Platform

A complete SENA research workflow

From raw discourse to transparent, reproducible social-epistemic evidence.

01

Data Import

Bring discourse, interaction, timestamp, role, and outcome data into a structured project.

Inputs
CSV, Excel, JSON, LMS/forum exports, transcripts
Outputs
Cleaned dataset, actor map, missing-value report
02

Coding Studio

Create or import codebooks, manually code discourse, and review AI-assisted suggestions.

Inputs
Discourse units, coding schemes, raters
Outputs
Coded dataset, code frequencies, reliability notes
03

ENA Builder

Model epistemic networks where concepts, skills, discourse moves, or codes become connected nodes.

Inputs
Coded discourse, units, stanzas/windows
Outputs
ENA graphs, centroids, difference networks
04

SNA Builder

Construct actor networks from replies, mentions, co-participation, editing, or turn-taking.

Inputs
Actor IDs, tie rules, directed/weighted events
Outputs
Centrality, density, reciprocity, communities
05

SENA Fusion Lab

Assemble a typed social-epistemic graph from S, W, and B layers with declared weights and normalization.

Inputs
R interactions, X coded discourse, Y participation
Outputs
A_fusion evidence, typed roles, model-carded figures
06

Group Comparison

Compare groups, conditions, stages, or high/low outcome communities with cautious statistical framing.

Inputs
Group labels, conditions, model parameters
Outputs
Difference maps, effect sizes, confidence intervals
07

Temporal Analysis

Trace changes across phases such as studying, planning, teaching, reflecting, inquiry, or design cycles.

Inputs
Timestamps, phases, episodes, sliding windows
Outputs
Stage trajectories, temporal networks, transition notes
08

AI-Assisted Interpretation

Draft cautious interpretation paragraphs grounded in selected figures, parameters, and verified evidence.

Inputs
Network outputs, user-selected claims, codebook
Outputs
Draft explanations, caveat flags, human-review queue
09

Report Generator

Generate publication-ready method notes, figures, captions, and reproducible project summaries.

Inputs
Project state, figures, statistics, methods metadata
Outputs
Word/PDF/HTML reports and citation-ready notes
10

Export / API / Reproducibility

Export complete research artifacts so teams can audit, reproduce, extend, and publish analyses.

Inputs
Data, codebook, parameters, logs
Outputs
CSV, SVG/PNG, JSON project file, R/Python scripts