{"id":"W4384029639","doi":"10.1093/noajnl/vdad071.039","title":"PREDICTORS OF TUMOR DYNAMICS DURING A COURSE OF 30-FRACTION RADIOTHERAPY FOR GLIOBLASTOMA","year":2023,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Radiation therapy; Medicine; Glioblastoma; Biopsy; Internal medicine; Corpus callosum; Nuclear medicine; Endocrinology; Urology; Gastroenterology; Pathology; Cancer research","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":[0.0001795912,0.0001999014,0.0001662888,0.0003731062,0.0001682801,0.0002478548,0.0001595607,0.0002125028,0.0005245931],"category_scores_gemma":[0.001228403,0.00009149147,0.0002025757,0.0002496785,0.0001377005,0.0002576016,0.0001790911,0.0002238511,0.0001757208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002911315,"about_ca_system_score_gemma":0.0002147978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002363405,"about_ca_topic_score_gemma":0.003149401,"domain_scores_codex":[0.9998994,0.00001709585,0.00001113958,0.00001930446,0.00002600678,0.00002711472],"domain_scores_gemma":[0.9992219,0.0001036878,0.0004455776,0.00002204246,0.00007443381,0.0001322928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002641155,0.00001565783,0.9952074,0.000005922983,0.00001810018,0.0001528993,0.00002059233,0.0001863618,0.001316682,0.000005508416,0.00006750278,0.002739246],"study_design_scores_gemma":[0.000002177351,0.000168284,0.9985876,0.000002033318,0.00001030006,0.0004838621,0.00002541421,0.0002317843,0.0003643011,0.000011114,0.0001105354,0.000002612466],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994652,0.0001441735,0.00009592393,0.00001826815,0.000002599133,0.000002702586,0.00007844284,0.000005072629,0.0001876624],"genre_scores_gemma":[0.9996892,0.00004086993,0.00005021185,0.000004397885,0.000003040689,0.000001874841,0.0001455584,0.000002150606,0.00006254665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002363405,"threshold_uncertainty_score":0.00469923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009266508727451172,"score_gpt":0.3083815207182273,"score_spread":0.2991150119907761,"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."}}