostasis minutes-hours; phase2 inflammation days; phase3 proliferation days-weeks; phase4 remodeling weeks-months
phase1 shock minutes-days; phase2 acute arousal days-weeks; phase3 meaning-making weeks-months; phase4 integration months-years
chronic inflammation; infection; hypertrophic scar; fibrosis
hyperarousal persistence; avoidance; intrusive memory; chronic dysregulation
A1 hemostasis aligns with B1 shock as immediate containment; A2 inflammation aligns with B2 arousal as mobilized defense; A3 proliferation aligns with B3 meaning-making as repair building; A4 remodeling aligns with B4 integration as long-term reorganization
mismatch if B2 lacks clear biomarker proxy; social context adds external drivers not present in A
86
Both are phase-ordered repair systems with early containment, mobilized defense, rebuilding, and long reorganization. Failure modes cluster as stuck activation and maladaptive remodeling.
Under 260 words.
has phase maps+alignment+mismatch+score
ISAM-002
P-02
fibrosis prevention in tissue repair
post-trauma psychological scarring prevention
phase1 injury signaling; phase2 inflammatory amplification; phase3 fibroblast activation; phase4 matrix remodeling
phase1 threat encoding; phase2 arousal amplification; phase3 consolidation of narratives; phase4 long-term memory remodeling
excess TGF-beta signaling; myofibroblast persistence; stiff ECM
overconsolidation of threat; rigid identity narrative; persistent avoidance loops
A2 amplification aligns with B2 amplification; A3 fibroblast persistence aligns with B3 rigid consolidation; A4 matrix remodeling aligns with B4 memory remodeling
mismatch if B has no single pathway analogue; ethical limits on intervention differ
82
Both contain a risk of repair overshoot that hardens the system. The invariant is persistent activation that converts adaptive repair into rigid structure.
Under 260 words.
has phase maps+alignment+mismatch+score
ISAM-003
P-03
sepsis trajectory stabilization
delirium prevention and recovery
phase1 infection trigger; phase2 systemic inflammation; phase3 organ support and recovery; phase4 immune reset
phase1 precipitant trigger; phase2 global dysregulation; phase3 stabilization and reorientation; phase4 cognitive reintegration
cytokine storm; microcirculatory failure; multi-organ dysfunction
sleep-wake disruption; neurotransmitter imbalance; sensory overload; prolonged cognitive decline
A2 systemic inflammation aligns with B2 global dysregulation; A3 organ support aligns with B3 stabilization scaffolding; A4 immune reset aligns with B4 reintegration
mismatch if B2 has multiple competing mechanisms; measurement noise in B higher
78
Both show a tipping phase where multi-stream signals diverge. Stabilization depends on restoring coherent coupling rather than fixing one number.
Under 260 words.
has phase maps+alignment+mismatch+score
ISAM-004
P-04
bone fracture repair
rehabilitation after major depression episode
phase1 hematoma; phase2 inflammation; phase3 callus formation; phase4 remodeling
phase1 collapse; phase2 acute symptom peak; phase3 function scaffolding; phase4 identity and habit remodeling
nonunion; malunion; chronic pain
relapse; anhedonia persistence; functional collapse; social withdrawal
A1 hematoma aligns with B1 collapse as forced reset; A3 callus aligns with B3 scaffolding as temporary structure; A4 remodeling aligns with B4 long remodeling
mismatch if B relapse loops occur without clear structural injury analogue
74
Both require temporary scaffolds that later get remodeled. Failure appears as stalled consolidation or unstable remodeling.
Under 260 words.
has phase maps+alignment+mismatch+score
ISAM-005
P-05
asthma exacerbation control
panic attack cycle stabilization
phase1 trigger exposure; phase2 bronchospasm cascade; phase3 rescue intervention; phase4 airway recovery
phase1 trigger cue; phase2 arousal cascade; phase3 grounding intervention; phase4 nervous system recovery
status asthmaticus; steroid overuse; rebound inflammation
fear of fear loop; avoidance reinforcement; sensitization
A2 bronchospasm cascade aligns with B2 arousal cascade; A3 rescue aligns with B3 grounding; A4 recovery aligns with B4 settling
mismatch if B triggers are internal and self-generated while A often external
80
Both are fast positive-feedback loops with a rescue window. The invariant is interrupting amplification early and preventing sensitization.
Under 260 words.
has phase maps+alignment+mismatch+score
ISAM-006
P-06
gut microbiome recovery after antibiotics
sleep cycle restoration after burnout
phase1 disruption; phase2 instability; phase3 recolonization; phase4 stabilization
