{"id":"W4403438489","doi":"10.1093/neuonc/noae158.084","title":"USING CCA-MRI TO PREDICT RESPONSE TO STEREOTACTIC RADIOSURGERY IN PATIENTS WITH BRAIN METASTASES","year":2024,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Brain Tumor Detection and Classification","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cancer Research; Royal Ottawa Mental Health Centre","funders":"","keywords":"Radiosurgery; Medicine; Stereotactic radiotherapy; Medical physics; Radiology; Nuclear medicine; Radiation therapy","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":[0.0006633142,0.0001811371,0.0002551825,0.0006839606,0.00009298904,0.00009298537,0.0001845833,0.00007444197,0.00007907925],"category_scores_gemma":[0.002838535,0.0001614282,0.00004769564,0.001400688,0.00006993332,0.0002265169,0.00007655315,0.0003030574,0.0001317738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004099571,"about_ca_system_score_gemma":0.0002990603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001100939,"about_ca_topic_score_gemma":0.00002566988,"domain_scores_codex":[0.9968137,0.001436211,0.0003397869,0.0007276805,0.0003103411,0.0003723021],"domain_scores_gemma":[0.996605,0.002733139,0.00007121092,0.000334291,0.00003727311,0.0002191083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0037893,0.0002677619,0.002959609,0.00002091661,0.000006762914,0.0004965549,0.0006285588,0.0004881282,0.9723287,0.0001110761,0.003997996,0.01490465],"study_design_scores_gemma":[0.002636611,0.006334363,0.09341593,0.00013535,0.00005798889,0.0004795383,0.0001852145,0.004443139,0.1732539,0.00005835107,0.7183384,0.0006612346],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878095,0.000007412037,0.0008869201,0.008819796,0.001266274,0.0006996365,0.00003592293,0.000178689,0.0002958113],"genre_scores_gemma":[0.9896287,0.000001697936,0.0002629231,0.009823896,0.000063939,0.00007597431,0.000001955543,0.00004238829,0.00009849953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7990748,"threshold_uncertainty_score":0.6582849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04691854705204666,"score_gpt":0.3165949410387371,"score_spread":0.2696763939866905,"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."}}