{"id":"W4393340162","doi":"10.1016/j.ijrobp.2024.03.036","title":"Predictors of Tumor Dynamics Over a 6-Week Course of Concurrent Chemoradiotherapy for Glioblastoma and the Effect on Survival","year":2024,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; St. Michael's Hospital; Health Sciences Centre; University Health Network; SickKids Foundation; University of Toronto; Sunnybrook Health Science Centre","funders":"Elekta","keywords":"Corpus callosum; Medicine; Glioblastoma; Biopsy; Chemoradiotherapy; Splenium; Internal medicine; Gastroenterology; Pathology; Nuclear medicine; Overall survival; Magnetic resonance imaging; Radiology; Cancer research; White matter","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":[0.000385664,0.0001971837,0.0003123429,0.0002493951,0.0001749055,0.0002846186,0.0001973904,0.000301158,0.0007094452],"category_scores_gemma":[0.002732071,0.00008725636,0.0004244624,0.0003014038,0.0001412779,0.0002348011,0.0002070321,0.000526768,0.0001103497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000388163,"about_ca_system_score_gemma":0.0003670008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002657575,"about_ca_topic_score_gemma":0.003214967,"domain_scores_codex":[0.9998181,0.00004882464,0.00001736813,0.00003507209,0.00004112894,0.0000394773],"domain_scores_gemma":[0.9985076,0.0004690757,0.0005504444,0.00006597704,0.000103497,0.0003035456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009043101,0.0003794623,0.9674042,0.00002802769,0.0002132534,0.000145627,0.00006633499,0.001171002,0.003874666,0.000031019,0.0002247365,0.01741859],"study_design_scores_gemma":[0.00001964308,0.001150808,0.9968879,0.000005225295,0.00007703983,0.00009696496,0.00003657331,0.001101616,0.0003775784,0.00002758804,0.0002125599,0.000006468817],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990987,0.000433307,0.00007729636,0.00004668135,0.00001349353,0.000004234931,0.00007590382,0.000004903147,0.0002456155],"genre_scores_gemma":[0.9996924,0.00007055898,0.00003576355,0.00000727575,0.00001102077,0.00000345095,0.00007184537,0.000001552428,0.0001062039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002657575,"threshold_uncertainty_score":0.00528425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01043478006056385,"score_gpt":0.3263221348397771,"score_spread":0.3158873547792133,"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."}}