{"id":"W4416141420","doi":"10.1093/neuonc/noaf201.0197","title":"BIOM-109. IMAGE-DERIVED FEATURES IMPROVE PROGNOSTIC MODELING IN POST-SURGICAL PATIENTS WITH IDH WILD-TYPE GLIOBLASTOMA","year":2025,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Glioblastoma; Proportional hazards model; Glioma; Cohort; Survival analysis; Isocitrate dehydrogenase; Radiomics; Prognostic model; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001046177,0.0005174651,0.0005992565,0.0006761682,0.0001786944,0.0009096182,0.0003871213,0.0003148981,0.001970848],"category_scores_gemma":[0.002390161,0.000179617,0.0007007599,0.0004830629,0.0001958386,0.0003220006,0.0004576696,0.0004583341,0.0005944267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004133794,"about_ca_system_score_gemma":0.0005018258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004326368,"about_ca_topic_score_gemma":0.005144548,"domain_scores_codex":[0.9997665,0.0000863857,0.00001890024,0.00006421067,0.00003184095,0.00003208955],"domain_scores_gemma":[0.9992802,0.0003387283,0.0001460293,0.00008836984,0.00008060666,0.00006607307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001802222,0.0002452436,0.9072353,0.00007311834,0.0004564036,0.0001879824,0.0000962367,0.02249832,0.006039367,0.0002139075,0.001477226,0.05967463],"study_design_scores_gemma":[0.00006042532,0.0006397421,0.6473209,0.00002429421,0.0002659277,0.0003869783,0.0001400837,0.3459713,0.003344639,0.0007851418,0.001022584,0.00003799818],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940727,0.0001299076,0.003948276,0.0001707888,0.00001117874,0.00001927322,0.001150856,0.0001183239,0.0003786481],"genre_scores_gemma":[0.9967359,0.00003408384,0.001658987,0.00001620778,0.0000088642,0.00001011277,0.001308738,0.00001286415,0.0002141541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004326368,"threshold_uncertainty_score":0.008602381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008705603915652012,"score_gpt":0.2707867205129449,"score_spread":0.2620811165972929,"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."}}