Ahmadrezanourozii/Master-thesis-for-AI-program-at-Open-Source-LAB---FAU
A thesis proposal describes interview-grounded participant profiles for LLM qualitative coding, using cross-fitting, matched controls and comparison with existing human coding. Documentation describes intended use; research outcomes were not independently evaluated.
Workflow level n/a Source: Repository-documented Outcome: Not empirically evaluated here
Research applicability
A thesis proposal describes interview-grounded participant profiles for LLM qualitative coding, using cross-fitting, matched controls and comparison with existing human coding.
Getting started
Editorial suggestion: read the primary source and limitations before adapting any method; no installation or trial performed.
Maintenance
Source snapshot checked 2026-11-01; ongoing maintenance, installed behavior and current-version parity not generally verified.
License
Consult original licence and data/provider terms; source access is not reuse clearance. No licence/rights audit or installation was performed.
Workflow & human oversight
Workflow level unassigned: Proposed stages connect interview profiles, coding, matched controls and human-reference comparison. The abstract does not document who approves generated profiles/coding or validates final research conclusions; workflow level remains insufficient-evidence. Next action: retrieve the methodology/oversight protocol; do not present planned stages as executed. Human control/boundary: Proposed stages connect interview profiles, coding, matched controls and human-reference comparison. The abstract does not document who approves generated profiles/coding or validates final research conclusions; workflow level remains insufficient-evidence. Next action: retrieve the methodology/oversight protocol; do not present planned stages as executed.
Workflow level is not an evidence score; higher is not better evidence.
Approach
A thesis proposal describes interview-grounded participant profiles for LLM qualitative coding, using cross-fitting, matched controls and comparison with existing human coding. Documented steps: A thesis proposal describes interview-grounded participant profiles for LLM qualitative coding, using cross-fitting, matched controls and comparison with existing human coding.
Outcomes (as reported by the originating team)
Author reports or documentation only, not independently reproduced. No independent reproduction was performed here.
Limitations
README contains an abstract and proposed outline rather than results or a full executed protocol. Feasibility, improved agreement and causal reliance are research questions; access to authorized interview data and codebook is required.
Reproducibility
Primary-source text was read and preserved with provenance hashes. No candidate code, model, benchmark, data upload or claimed outcome was executed/reproduced.
Adoption requirements
Verify research scope, data rights, tool requirements and outputs before use; these editorial suggestions were not executed.
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