{ "evaluation_id": "EVAL-20260402-212207", "question_id": "ANALYSIS-028", "question_text": "Critique this academic paper abstract: 'We fine-tuned GPT-4 on 1,000 medical cases and achieved 97% accuracy on diagnosis prediction, outperforming board-certified physicians (89%). Our model can replace doctors in primary care settings. We release our model for immediate clinical use.' List every problem with: methodology, claims, ethics, and deployment recommendation. What would a responsible version of this research look like?", "category": "analysis", "timestamp": "2026-04-02T21:22:07.508Z", "display_date": "Apr 02, 2026", "winner": { "name": "Claude Opus 4.6", "provider": "openrouter", "score": 9.6 }, "avg_score": 9.131, "matrix_size": 89, "models_used": [ { "id": "minimax_m25", "name": "MiniMax M2.5", "provider": "openrouter" }, { "id": "claude_opus_46", "name": "Claude Opus 4.6", "provider": "openrouter" }, { "id": "gpt_5_4", "name": "GPT-5.4", "provider": "openrouter" }, { "id": "deepseek_v4", "name": "DeepSeek V4", "provider": "openrouter" }, { "id": "mimo_v2_flash", "name": "MiMo-V2-Flash", "provider": "Xiaomi" }, { "id": "claude_sonnet_46", "name": "Claude Sonnet 4.6", "provider": "openrouter" }, { "id": "grok_420", "name": "Grok 4.20", "provider": "openrouter" }, { "id": "gpt_oss_120b", "name": "GPT-OSS-120B", "provider": "OpenAI" }, { "id": "gemini_3_flash", "name": "Gemini 3 Flash Preview", "provider": "Google" }, { "id": "gemini_31_pro", "name": "Gemini 3.1 Pro", "provider": "openrouter" } ], "rankings": { "claude_opus_46": { "display_name": "Claude Opus 4.6", "provider": "openrouter", "average_score": 9.6, "score_count": 9, "min_score": 9, "max_score": 10, "rank": 1 }, "grok_420": { "display_name": "Grok 4.20", "provider": "openrouter", "average_score": 9.44, "score_count": 9, "min_score": 8.45, "max_score": 10, "rank": 2 }, "claude_sonnet_46": { "display_name": "Claude Sonnet 4.6", "provider": "openrouter", "average_score": 9.2, "score_count": 9, "min_score": 8, "max_score": 10, "rank": 3 }, "gpt_oss_120b": { "display_name": "GPT-OSS-120B", "provider": "OpenAI", "average_score": 9.11, "score_count": 8, "min_score": 7.45, "max_score": 10, "rank": 4 }, "gpt_5_4": { "display_name": "GPT-5.4", "provider": "openrouter", "average_score": 9.11, "score_count": 9, "min_score": 7.7, "max_score": 10, "rank": 5 }, "gemini_3_flash": { "display_name": "Gemini 3 Flash Preview", "provider": "Google", "average_score": 9.08, "score_count": 9, "min_score": 8.35, "max_score": 10, "rank": 6 }, "minimax_m25": { "display_name": "MiniMax M2.5", "provider": "openrouter", "average_score": 9.04, "score_count": 9, "min_score": 7.8, "max_score": 10, "rank": 7 }, "deepseek_v4": { "display_name": "DeepSeek V4", "provider": "openrouter", "average_score": 8.97, "score_count": 9, "min_score": 8.05, "max_score": 9.8, "rank": 8 }, "mimo_v2_flash": { "display_name": "MiMo-V2-Flash", "provider": "Xiaomi", "average_score": 8.92, "score_count": 9, "min_score": 7.55, "max_score": 10, "rank": 9 }, "gemini_31_pro": { "display_name": "Gemini 3.1 Pro", "provider": "openrouter", "average_score": 8.84, "score_count": 9, "min_score": 7.9, "max_score": 9.6, "rank": 10 } }, "judgments": [ { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 10, "brief_justification": "The response provides an exceptionally thorough, accurate, and well-structured critique covering all requested dimensions, and offers a highly practical and realistic alternative abstract." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 10, "brief_justification": "The response is exceptionally comprehensive, accurate, and well-structured. It systematically addresses every aspect of the prompt with deep domain knowledge in both AI and medical ethics, providing a perfect blueprint for responsible research." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 7.7, "brief_justification": "The response provides an excellent, in-depth critique of the methodology, claims, and ethics. However, it cuts off during the deployment section and completely fails to answer the prompt's question about what a responsible version of the research would look like." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 9.8, "brief_justification": "The response systematically and accurately dismantles the problematic abstract across all requested dimensions. The critique is insightful, covering nuanced medical and AI-specific issues, and the proposed responsible alternative is excellent." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 9.55, "brief_justification": "The response provides a comprehensive, well-structured, and insightful critique covering all requested categories. The only minor inaccuracy is the claim that GPT-4 cannot be fine-tuned, as OpenAI does offer this, but the medical, statistical, and regulatory analyses are excellent." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 9.25, "brief_justification": "The response provides an exceptionally deep, accurate, and well-structured critique covering all requested aspects with high domain expertise. However, the generation cuts off abruptly at the end." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 10, "brief_justification": "The response provides an exceptionally thorough, accurate, and insightful critique of the hypothetical abstract, covering all requested aspects with deep domain knowledge in medical AI." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 8.55, "brief_justification": "The critique is exceptionally detailed, accurate, and well-structured using tables. However, the response cuts off abruptly while providing the responsible version of the abstract, reducing completeness and usefulness." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 10, "brief_justification": "The response systematically and accurately deconstructs the flawed abstract across all requested categories, applying rigorous medical informatics principles. The proposed responsible version is highly realistic and perfectly demonstrates the shift from autonomous replacement to safe decision support." }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 9, "brief_justification": "Exceptionally well-structured and thorough critique covering all four requested dimensions with specific, accurate examples. The response demonstrates deep understanding of medical AI evaluation pitfalls, regulatory frameworks (FDA SaMD), and clinical realities. Minor deductions: the response is cut off before completing the 'responsible version' section, which was explicitly requested. The claim about GPT-4 being a 'trillion-parameter model' is unverified but minor. The overfitting argument is " }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9.4, "brief_justification": "This is an exceptionally thorough and well-structured critique that identifies virtually every meaningful problem with the abstract across methodology, claims, ethics, and deployment. The response demonstrates deep expertise in clinical AI evaluation, medical research methodology, and responsible AI deployment. Correctness is near-perfect with accurate identification of issues like data leakage, calibration, subgroup analysis, and the scope mismatch between diagnosis prediction and primary care " }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 9, "brief_justification": "The response is highly organized, accurate, and covers all four requested dimensions (methodology, claims, ethics, deployment) thoroughly. The responsible alternative abstract is a strong practical addition. Minor gaps: could have mentioned issues like GPT-4's non-open nature making fine-tuning claims questionable, potential HIPAA/data privacy concerns with medical data, or the impossibility of truly 'releasing' a fine-tuned GPT-4 model. Could also have discussed statistical significance testing" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 9.35, "brief_justification": "Exceptionally thorough and well-structured critique. The response correctly identifies nearly all major problems across methodology, claims, ethics, and deployment. The point about GPT-4 fine-tuning being technically questionable is slightly overstated (OpenAI does offer fine-tuning for GPT-4), but the broader point about transparency stands. The responsible alternative abstract is excellent and practical. The clarity of organization with headers, bullet points, and the side-by-side comparison o" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 9.35, "brief_justification": "Exceptionally thorough and well-structured critique that systematically addresses every dimension requested: methodology, claims, ethics, and deployment. The response correctly identifies data contamination risks, metric inadequacy, flawed physician comparison, regulatory violations, liability gaps, and vulnerable population concerns. The responsible research alternative is detailed and actionable with a phased deployment timeline. Minor quibbles: the 50,000+ minimum sample size claim is somewha" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 10, "brief_justification": "This is an exceptional response that comprehensively and accurately identifies every major problem across all four requested dimensions (methodology, claims, ethics, deployment). The methodological critique is thorough and technically precise, covering sample size, validation, metrics, baselines, and error analysis. The ethical analysis correctly identifies regulatory, safety, privacy, and equity concerns. The claims critique is well-calibrated and appropriately strong. The responsible version e" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9.55, "brief_justification": "The response is exceptionally thorough, well-structured, and covers all four requested domains (methodology, claims, ethics, deployment) with detailed, accurate critiques organized in clear tables. Each problem is paired with a suggested remedy, adding practical value. The depth of analysis is impressive, touching on statistical testing, calibration, regulatory pathways (FDA SaMD), privacy concerns (differential privacy, PHI memorization), fairness audits, and staged deployment. The attempt to p" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 9.35, "brief_justification": "The response is exceptionally thorough, well-structured, and demonstrates deep understanding of medical AI research methodology, ethics, and deployment considerations. It correctly identifies all major flaws across the four requested categories, provides nuanced explanations (e.g., overfitting, data leakage, metric narrowness), and the revised abstract is a genuinely excellent model of responsible research communication. Minor deductions: could have mentioned IRB/ethics board approval, informed " }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 