phase1 disruption; phase2 dysregulation; phase3 re-entrainment; phase4 stabilization
dysbiosis persistence; opportunist overgrowth; inflammation
insomnia persistence; hypervigilance; circadian drift
A3 recolonization aligns with B3 re-entrainment as rebuilding a stable attractor; A4 stabilization aligns with B4 stabilization
mismatch if B has intentional control loops and A has ecological constraints
72
Both recover by re-establishing a stable ecosystem rhythm. Failure is drift into a maladaptive attractor.
Under 260 words.
has phase maps+alignment+mismatch+score
ISAM-007
P-07
chemotherapy marrow suppression and recovery
post-viral fatigue recovery pattern
phase1 insult; phase2 nadir; phase3 rebound; phase4 stabilization
phase1 insult; phase2 crash; phase3 rebound; phase4 stabilization
infection risk; delayed recovery; relapse
post-exertional malaise; oscillation; prolonged dysregulation
A2 nadir aligns with B2 crash; A3 rebound aligns with B3 rebound; A4 stabilization aligns with B4 stabilization
mismatch if B has unclear biomarkers for phase boundary detection
70
Both show predictable phase order and a vulnerability window around the nadir. The invariant is pacing and support through rebound without overshoot.
Under 260 words.
has phase maps+alignment+mismatch+score
ISAM-008
P-08
chronic pain central sensitization
chronic anxiety sensitization loop
phase1 injury; phase2 nociceptive amplification; phase3 central sensitization; phase4 chronic maintenance
phase1 stressor; phase2 arousal amplification; phase3 threat sensitization; phase4 chronic maintenance
allodynia; pain spread; opioid dependence
hypervigilance; avoidance; reassurance seeking reinforcement
A3 central sensitization aligns with B3 threat sensitization; both maintain through prediction error biasing toward threat/pain
mismatch if A has peripheral drivers that persist while B often has none
84
Both convert transient signals into persistent prediction loops. The invariant is learning-based amplification and maintenance.
Under 260 words.
has phase maps+alignment+mismatch+score
ISAM-009
P-09
immune tolerance induction in allergy
exposure therapy in phobia
phase1 sensitization; phase2 exposure dosing; phase3 tolerance building; phase4 maintenance
phase1 sensitization; phase2 graded exposure; phase3 extinction learning; phase4 maintenance
anaphylaxis risk; rebound sensitivity
dropout; context specificity; return of fear
A2 graded dosing aligns with B2 graded exposure; A3 tolerance aligns with B3 extinction learning; A4 maintenance aligns with B4 maintenance
mismatch if immune tolerance can be durable while fear extinction is context-bound
76
Both aim to recalibrate a reactive system through graded exposure. Failure modes track as overshoot risk and relapse risk.
Under 260 words.
has phase maps+alignment+mismatch+score
ISAM-010
P-10
stroke rehab motor relearning
language reacquisition after aphasia
phase1 acute injury; phase2 early rehab; phase3 neuroplastic relearning; phase4 consolidation
phase1 acute injury; phase2 early speech therapy; phase3 relearning; phase4 consolidation
learned nonuse; spasticity; plateau misread
learned nonuse; compensatory shortcuts; plateau misread
A3 relearning aligns with B3 relearning; plateau meaning is shared: either consolidation or stalled adaptation
mismatch if language has higher social constraint and feedback than motor tasks
79
Both are plasticity-driven relearning systems. The invariant is interpreting plateaus correctly and preventing maladaptive compensation.
Under 260 words.
has phase maps+alignment+mismatch+score

What this dataset tests

Whether a model can align two domains by invariant phase structure
and failure-mode topology, not surface similarity.

Required outputs

  • phase_map_A
  • phase_map_B
  • invariant_alignment_map
  • mismatch_flags

What counts as success

  • clear phase mapping in both domains
  • explicit alignment statements across phases
  • at least one mismatch or boundary condition
  • optional coherence score 0-100

Typical failures

  • metaphor only, no phase mapping
  • mapping that ignores failure modes
  • claiming equivalence with no mismatch flags

Suggested prompt wrapper

System

You map invariant structure across domains.

User

Domain A
{domain_a}

Domain B
{domain_b}

Phase map A
{domain_a_phase_map}

Phase map B
{domain_b_phase_map}

Failure modes A
{domain_a_failure_modes}

Failure modes B
{domain_b_failure_modes}

Return

  • phase_map_A
  • phase_map_B
  • invariant_alignment_map
  • mismatch_flags
  • alignment_coherence_score_0_100

Citation

ClarusC64 dataset family

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