ISEF variable mean scores by model
| Variable | Dir. | ChatGPT-5 | DeepSeek | Qwen-3 | Consensus |
|---|---|---|---|---|---|
| Cognitive/Data Analysis | Fwd | 6.87 | 7.39 | 8.02 | 7.38 |
| Technological Integration | Fwd | 6.81 | 7.49 | 7.85 | 7.40 |
| AI Readiness | Fwd | 7.67 | 8.13 | 8.38 | 8.05 |
| Automation Potential | Fwd | 7.01 | 7.51 | 7.75 | 7.46 |
| Collaboration | Fwd | 3.06 | 4.58 | 5.80 | 4.37 |
| Innovation/Synergy | Fwd | 5.30 | 5.68 | 6.63 | 5.83 |
| Domain Expertise | Fwd | 3.92 | 5.04 | 6.00 | 4.96 |
| Compliance/Responsibility | Barrier | 8.32 | 8.21 | 8.76 | 8.38 |
| Industry Barriers | Barrier | 7.45 | 7.59 | 7.53 | 7.57 |
| Algorithm Limitation | Barrier | 8.50 | 8.37 | 8.79 | 8.54 |
| Data Security/Privacy | Barrier | 7.24 | 7.07 | 7.52 | 7.27 |
| Sociotechnical Challenges | Barrier | 7.93 | 7.69 | 8.18 | 7.91 |
| Variable | Dir. | ChatGPT-5 | DeepSeek | Qwen-3 | Consensus |
|---|---|---|---|---|---|
| Cognitive/Data Analysis | Fwd | 6.87 | 7.39 | 8.02 | 7.38 |
| Technological Integration | Fwd | 6.81 | 7.49 | 7.85 | 7.40 |
| AI Readiness | Fwd | 7.67 | 8.13 | 8.38 | 8.05 |
| Automation Potential | Fwd | 7.01 | 7.51 | 7.75 | 7.46 |
| Collaboration | Fwd | 3.06 | 4.58 | 5.80 | 4.37 |
| Innovation/Synergy | Fwd | 5.30 | 5.68 | 6.63 | 5.83 |
| Domain Expertise | Fwd | 3.92 | 5.04 | 6.00 | 4.96 |
| Compliance/Responsibility | Barrier | 8.32 | 8.21 | 8.76 | 8.38 |
| Industry Barriers | Barrier | 7.45 | 7.59 | 7.53 | 7.57 |
| Algorithm Limitation | Barrier | 8.50 | 8.37 | 8.79 | 8.54 |
| Data Security/Privacy | Barrier | 7.24 | 7.07 | 7.52 | 7.27 |
| Sociotechnical Challenges | Barrier | 7.93 | 7.69 | 8.18 | 7.91 |
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