{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008590668,0.0001252784,0.0004399522,0.0001658064,0.00004915969,0.0000017618,0.00005879761,0.00006495133,0.00002806593],"category_scores_gemma":[0.0001247664,0.0001041578,0.0001229545,0.0002613674,0.0001220323,0.00007786191,0.00001506981,0.00007809089,0.000003126559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001142623,"about_ca_system_score_gemma":0.00008044701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004090097,"about_ca_topic_score_gemma":0.00003301691,"domain_scores_codex":[0.9991226,0.00003546452,0.0002979324,0.0002181822,0.000126977,0.0001988654],"domain_scores_gemma":[0.9988676,0.0005368301,0.0002612874,0.0001735608,0.00009913763,0.00006159198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003539897,0.001995146,0.5283148,0.0006662743,0.0005295726,0.000363795,0.0003389005,0.001369918,0.4340026,0.0002631964,0.001017728,0.02759819],"study_design_scores_gemma":[0.01500617,0.01413631,0.3885969,0.0002023506,0.0005314879,0.0003369162,0.001050412,0.007439705,0.5436052,0.000296247,0.02855337,0.0002449319],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970525,0.0007542025,0.00006926095,0.0007324851,0.0005366034,0.0006276949,0.00007113013,0.00007794772,0.00007820352],"genre_scores_gemma":[0.998045,0.001065469,0.0004401768,0.0000811374,0.0001218886,0.0001849286,0.00001857352,0.00002538576,0.00001749291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1397179,"threshold_uncertainty_score":0.4247432,"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."}}