Validate and prioritize starting papers for snowball surveys. Evaluates which seeds will yield the richest citation traces based on citation count, recency, and network position.
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yogsoth-ai/de-anthropocentric-research-engine - Page 20
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Select the final portfolio from the Pareto front by applying stakeholder preferences and decision criteria.
Design leave-one-out, influence diagnostics, subgroup analyses, and robustness checks
Rank constraints by sensitivity — which ones most impact the outcome if they shift
Synthesize all sensitivity analysis results into a coherent report with prioritized recommendations.
Apply time/space/condition/scale separation to resolve physical contradictions where the same parameter must satisfy opposing requirements.
Rate failure mode severity 1-10 based on end-effect impact. Follows AIAG-VDA severity scale calibrated for research artifacts.
Remove one specified factor from the artifact's support structure and reason about how the conclusion changes.
Green Hat focused creative thinking within Six Hats framework
Citation-chain-driven literature survey starting from seed papers. Traces research lineage in both forward (who cited this) and backward (what this cited) directions until saturation. High deep-read ratio (67%). Use when the user already has key papers and…
Sobol variance decomposition — compute first-order and total-order sensitivity indices for precise variance attribution.
Strategy: Multi-agent collaborative debate based on Du et al. Society of Mind. Agents share perspectives iteratively until convergence or divergence is detected.
Apply 6 types of Socratic questions to test claims and assumptions. Exposes weaknesses and strengthens reasoning.
Apply CCA to remove inconsistent combinations
Convert analogy insights into concrete feasible solutions. Transform abstract connections into actionable mechanisms.
Define gate criteria for each stage, evaluate candidates at each gate, and render go/kill/recycle decisions with evidence.
Simulate stakeholder perspectives to validate gap priorities. Assesses gap value from researcher, practitioner, funder, and end-user viewpoints.
Map all affected parties using CSH 12-question framework, identify jobs-to-be-done, classify by salience. Reveals whose perspective is systematically excluded.
Simulate stakeholder objections through role-play and political feasibility analysis to test whether the decision survives real-world opposition.
Simulate user/engineer/investor/regulator/society perspectives to surface hidden requirements and opportunities.
Strategy: Weight by stakeholder perspective — the same gap carries different weight under different perspectives; take the consensus ranking at the end
Select appropriate statistical methods for experiment analysis
Synthesize all attacks and verdicts into a final unified assessment with surviving concerns and recommended modifications.
Use impractical ideas as stepping stones to reach practical solutions (de Bono Stepping Stone technique).
Orchestrates impact assessment and robustness scoring to evaluate research approach resilience across scenarios
Tactic for assessing argument strength — evaluate evidence quality, count independent sources, check for defeaters, assign calibrated confidence scores.
What is the worst case? — Extreme condition construction and failure mode enumeration for risk preparedness
Strategy: Pearl Three-Step counterfactual — Abduction (fit model to evidence), Action (intervene on factor), Prediction (derive counterfactual outcome).
Map source→target structural correspondences. Identifies corresponding, missing, and extra elements between domains.
Synthesize all structural transformation outputs into a coherent, ranked idea report with lineage tracking.
Tactic: Full attack lifecycle — threat surface enumeration, attack vector generation, systematic probing, and finding aggregation across all surfaces.
Tactic: Decompose a main question into a hierarchy of independently answerable sub-questions
Evaluate the probability of sufficiency (PS) for a causal factor — would this factor alone be enough to produce the conclusion?
Execute component surgery operations (subtract/multiply/divide/unify/redirect) from Systematic Inventive Thinking.
Final synthesis step — weave all gathered evidence (reading notes, extracted data, categorizations) into a coherent structured output appropriate to the strategy type. Used by all 5 strategies as the final step.
Compress core contradiction into poetic imagery/oxymoron. Use compressed conflicts to reveal hidden solution directions.
Compress problem contradiction into 2-3 word oxymoron. Produces oxymorons with interpretation directions for each.
Synthesize all synectics outputs into a structured idea report. Combines results from all analogy types and excursion processes.
Tactic: List all factors, remove one at a time, assess conclusion stability, rank factors by load-bearing importance.
Multi-axis systematic perturbation — define variation axes, perturb along each, measure degradation, construct validity envelope.