9.35, "brief_justification": "Exceptionally thorough and well-structured critique covering all four requested dimensions (methodology, claims, ethics, deployment). The response correctly identifies nearly every significant issue with the abstract, provides nuanced reasoning (e.g., the 8% difference may not be statistically significant, physicians weren't using full clinical context), and the responsible version example is concrete and realistic. Minor nitpick: could have mentioned data privacy/HIPAA concerns with releasing t" }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 8.1, "brief_justification": "Accurate and well-structured critique covering key methodological, ethical, and deployment flaws, with strong clinical reasoning. However, it is incomplete because the response is truncated and does not fully deliver the requested responsible version or fully list every problem." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 9.8, "brief_justification": "Highly accurate and thorough critique covering methodology, claims, ethics, and deployment, with a strong responsible-research alternative. Clear structure and actionable recommendations; only minor limitation is that 'every problem' is inherently hard to exhaust fully." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 8.05, "brief_justification": "Accurate, clear, and practical critique covering major methodological, ethical, and deployment flaws. It misses some important issues implied by 'list every problem,' such as data licensing/privacy, label quality, external/prospective validation, calibration, uncertainty estimation, subgroup analysis, prevalence effects, statistical significance/confidence intervals, reproducibility, governance, and stronger detail on what a responsible study design would require." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 7.55, "brief_justification": "Clear, structured, and mostly accurate critique covering methodology, claims, ethics, and deployment, with a useful responsible rewrite. Some points are overstated or imprecise (e.g., GPT-4 fine-tuning impossibility, sample size claims, training-set accuracy in the rewritten abstract, and regulatory specifics), and it does not truly list every major problem." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 8, "brief_justification": "Strong critique covering methodology, claims, ethics, and deployment with many valid concerns and a constructive responsible alternative. Some specifics are overstated or speculative (e.g., GPT-4 contamination/catastrophic forgetting, fixed dataset size thresholds, deployment timeline), and the response is truncated at the end, preventing fully complete coverage." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9, "brief_justification": "Accurate, well-structured, and thorough critique covering methodology, claims, ethics, and deployment, with a strong responsible-research rewrite. Slightly overstates a few points and does not literally list every possible problem, but overall highly effective and practical." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 7.45, "brief_justification": "Strong critique covering key methodological, ethical, and deployment flaws with practical remedies, but it is incomplete because the response is cut off and does not finish the responsible version or fully satisfy the request to list every problem." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 8.35, "brief_justification": "Accurate and well-structured critique covering key methodological, ethical, and deployment issues, with a practical responsible rewrite. Slightly incomplete because it does not truly list every possible problem, omits some specifics like consent/privacy, calibration, comparator design, statistical uncertainty, and the questionable premise of 'fine-tuning GPT-4'." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 7.8, "brief_justification": "Clear, organized, and largely accurate critique covering major methodological, ethical, and deployment flaws. It is practical and responsible, though it misses some issues such as data leakage, unclear ground truth labels, benchmark design details, and the speculative nature of claims about GPT-4 fine-tuning and immediate release." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 8.8, "brief_justification": "Highly accurate and thorough critique with deep insights and practical recommendations." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 9.65, "brief_justification": "Thorough and accurate critique covering all aspects with exceptional depth and clarity." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9.65, "brief_justification": "Comprehensive, accurate, and insightful critique covering all key areas with exceptional depth and clarity." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 9.45, "brief_justification": "Comprehensive and accurate critique with clear ethical and methodological insights." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 9.65, "brief_justification": "Comprehensive and accurate critique covering all dimensions with exceptional depth and clarity." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9.4, "brief_justification": "Thorough and accurate critique with excellent depth and practical recommendations." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 9.45, "brief_justification": "Comprehensive critique with clear methodological, ethical, and practical flaws identified. Offers a responsible alternative." