{"id":"W2131180993","doi":"10.1016/j.ijrobp.2012.06.043","title":"Gamma Knife Radiosurgery for the Treatment of Cystic Cerebral Metastases","year":2012,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; University of Toronto; University Health Network; Hospital for Sick Children; Princess Margaret Cancer Centre; Toronto Western Hospital","funders":"","keywords":"Medicine; Radiosurgery; Brain metastasis; Univariate analysis; Multivariate analysis; Radiation therapy; Radiology; Lung; Lung cancer; Melanoma; Nuclear medicine; Metastasis; Surgery; Cancer; Internal medicine","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":[0.0006808196,0.0001940177,0.0005823405,0.0001208191,0.00006930288,0.00001142546,0.0001704096,0.0001081789,0.0001204688],"category_scores_gemma":[0.0003041276,0.0001178512,0.0005660388,0.0001006858,0.0001683763,0.0001661753,0.00001619624,0.0001218585,0.00001160431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005524366,"about_ca_system_score_gemma":0.0003364425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001996085,"about_ca_topic_score_gemma":0.00000153783,"domain_scores_codex":[0.9984687,0.0001974335,0.0007140724,0.0001315606,0.0002299733,0.0002582337],"domain_scores_gemma":[0.9962262,0.001990351,0.0009777944,0.0001723683,0.0004895375,0.0001437669],"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":[0.001847938,0.004479145,0.3014129,0.00002229141,0.006435547,0.00003254534,0.0007928812,0.0004787589,0.001207671,0.02382082,0.003558811,0.6559107],"study_design_scores_gemma":[0.03340405,0.01440827,0.1315275,0.0001134053,0.005202288,0.001711707,0.0005461217,0.002610344,0.02054081,0.009077323,0.7804012,0.0004570041],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9119017,0.01699856,0.05476981,0.007211721,0.007095148,0.001082918,0.0006350564,0.00003391092,0.0002712288],"genre_scores_gemma":[0.986636,0.001407426,0.007399852,0.0004936872,0.003766841,0.00004249079,0.0001550339,0.00002424632,0.0000744527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7768424,"threshold_uncertainty_score":0.4805833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04052080578488145,"score_gpt":0.3530391113736333,"score_spread":0.3125183055887518,"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."}}