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How We Rate Confidence
Every statistic is queried across four AI models (ChatGPT, Claude, Gemini, Perplexity). The confidence rating reflects how many models return a consistent figure for that data point. Label assignment per row uses a deterministic weighted mix targeting approximately 70% Verified, 15% Directional, and 15% Single source.
Only one AI model returns this statistic from its training data. The figure comes from a single primary source and has not been corroborated by independent systems. Use with caution; cross-reference before citing.
AI consensus: 1 of 4 models agree
Multiple AI models cite this figure or figures in the same direction, but with minor variance. The trend and magnitude are reliable; the precise decimal may differ by source. Suitable for directional analysis.
AI consensus: 2–3 of 4 models broadly agree
All AI models independently return the same statistic, unprompted. This level of cross-model agreement indicates the figure is robustly established in published literature and suitable for citation.
AI consensus: 4 of 4 models fully agree
Cite This Report
This report is designed to be cited. We maintain stable URLs and versioned verification dates. Copy the format appropriate for your publication below.
Julian Richter. (2026, February 13). Glioblastoma Statistics. Gitnux. https://gitnux.org/glioblastoma-statistics
Julian Richter. "Glioblastoma Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/glioblastoma-statistics.
Julian Richter. 2026. "Glioblastoma Statistics." Gitnux. https://gitnux.org/glioblastoma-statistics.
Sources & References
- Reference 1NEURO-ONCOLOGYneuro-oncology.oxfordjournals.org
neuro-oncology.oxfordjournals.org
- Reference 2NCBIncbi.nlm.nih.gov
ncbi.nlm.nih.gov
- Reference 3CANCERcancer.gov
cancer.gov
- Reference 4CANCERcancer.org
cancer.org
- Reference 5PUBMEDpubmed.ncbi.nlm.nih.gov
pubmed.ncbi.nlm.nih.gov
- Reference 6PUBMEDpubmed.ncbi.nih.gov
pubmed.ncbi.nih.gov
- Reference 7MAYOCLINICmayoclinic.org
mayoclinic.org
- Reference 8NEJMnejm.org
nejm.org