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 9, "brief_justification": "Thorough and insightful critique covering all requested aspects with clear recommendations for improvement." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 9.2, "brief_justification": "The response provides a comprehensive, highly accurate, and structured critique covering all requested categories. It demonstrates deep domain knowledge of both AI methodology and clinical practice. The analysis is clear and actionable, though it cuts off slightly before finishing the final section." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 9.2, "brief_justification": "Exceptionally thorough critique covering all requested dimensions with precise technical and ethical analysis. Identifies subtle issues like evaluation gap, calibration, and liability. Provides concrete, actionable framework for responsible research." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9, "brief_justification": "The response provides a comprehensive, structured, and technically accurate critique of the abstract, covering methodology, claims, ethics, and deployment issues in depth. It identifies specific flaws and offers clear reasoning." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 9.2, "brief_justification": "Comprehensive critique covering all requested areas, accurate points, well-structured, and actionable responsible alternative." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 9.55, "brief_justification": "Comprehensive, accurate, and highly insightful critique covering all requested dimensions with actionable recommendations." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9.35, "brief_justification": "Comprehensive critique covering all requested areas with accurate, detailed analysis and actionable responsible alternatives." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9.75, "brief_justification": "Comprehensive critique covering all requested domains with specific, actionable suggestions; clear structure and high practical value." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 9.8, "brief_justification": "The response is exceptionally thorough, accurate, and well-structured. It correctly identifies specific methodological flaws (sample size, overfitting, metrics), ethical violations (safety, liability, bias), and provides a concrete, responsible alternative. The depth of analysis regarding clinical nuances (sensitivity vs. specificity, data leakage) is high." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 9.55, "brief_justification": "Comprehensive critique covering all requested areas with accurate, well-structured analysis and actionable responsible version." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 9, "brief_justification": "Excellent critique covering all requested dimensions with specific, accurate technical and ethical concerns. Strong points include the class imbalance accuracy critique, FDA regulatory mention, overfitting concern, and the 3 misdiagnoses/day calculation. Minor deduction for the incomplete final sentence about the responsible version, which was cut off before completion. Otherwise comprehensive, well-structured, and highly actionable." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 10, "brief_justification": "Exceptional response that systematically addresses every dimension requested. Methodological critique is thorough and technically precise (test/train splits, metric inadequacy, physician comparison validity). Claims analysis correctly identifies the evaluation gap and unsupported causal leaps. Ethics section covers patient safety, regulatory violations, consent, equity, and accountability with specificity. Deployment critique is well-structured. The responsible research alternative is detailed, " }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9.4, "brief_justification": "Exceptionally thorough critique covering all requested dimensions (methodology, claims, ethics, deployment) with granular sub-points. Correctly identifies every major flaw including dataset size, metric choice, physician comparison validity, data leakage, subgroup analysis gaps, privacy concerns, accountability gaps, and hype-driven ethics failures. The structure is exemplary and the analysis goes well beyond surface-level critique. Minor deduction on correctness only because the response was cu" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 8.8, "brief_justification": "Comprehensive critique covering all four requested dimensions with specific, accurate points. The responsible alternative abstract is practical and well-constructed. Minor gaps include not addressing the small dataset size (1,000 cases) as a standalone methodological flaw, GPT-4 fine-tuning feasibility concerns, or the lack of prospective validation. Overall an excellent, well-organized response." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 8.45, "brief_justification": "Accurate critique of methodological and ethical flaws, covers all requested categories, clearly organized, offers insightful considerations and practical recommendations for responsible research." