{"id":"W2117133881","doi":"10.1007/s11060-012-0983-4","title":"Failure pattern following complete resection plus radiotherapy and temozolomide is at the resection margin in patients with glioblastoma","year":2012,"lang":"en","type":"article","venue":"Journal of Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":330,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Temozolomide; Medicine; Radiation therapy; Glioblastoma; Resection margin; Margin (machine learning); Chemotherapy; Magnetic resonance imaging; Surgery; Cancer; Resection; Radiology; Internal medicine","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":[0.0002000179,0.0001778928,0.0004084111,0.0005073601,0.0003439241,0.0003695396,0.0002754471,0.000341518,0.001412232],"category_scores_gemma":[0.001342831,0.0001260627,0.000389821,0.0005607511,0.0002545752,0.0004007207,0.00029699,0.0003377712,0.0001922018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004507326,"about_ca_system_score_gemma":0.0003989158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004721429,"about_ca_topic_score_gemma":0.007182221,"domain_scores_codex":[0.9998345,0.0000234351,0.00002020947,0.00002905893,0.00002589427,0.00006677784],"domain_scores_gemma":[0.9993677,0.0001201716,0.0002609037,0.00002349656,0.00004526991,0.0001825361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006804828,0.00002637869,0.9958035,0.000008491162,0.00002715296,0.001034941,0.00005917758,0.00009934622,0.0003969211,0.00001478829,0.0001013012,0.001747411],"study_design_scores_gemma":[0.000007538823,0.0002255035,0.9971365,0.000005013971,0.00003259635,0.001900597,0.0002478134,0.0001562236,0.00008114403,0.0000537302,0.0001472857,0.000006152439],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992179,0.0002491298,0.0000177293,0.00004066432,0.000003829527,0.000002555661,0.00009511561,0.000001561142,0.0003716799],"genre_scores_gemma":[0.9996629,0.00006797669,0.000008918287,0.00001508843,0.000005395757,0.000001791537,0.000157226,0.000001206425,0.00007958294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004721429,"threshold_uncertainty_score":0.00938791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01670327525969598,"score_gpt":0.2811527743783685,"score_spread":0.2644494991186725,"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."}}