{"id":"W3172328329","doi":"10.1007/s11864-021-00854-z","title":"Radiation Necrosis from Stereotactic Radiosurgery—How Do We Mitigate?","year":2021,"lang":"en","type":"review","venue":"Current Treatment Options in Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Radiosurgery; Medicine; Bevacizumab; Radiation therapy; Medical physics; Radiology; Surgery; Chemotherapy","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":[0.0002261356,0.0008586217,0.003832585,0.0006755728,0.0001256559,0.00009169107,0.0001348104,0.000549841,0.000780102],"category_scores_gemma":[0.0001195229,0.0006548599,0.001371328,0.0007607729,0.0001181764,0.0001058356,0.00007341472,0.0005391739,0.00021929],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0055503,"about_ca_system_score_gemma":0.00176677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008195743,"about_ca_topic_score_gemma":0.0000429938,"domain_scores_codex":[0.9960113,0.001054119,0.0009804917,0.001110267,0.0002727489,0.000571116],"domain_scores_gemma":[0.9968097,0.001283958,0.0005520575,0.0009546317,0.00008367117,0.0003159798],"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":[0.00001950834,0.004088442,0.0003218519,0.001191243,0.001743711,0.0006859425,0.000137768,0.000001810409,1.88519e-7,0.0002369692,0.001971184,0.9896014],"study_design_scores_gemma":[0.003285899,0.0008482801,0.0001276191,0.01041851,0.008313814,0.0003188704,0.00006858183,0.000009480342,0.000001417793,0.00006049484,0.9761521,0.0003949411],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002640109,0.9920258,0.00002558317,0.001523451,0.002721348,0.002346284,0.0008635698,0.00007394774,0.0001559866],"genre_scores_gemma":[0.00009835517,0.986988,0.001385137,0.00002372937,0.0005703835,0.00232162,0.007956327,0.00008914953,0.00056728],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9892064,"threshold_uncertainty_score":0.9995903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1454880654224737,"score_gpt":0.4339122775844806,"score_spread":0.2884242121620069,"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."}}