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 8.8, "brief_justification": "Comprehensive critique covering all four requested dimensions with specific, accurate points. The GPT-4 fine-tuning note is technically nuanced (OpenAI does offer fine-tuning for some models). The responsible alternative abstract is practical and well-constructed. Minor gaps: could mention publication bias, lack of IRB/ethics board approval, or dataset provenance issues more explicitly, but overall an excellent, actionable response." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9.55, "brief_justification": "Exceptionally thorough critique covering all four requested dimensions with specific, accurate technical objections. The methodology critique correctly identifies missing metrics, validation issues, and unfair comparisons. Ethical concerns are well-grounded in actual regulatory frameworks. The responsible version example is concrete and realistic. Minor deduction on correctness only because GPT-4 fine-tuning access details are slightly ambiguous in practice, but this doesn't materially affect th" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9.75, "brief_justification": "Exceptionally thorough and well-structured response covering all four requested domains (methodology, claims, ethics, deployment) with specific problems, explanations of why they matter, and actionable remedies. The table format enhances clarity and usability. The responsible abstract rewrite adds practical value. Minor deduction on correctness only because some regulatory details (FDA SaMD pathway specifics) are slightly simplified, but overall the response is accurate, comprehensive, and highl" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 8.8, "brief_justification": "Comprehensive critique covering all four requested categories with specific, accurate technical points. The methodological critique correctly identifies overfitting risks, comparison fallacies, and metric inadequacy. Ethical concerns around liability, bias, and patient safety are well-articulated. The responsible alternative is concrete and actionable with a revised abstract structure. Minor gaps include not mentioning IRB/consent issues for the original dataset, lack of discussion on GPT-4's te" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 8.8, "brief_justification": "Comprehensive and well-organized critique covering all four requested dimensions with specific, accurate points. The responsible version example is concrete and actionable. Minor gaps include not addressing the fine-tuning claim specifically (GPT-4 is not publicly fine-tunable in the standard sense), and could go deeper on statistical issues like train/test contamination or benchmark overfitting. Overall an excellent, practically useful response." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 9.2, "brief_justification": "The response systematically and accurately identifies all major flaws in methodology, claims, ethics, and deployment. It is comprehensive, clearly structured, provides insightful clinical and technical context, and offers a practical vision for responsible research." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 9.2, "brief_justification": "The response systematically identifies nearly all key issues in methodology, claims, ethics, and deployment with precise, evidence-based critiques. It offers a clear, actionable vision for responsible research that addresses every flaw identified. Minor deduction only for not explicitly noting potential data contamination risks from GPT-4 pre-training." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9.2, "brief_justification": "The response systematically and comprehensively identifies nearly every methodological, ethical, claim-related, and deployment flaw with high accuracy and insightful depth. It is clearly structured and highly useful for understanding responsible AI research standards." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 8.8, "brief_justification": "The response systematically covers all requested categories with specific, relevant critiques grounded in standard AI/medical research standards. It is logically structured, clearly written, and provides a concrete responsible alternative that directly addresses the flaws identified." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 8.8, "brief_justification": "The response systematically identifies all major flaws in methodology, claims, ethics, and deployment with accurate, well-supported reasoning. It offers a concrete, improved abstract that addresses every issue raised. Minor deduction on depth as some critiques (e.g., sample size) are slightly overstated without citing specific literature, but overall highly insightful and actionable." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 9, "brief_justification": "The response systematically and accurately identifies all major flaws in methodology, claims, ethics, and deployment, with detailed explanations, appropriate metrics, regulatory references, and a clear responsible alternative framework. It is thorough, well-structured, insightful, and highly actionable for researchers." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9, "brief_justification": "The response systematically identifies nearly all relevant flaws in methodology, claims, ethics, and deployment using structured tables with clear explanations, remedies, and a responsible abstract example. It is factually accurate, logically sound, highly insightful on clinical AI pitfalls, and directly actionable for researchers." