BenchEWS Studio

PurposeRuns the fixed Scientific Reference Benchmark as an installation and computation check.

Scientific benefitDocumented target values show whether the verified core computation is reproducible.

Studio 2.0 todayStudio 2.0 includes four EWS in its analytical scope: variance, lag-1 autocorrelation, skewness, and CRTI. The fixed Reference Benchmark currently checks variance and lag-1 autocorrelation against documented target values; skewness and CRTI remain clearly identified as the other Studio 2.0 indicators.

Explicit boundaryLimiting the fixed target-value check to two measures does not mean that Studio 2.0 contains only two EWS. The benchmark is also not a general best-EWS selection system and is not an analysis of an unknown real-world system.

Studio 3.0 / ECHO · PLANNEDStudio 3.0 / ECHO is planned to extend standardized comparison with transparent evidence-based assessment and recommendation support.

PurposeRecords the research question, hypothesis, or motivation as an explicit starting point.

Scientific benefitThe conceptual origin of the study remains traceable within the project context.

Studio 2.0 todayA scientific idea can be created and persisted for subsequent workflow objects.

Explicit boundaryFormulating an idea produces neither evidence nor hypothesis validation.

PurposeTurns an idea into an organizational container for a study.

Scientific benefitRelated configurations, runs, and results receive a reproducible project context.

Studio 2.0 todayProjects can be created, identified, and maintained in the registered object inventory.

Explicit boundaryA project or workflow status is not a statement of scientific quality or validation.

PurposeAssembles a benchmark configuration from existing registered analysis objects.

Scientific benefitInputs and analytical conditions are specified explicitly and traceably.

Studio 2.0 todayExisting Scenario, Dataset, Observation Strategy, and Indicator objects can be combined into a configuration.

Explicit boundaryThe software does not automatically guarantee that the selected configuration or parameterization is scientifically optimal.

PurposeChecks schema and cross-object consistency for a configuration.

Scientific benefitFormal inconsistencies can be identified before execution.

Studio 2.0 todayInternal rules determine whether the registered objects are technically executable together.

Explicit boundaryThis is software and object validation, not empirical or scientific validation of a hypothesis.

PurposeExecutes an approved run with the selected data and method.

Scientific benefitThe computation and workflow state are produced in a controlled, traceable manner.

Studio 2.0 todayA valid configuration can be executed and its run state documented.

Explicit boundarySuccessful execution is neither scientific interpretation nor evidence of predictive superiority.

PurposeSupports technical integrity and reproducibility checks for a run.

Scientific benefitThe result, configuration, provenance, and state sequence can be checked against one another.

Studio 2.0 todayThe technical traceability of a completed run is checked through the available verification paths.

Explicit boundaryTechnical verification proves neither the scientific correctness of the method nor the meaning of the result.

PurposePresents results for scientific assessment by the user.

Scientific benefitObservations and conclusions can be documented in the context of the research question.

Studio 2.0 todayResults are made available for review and user-led interpretation.

Explicit boundaryStudio 2.0 does not generate autonomous scientific truth or select the correct interpretation by itself.

Studio 3.0 / ECHO · PLANNEDECHO is planned to offer transparently justified decision support; scientific responsibility remains with the researcher.

PurposePrepares the manifest, RO-Crate, and publication object within the implemented workflow.

Scientific benefitResults, configuration, and provenance can be assembled into an inspectable research artifact.

Studio 2.0 todayA Knowledge Package can be prepared and made ready for a deliberate publication step.

Explicit boundaryPackage generation is not actual publication, peer review, or scientific validation.

PurposeSupports discovery and reuse of existing publication and research objects.

Scientific benefitPrior work can be used traceably for re-execution, reproduction, or replication contexts.

Studio 2.0 todaySuitable registered objects can be selected for a subsequent research workflow.

Explicit boundaryReuse guarantees neither reproducibility on external infrastructure nor successful independent replication.

PurposeLists and filters registered Projects, Datasets, Runs, and Publications.

Scientific benefitResearchers can see which objects actually exist in the local registry.

Studio 2.0 todayObject type, identity, state, and creation time can be searched and inspected.

Explicit boundaryThe Object Browser does not assess scientific quality or strength of evidence.

PurposeApplies one selected Scientific Module to observation data for focused analysis.

Scientific benefitA particular mathematical detector can be examined directly instead of only appearing within a broader workflow.

Studio 2.0 todayThe verified 2.0 baseline executes variance, lag-1 autocorrelation, and skewness; CRTI remains a release-gated required module until binding and computational verification are complete.

Explicit boundaryThe result answers what this selected EWS shows for these data - not whether it is the best EWS for the dataset.

Studio 3.0 / ECHO · PLANNEDECHO is planned to connect individual results with comparative evidence and defined evaluation criteria.