{"id":"W4392383663","doi":"10.1093/neuonc/noad258","title":"Evolving concepts in margin strategies and adaptive radiotherapy for glioblastoma: A new future is on the horizon","year":2024,"lang":"en","type":"review","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Victoria Hospital; Royal Victoria Regional Health Centre; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"National Cancer Institute","keywords":"Margin (machine learning); Horizon; Glioblastoma; Computer science; Data science; Biology; Machine learning; Cancer research; Physics; Astronomy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001606966,0.0005126579,0.001761202,0.0002805009,0.00006172523,0.00007699257,0.0001356911,0.0004917986,0.0001058533],"category_scores_gemma":[0.00005699282,0.0002855609,0.0003801222,0.0003324965,0.0001010602,0.00005297823,0.0000457688,0.0006830779,0.00002283161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005067152,"about_ca_system_score_gemma":0.00119891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002508586,"about_ca_topic_score_gemma":0.0001017404,"domain_scores_codex":[0.9981564,0.0002335467,0.0004271425,0.0006645824,0.0001598262,0.0003584995],"domain_scores_gemma":[0.9978167,0.001492108,0.0001973156,0.0003208035,0.00004031889,0.0001327354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002133703,0.0002030391,0.000002779437,0.001839485,0.0004200284,0.0007065407,0.0006189869,3.029353e-7,0.00004391127,0.003912019,0.07296877,0.9190708],"study_design_scores_gemma":[0.001887757,0.008963522,0.000006971272,0.003448051,0.001255809,0.0002946341,0.0005842337,0.00003151201,0.0000181644,0.000194275,0.9831265,0.0001885253],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003751862,0.9883583,0.000006071002,0.006541844,0.0008669245,0.003190096,0.00006784181,0.00004438903,0.0005493012],"genre_scores_gemma":[0.000388782,0.995943,0.0001785145,0.001077045,0.00134269,0.0009003648,0.00001852502,0.00009221644,0.00005892637],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9188823,"threshold_uncertainty_score":0.9999596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04633609433246916,"score_gpt":0.3727056468891048,"score_spread":0.3263695525566356,"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."}}