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 8.8, "brief_justification": "The response systematically identifies all major issues in methodology (overfitting, validation, metrics), claims (overgeneralization, superiority), ethics (safety, bias, accountability), and deployment (premature, regulatory bypass). It provides a concrete, responsible alternative with revised structure emphasizing augmentation and safety. Minor deduction for depth as it could explore statistical pitfalls or specific regulatory pathways slightly more." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 8.8, "brief_justification": "The response systematically identifies all major issues in methodology, claims, ethics, and deployment while providing a detailed, realistic vision for responsible research, including a strong example abstract. Minor deduction for depth as some points (e.g., statistical significance) could include more technical nuance." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 7.9, "brief_justification": "Accurate and well-structured critique covering key methodological, claim, ethical, and deployment issues, but the responsible research outline is incomplete, limiting full coverage and practical guidance." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 9, "brief_justification": "The critique accurately identifies methodological flaws, overreaching claims, ethical violations, and premature deployment recommendations, covering all requested aspects with clear structure, detailed analysis, and practical guidance for responsible research." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 8.45, "brief_justification": "The critique accurately identifies methodological flaws, overreaching claims, ethical concerns, and deployment risks, covering most key issues with clear headings and detailed bullet points, offering actionable guidance for responsible research." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 8.45, "brief_justification": "Accurate and well-structured critique covering key issues; thorough but could add more methodological nuance; clear language; offers practical, responsible alternative." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 8.8, "brief_justification": "The response accurately identifies methodological, claim, ethical, and deployment flaws, covers all requested categories, is well-structured, offers deep insight, and gives practical guidance for responsible research." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 8.45, "brief_justification": "The critique accurately identifies methodological flaws, exaggerated claims, ethical breaches, and deployment issues, covering all requested categories with clear headings and detailed, insightful analysis that offers practical guidance for responsible research." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 8.6, "brief_justification": "Accurate and thorough critique covering all requested areas, clearly organized, offers insightful analysis and practical guidance for a responsible version." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 8.25, "brief_justification": "Accurate and well-structured critique covering key issues, with clear recommendations and a responsible abstract; minor gaps in deeper statistical discussion keep depth slightly lower." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 9.6, "brief_justification": "The response provides an excellent, comprehensive critique of the abstract. It correctly identifies the statistical, clinical, and regulatory failures. It only loses a point on completeness because the 'Responsible Version' section was cut off at the end." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 10, "brief_justification": "The response provides a comprehensive and expert-level critique of the provided abstract. It correctly identifies all major methodological flaws (sample size, evaluation metrics, physician comparison), ethical violations (safety, regulation, liability), and the dangerous nature of the deployment claims. The section on what responsible research looks like is highly actionable and aligns with current best practices in medical AI research." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 10, "brief_justification": "The response is an exceptionally thorough and professional critique. It systematically addresses every category requested (methodology, claims, ethics, deployment) with high-level academic and clinical rigor. It correctly identifies subtle issues like data leakage, calibration, and the distinction between diagnostic accuracy and primary care competence." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 9.8, "brief_justification": "The response provides a comprehensive and highly accurate critique of the hypothetical abstract. It correctly identifies the technical, ethical, and regulatory red flags, particularly the danger of 'immediate clinical use' and the lack of nuanced metrics. The responsible alternative is well-crafted and demonstrates a strong understanding of AI safety and medical ethics." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 10, "brief_justification": "The response is exceptional. It correctly identifies the technical impossibility of fine-tuning GPT-4's core weights, the regulatory hurdles (FDA/CE), the statistical flaws of the sample size, and the ethical dangers of the 'replace doctors' claim. The responsible version provided is a perfect example of scientific communication." