{"schema_version":1,"experiment_id":"eoa_inverse_innovation_exp03_full320_20260801","cell_id":"invariant_mode_decomposition_design__political_science","trajectory_id":"R","attempt_index":0,"candidate_sha256":"db6dbd1ca7a75395259ab042bc3827ce2ae572eab79719a70cd9c35d7ce59749","gates":{"G1":{"status":"PASS","reason":"The missed-coupled-deterioration problem is independently recognizable without relying on modal terminology, and the candidate supplies a distinct baseline falsifier."},"G2":{"status":"PASS","reason":"The proposal explicitly defines a transition operator, state vector, approximate invariant directions, modal gains, selection rules, intervention mapping, residual checks, drift monitoring, and interpretation limits."},"G3":{"status":"PASS","reason":"The design plausibly links detection of amplifying institutional combinations to earlier allocation of lawful safeguards, while testing warning utility against both ordinary monitoring and a strong predictive rival. It appropriately stops short of treating observational modes as proof of policy causation."},"G4":{"status":"PASS","reason":"Every archetype component has a domain realization, selected mechanisms have differentiated functions and counterfactual-removal tests, and rejected mechanisms are excluded for substantively appropriate reasons. Conditioning, degeneracy, non-normality, residual structure, and local validity are bounded."},"G5":{"status":"PASS","reason":"Empirical efficacy and stability are explicitly classified as hypotheses, interpretive claims are bounded as inferences, prior art is disclosed as unsearched, and no unsupported result is presented as established evidence."},"G6":{"status":"PASS","reason":"The problem falsifier tests whether coupled modeling adds detection value, while the intervention falsifier separately tests whether mode-guided selection adds utility beyond the nearest rival and avoids excess false alarms or rights harm."},"G7":{"status":"PASS","reason":"Analysis begins in an authorized shadow setting, substantive authority remains with lawful institutions, affected parties and prohibited uses are specified, and halt, withdrawal, audit, and reauthorization conditions are explicit."}},"scores":{"structural_fit":{"score":4,"reason":"The political-science realization preserves the archetype's transformation, invariant-direction, gain, selection, intervention, residual, drift, and scope structure with unusually complete traceability."},"domain_fidelity":{"score":4,"reason":"The formulation respects institutional heterogeneity, reflexivity, contested measurement, lawful authority, political stigma, and the distinction between descriptive warning and judgments of intent or legitimacy."},"causal_plausibility":{"score":3,"reason":"Earlier recognition of reinforcing institutional changes can plausibly improve warning and response allocation, but effects of particular safeguards still require identification beyond sensitivity within an observational transition model."},"component_translation":{"score":4,"reason":"All named components receive concrete political-science counterparts, including uncertainty-aware stability classification, coupling registration, residual inspection, and operational suspension rules."},"adversarial_survival":{"score":4,"reason":"The candidate directly confronts measurement-induced covariance, sparse panels, heterogeneity, abrupt events, strategic adaptation, unstable modes, gaming, stigmatization, and a flexible predictive rival."},"reframing_gain":{"score":4,"reason":"The modal framing shifts attention from isolated institutional scores to recurring combinations that may amplify while individual indicators remain moderate, yielding a materially different monitoring target."},"practicality_testability":{"score":3,"reason":"A preregistered archival and prospective shadow comparison is executable and auditable, though sparse data, regime changes, and the time needed to evaluate institutional outcomes may constrain power."},"expected_value_risk":{"score":3,"reason":"Potential early-warning value is meaningful and initial deployment is tightly bounded, but publication, labeling, surveillance allocation, and politically uneven safeguard recommendations retain material downstream risk."},"novelty_evidence":{"score":0,"reason":"Prior art is explicitly unsearched, so novelty relative to dynamic-factor, regime-warning, and democracy-measurement research is not established."}},"weighted_total":87.5,"disposition":"DEEP_RESEARCH","fabrication_findings":[],"weak_dimensions":["novelty_evidence"],"actionable_critique":[{"priority":"HIGH","issue":"The effect of candidate safeguards is not identified by perturbing an observational modal model.","repair":"During deep research, separate predictive warning evaluation from causal evaluation of safeguards and require an appropriate experimental or quasi-experimental identification strategy before making outcome-effect claims.","evidence_boundary":"The current packet supports a falsifiable early-warning hypothesis, not an established causal effect of any safeguard."},{"priority":"MEDIUM","issue":"Novelty relative to existing political early-warning and dynamic latent-factor work is unknown.","repair":"Conduct a documented prior-art review comparing the proposed invariant-transition interpretation, residual governance, and mode-guided decision rule with the nearest established methods.","evidence_boundary":"No novelty claim should be made from the closed-book packet."}],"repairs":[],"improvement_attribution":{"kind":"NONE","reason":"This is an original attempt with no prior problem identifier, causal-lever identifier, or registered repair to compare; no improvement can be attributed."},"trajectory_replacement":false,"arm_guess":"MECHANISM_PACKET","recommendation":"SUCCESS","tester_summary":"All reject-first gates pass. The candidate is a structurally complete, domain-sensitive, falsifiable, and safety-bounded modal early-warning design. Empirical performance, safeguard effects, and novelty remain open research questions, but the proposal states those boundaries rather than presenting them as established findings."}