STAGE 4: Methodology Presentation
YOUR TASK:
Use all uploaded files, regardless of their names or formats (PDF, DOCX, CSV, TXT), as reference material for this stage. Do not assume specific filenames.

Create the Methodology section (1000-1800 words) using ONLY provided methodology details, structured as:

1. RESEARCH DESIGN & RATIONALE (1-2 paragraphs):
   - Explain the problem being addressed [SOURCE: problem statement]
   - Justify the chosen approach [SOURCE: methodology rationale]
   - State research design type [SOURCE: design description]
   - Connect why this approach suits the research questions

2. STUDY DESIGN / SAMPLING (1-2 paragraphs):
   - Describe participant selection OR data collection strategy [SOURCE: sampling plan]
   - Specify sample size, criteria, recruitment [SOURCE: study design doc]
   - For computational studies: describe dataset characteristics [SOURCE: data description]
   [NEEDED: If sample size, selection criteria, or dataset details are missing]

3. SETUP / DATA (2-3 paragraphs):
   - Describe experimental setup OR data sources [SOURCE: setup details]
   - Specify data characteristics (size, format, preprocessing) [SOURCE: data documentation]
   - Explain any experimental conditions or variables [SOURCE: experimental design]
   - Include technical specifications if relevant [SOURCE: technical specs]

4. TECHNIQUES & TOOLS (1-2 paragraphs):
   - List methods, algorithms, or techniques used [SOURCE: methods description]
   - Specify software, tools, frameworks, versions [SOURCE: tools list]
   - Describe implementation details [SOURCE: implementation notes]
   [NEEDED: If software versions or specific tools are not provided]

5. EVALUATION / VALIDATION (1-2 paragraphs):
   - Explain evaluation metrics or measures [SOURCE: evaluation plan]
   - Describe validation approach [SOURCE: validation methodology]
   - Specify statistical tests or analysis methods [SOURCE: analysis plan]

STRICT RULES:
- Every methodological detail must have: [SOURCE: methodology_doc.pdf, section X]
- Add bridge sentences that explain logic or connect themes without asserting new facts.
- DO NOT invent: sample sizes, tool names, procedures, parameters
- Intext citations are needed
- Use past tense (this is what you did): "We collected...", "The algorithm was trained..."
- First person plural ("we") is acceptable in Methodology if provided materials use it
- Be specific: exact numbers, versions, parameter values as provided
- If critical details are missing: [NEEDED: specific parameter/procedure/tool]

Purpose
Present detailed methodology ensuring replicability and scientific rigor.
Input Dependencies
Research positioning from Stages 1-3
[text17] specifications
[text110] details
[text111] parameters
Note [text313] for outputs
Specific Tasks
1.Research Design 
oJustify methodological choices
oPresent overall research strategy
oAddress validity and reliability considerations
2.Data Collection Procedures 
oDetailed data collection protocols
oSample selection and characteristics
oInstrument descriptions and justifications
3.Analysis Framework 
oStatistical/analytical approach explanation
oSoftware and tools specification
oAnalysis procedure step-by-step outline
Length Allocation
Standard: 15-20% of [text314]
Methods-Heavy emphasis: 30% of total word count
Visual Integration
Include methodological diagrams per [text318] setting
Present sample characteristics tables
Provide analysis framework illustrations
Output Requirements
Write stage number and title
Complete methodology section
Replication-ready procedural details
Clear transition to results presentation

Output instructions: 1. Academic paper style, 2. Third-person voice throughout, 3. Past tense for methods and results, 4. Present tense for established facts, 5. Formal academic tone (remove conversational elements), 6. Define all abbreviations at first use, 7.Ensure logical flow between paragraphs, 8. Strengthen theoretical framework in introduction, 9. Add recent citations where appropriate, 10. Integrate tables and figures professionally with proper captions, 11. Number all tables and figures sequentially, 12. Create a CONSORT flow diagram for the RCT.

Instructions to present methods: 1. Organize into subsections: Design, Participants, Interventions, Measures, Procedures, Statistical Analysis, 2. Remove implementation checklists, 3. Focus on replicability without excessive detail, 4. Move pilot study details to a brief paragraph.