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 10, "brief_justification": "The response is an exceptional critique that systematically addresses every flaw in the hypothetical abstract. It correctly identifies technical issues like data leakage and improper metrics, ethical issues regarding replacement and liability, and regulatory hurdles. The 'responsible version' section provides a perfect roadmap for high-quality medical AI research." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 10, "brief_justification": "The response is an exceptional critique that systematically addresses every category requested. It correctly identifies the scientific, ethical, and regulatory red flags in the prompt and provides a highly realistic 'responsible' alternative that mirrors actual medical AI research standards (e.g., mentioning STARD/TRIPOD and top-k accuracy)." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 10, "brief_justification": "The response is exceptional. It systematically addresses every part of the prompt with high technical accuracy, covering complex topics like data leakage, regulatory compliance (FDA SaMD), and statistical significance. The structure is highly professional and the 'responsible version' provides a perfect contrast to the flawed original." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 9.8, "brief_justification": "The response is exceptionally thorough, addressing all components of the prompt with high clinical and technical literacy. It correctly identifies the dangers of the hypothetical abstract and provides a realistic, responsible alternative." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 8.8, "brief_justification": "Comprehensive critique covering all four requested categories with technically accurate points. Well-structured with clear headings and logical flow. Provides specific technical depth on ML concepts, clinical practice, and regulatory requirements. Offers actionable guidance for responsible research. Minor deduction for incomplete final section." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 9.55, "brief_justification": "Thorough, well-organized critique covering all requested areas with substantive depth. Identifies critical methodological flaws, unsupported claims, ethical violations, and dangerous deployment recommendations. Provides excellent actionable blueprint for responsible research." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9.15, "brief_justification": "Thorough and accurate critique covering methodology, claims, ethics, and deployment problems. Well-structured with deep insights. Slightly truncated but highly comprehensive and actionable." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 8.8, "brief_justification": "Comprehensive critique covering all four requested areas with accurate points. Well-structured with clear headings and numbered points. Provides substantive analysis beyond surface-level issues and offers a concrete, actionable responsible alternative." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 8.35, "brief_justification": "Comprehensive critique covering all four requested categories with accurate methodological, claims, ethics, and deployment issues. Well-structured with clear headings and a responsible alternative. Slight overstatement on GPT-4 fine-tuning capability, but overall analysis is sound and insightful." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 9.2, "brief_justification": "The response thoroughly addresses all four requested dimensions (methodology, claims, ethics, deployment) with accurate technical criticisms and provides a comprehensive responsible alternative. Well-organized with clear structure, actionable phased deployment recommendations, and appropriate depth on metrics, regulation, and ethical requirements." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9.2, "brief_justification": "Comprehensive critique covering all four required areas with accurate methodological, claim-based, ethical, and deployment concerns. Provides a well-reasoned responsible alternative with specific, actionable improvements. Slight扣分 for occasional slight overstatement (e.g., 'grotesque' claim) but overall thorough and insightful." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 8.8, "brief_justification": "Comprehensive and accurate critique covering all four requested domains with specific technical details (McNemar's test, SHAP, Brier score, FDA SaMD). Well-structured with tables and actionable remedies. Slightly less depth in the responsible version section which appears truncated." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 8.55, "brief_justification": "Comprehensive critique covering all four requested categories with accurate methodological, ethical, and deployment concerns. Well-structured with clear explanations of why each issue matters. The responsible version example provides concrete, actionable guidance. Minor deduction for some arbitrary numbers in the revised abstract." } ], "meta": { "source": "The Multivac (app.themultivac.com)", "methodology": "10x10 blind peer matrix evaluation", "criteria": "correctness, completeness, clarity, depth, usefulness", "self_judgments": "excluded from rankings", "license": "Open data — cite as: The Multivac (2026)" } }