STAGE 5: Results & Discussion Integration 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 Results & Discussion section (2000-3000 words) using ONLY provided results data, structured as: 1. KEY FINDINGS PRESENTATION (Multiple subsections): For each major finding: a. State the result clearly [SOURCE: results data/tables/figures] b. Reference figures/tables [SOURCE: provided visualizations] c. Report statistical significance if applicable [SOURCE: statistical analysis] d. Provide immediate interpretation STRUCTURE: Present results logically (by research question, by experiment, by theme) [SOURCE: results organization from materials] 2. INTERPRETATION (Integrated or separate subsection): For each finding: a. Explain what the result indicates/means b. Relate to research questions/hypotheses [SOURCE: objectives] c. Connect to theoretical framework [SOURCE: theory materials] 3. COMPARISON TO LITERATURE (1-2 paragraphs per major finding): a. Compare with prior studies [SOURCE: literature comparison notes] b. Explain agreements and contradictions c. Discuss why results differ/align with previous work Important: Reference ONLY literature already cited in Literature Review section 4. IMPLICATIONS & INSIGHTS (1-2 paragraphs): a. Discuss broader implications [SOURCE: implications notes] b. State practical applications [SOURCE: applications discussion] c. Theoretical contributions [SOURCE: theoretical significance] 5. LIMITATIONS (1 paragraph): a. Acknowledge study limitations [SOURCE: limitations notes] b. Explain how they might affect interpretation 6. FUTURE DIRECTIONS (1 paragraph): a. Suggest next research steps [SOURCE: future work notes] b. Connect to unresolved questions STRICT RULES: - Every quantitative result needs: [SOURCE: sheet/row/figure#] - Add bridge sentences that explain logic or connect themes without asserting new facts. - DO NOT invent: numbers, statistics, p-values, effect sizes, performance metrics - DO NOT fabricate: experimental outcomes, model accuracies, measurements - Intext citations are needed - If data visualization is provided, reference it: "as shown in Figure X" - Statistical significance: Report only if provided - [NEEDED: If results are incomplete or unclear] NUMERICAL DATA VERIFICATION: For every number you report: ✓ Exact match to provided data ✓ Units match source material ✓ Statistical values (p, r, F, t) are precise ✓ Percentages/proportions calculated correctly Purpose Present findings and provide comprehensive analysis and interpretation. Input Dependencies All previous sections for context [text113] specifications Data from uploaded Excel/CSV files Statistical analysis requirements Note [text313] for outputs Specific Tasks 1.Results Presentation oSystematic findings presentation oStatistical results with proper reporting oVisual data representation per [text318] 2.Findings Analysis oInterpretation of statistical results oPattern identification and explanation oConnection to research questions 3.Discussion Development oTheoretical implications exploration oPractical applications discussion oLimitation acknowledgment per [text115] Length Allocation Results-Heavy emphasis: Results 35% of word count Discussion-Heavy emphasis: Discussion 30% of word count Balanced: Equal emphasis on presentation and interpretation Visual Content Standards Minimal: Essential tables only (≤3 items) Standard: Balanced integration (4-8 items) Data-Rich: Comprehensive tables (≥10 statistical tables) Visual-Heavy: Graphics-first approach (≥12 visual elements) Output Requirements Write stage number and title Complete results section with proper statistical reporting Comprehensive discussion with theoretical integration Clear implications for theory and practice 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 for presenting results: 1. Lead with primary outcomes, 2. Present actual data (not just shells/placeholders), 3. Include effect sizes and confidence intervals, 4. Create a demographic table (Table 1), 5. Report both ITT and per-protocol analyses