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SkillsMP has collected 961 skills from yogsoth-ai/de-anthropocentric-research-engine. Open a skill to review its source and details.
yogsoth-ai/de-anthropocentric-research-engineShowing 40 of 961 collected skills.
Evaluate novelty of specific invention — find relevant prior art across patents, publications, and products. Budget: 80 patent families, 20 claim parses, 50 web searches.
Multi-dimensional gap scoring and ranking — define criteria, score, weight, rank, sensitivity-check. Combines multi-criteria-scoring, stakeholder-confirmation, and feasibility assessment.
Tactic: perturb scoring weights to test the robustness of the gap ranking against weight choice
Generate PRISMA-compliant flow data documenting the screening funnel — counts at each stage (identification, screening, eligibility, inclusion) with exclusion reasons. Used by systematic-survey via prisma-screening tactic.
Multi-stage PRISMA screening tactic — progressively filter papers from a large candidate pool to a focused set for deep reading. Four stages (identification, title/abstract screening, full-text screening, inclusion) with documented counts at each stage.
Execute a single attack probe against an artifact, record the result with evidence and severity classification.
Restate technical problem as biological question. Translate engineering challenges into nature's language.
Strategy: Research execution process FMEA — analyzes how the research process itself can fail during execution, distinct from design-level failures.
Build performance-over-time progress curves with inflection detection
Track performance progress over time, quantify remaining headroom — 30 methods, 100 data points, 40 web searches budget
Propose concrete mitigation strategies for severe obstacles. MUST use search tools to validate that proposed mitigations are realistic — no armchair theorizing. Each mitigation must have evidence of feasibility.
Strategy: Klein pre-mortem — assume the artifact has failed, then retrospect plausible causes. Generates rapid failure scenario catalog.
Extract evaluation protocol parameters from papers
Analyze evaluation protocol differences across papers for same benchmark — 5 benchmarks, 60 papers, 30 web searches
PO + Movement: generate provocations then extract useful directions (4 movement types)
Plan funnel plots, Egger's test, trim-and-fill, p-curve, and selection model analyses for publication bias
Methodological quality and bias risk assessment of included studies using validated tools
Methodological rigor scoring for papers — evaluates bias risk, reproducibility, sample adequacy using established frameworks. Used by systematic-survey.
Multi-dimensional patent quality assessment — forward citations, family size, claim count, geographic breadth
Tactic: iteratively refine a research question until it passes all 5 FINER criteria
Reframe research questions using abstraction laddering, HMW formulation, and Socratic probing. Find the most productive level and framing for investigation.
Synthesize multiple dimension scores into radar chart data and compute overall readiness.
Random word/concept as thinking entry point (de Bono Random Entry)
Select random paper facet as creative stimulus. Uses genuine randomness in paper selection to break domain fixation.
Random word/paper/concept as thinking entry point. Use genuine randomness to escape fixation and open unexpected solution paths.
Use random word/concept injection as creative stimulus. Selects random concepts and forces connection to the problem space, generating unexpected solution paths.
Compare multiple ranking results to assess agreement and identify divergent items.
Produce the final ranking artifact from converged ratings and consistency report.
Strategy: rapid coarse screening — two filtering rounds compress a large set of gaps into a fine-rankable candidate set
Incorporate a new judgment into the rating model and return updated ratings for all candidates.
Re-derive conclusions under a negated assumption, tracking where the derivation diverges from the original.
Re-evaluate S/O/D scores after mitigation measures are in place. Validates that mitigations actually reduce risk as expected.
Reassemble decomposed fragments into novel structures through systematic recombination of components.
Reassemble decomposed system fragments into novel structural arrangements that create emergent value.
Compile all problem reformulation analyses into a coherent report with a recommended new problem definition.
Reframe the problem from 4 professional perspectives to reveal what each discipline would focus on.
Strategy for identifying and typing relationships between concepts — create edges with appropriate types and weights.
Assess how removable a constraint is with effort estimate and dependency analysis.
Design concrete removal steps for a constraint with timeline and resource needs.
Ensure experiment reproducibility through systematic environment and seed control