{"id":"W2171777157","doi":"10.1093/neuonc/not033","title":"Can the prognosis of individual patients with glioblastoma be predicted using an online calculator?","year":2013,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"World Health Organization","keywords":"Calculator; Medicine; Glioblastoma; Oncology; Internal medicine; Nomogram; Cancer; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000629021,0.000186014,0.0003827618,0.0001194199,0.0000841989,0.00001436204,0.0001416289,0.0001271318,0.0001034289],"category_scores_gemma":[0.00007562641,0.0001065516,0.00005995941,0.0002827337,0.0001908645,0.00007251876,0.00007762716,0.0001881696,0.000001898614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001068113,"about_ca_system_score_gemma":0.0002216657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003199547,"about_ca_topic_score_gemma":0.0003448303,"domain_scores_codex":[0.9985729,0.0001487577,0.0003049784,0.0002902149,0.0003891106,0.0002940594],"domain_scores_gemma":[0.9988204,0.0001612171,0.0002058932,0.0003262344,0.0002909647,0.0001953453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002347341,0.006668846,0.9622385,0.00002556254,0.0002847502,0.00008086955,0.0009175752,0.00005103394,0.01302414,0.00002196595,0.0008999137,0.01555211],"study_design_scores_gemma":[0.005848069,0.01193447,0.9647948,0.00004230656,0.0006525204,0.0000693925,0.0002823437,0.0006963704,0.01370736,0.000008881091,0.001844574,0.0001189822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954081,0.00001934481,0.000001396146,0.00281937,0.0001193618,0.001344034,0.0002014456,0.00004305628,0.00004394129],"genre_scores_gemma":[0.9976207,0.000003925112,0.0004231887,0.001555567,0.00008606989,0.0001241352,0.0001526273,0.00003267215,0.000001112387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01543313,"threshold_uncertainty_score":0.434505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03407097024436354,"score_gpt":0.2845860480080771,"score_spread":0.2505150777637136,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}