framing the research problem
Foundations
theory, domain context
Research Questions
precise, testable, scoped
State of the Art
knowns, gaps, hypotheses
finding and evaluating the solution
Necessary Methods
data, preprocessing, validation, metrics, models, tuning, ablations
Applied Solution Path
implementation & assumptions
Results
findings, uncertainty, limitations
reflecting and improving
Loopback, Evaluation & Improvement
error analysis, robustness checks, iteration
<gisma 2025>