{"id":"W1990290463","doi":"10.1080/02688690701534722","title":"Fractionated (split dose) radiosurgery in patients with recurrent brain metastases: implications for survival","year":2007,"lang":"en","type":"article","venue":"British Journal of Neurosurgery","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Radiosurgery; Medicine; Multivariate analysis; Dose fractionation; Radiation therapy; Nuclear medicine; Fractionation; Regimen; Malignancy; Prospective cohort study; Radiology; Surgery; 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":[0.001840812,0.000180908,0.0006149929,0.00047736,0.00009995681,0.00005439192,0.00007467948,0.00006197685,0.00003976762],"category_scores_gemma":[0.0009349094,0.0001698111,0.0003156845,0.0005810517,0.00005865223,0.0002238573,0.0000147424,0.000326617,0.000001401329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001377997,"about_ca_system_score_gemma":0.000200488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000382703,"about_ca_topic_score_gemma":0.0000421283,"domain_scores_codex":[0.997848,0.0001350757,0.0009714671,0.0002539407,0.0003988504,0.0003926296],"domain_scores_gemma":[0.9970497,0.001475835,0.0005425627,0.0001845404,0.0004628396,0.0002844596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003589176,0.003265914,0.7213597,0.00008136684,0.0003302163,0.001431063,0.00001854063,0.00002850852,0.0001805548,0.00008276563,0.01629467,0.2533376],"study_design_scores_gemma":[0.005328277,0.0007257294,0.9765145,0.0003137291,0.0001529832,0.001758755,0.00002155273,0.000002856692,0.00004750121,0.00006342928,0.01492605,0.0001445991],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943169,0.0008016282,0.001517779,0.001839207,0.0006355156,0.0005724746,0.0002479104,0.00001742757,0.00005119743],"genre_scores_gemma":[0.9969448,0.000167152,0.001661343,0.000753374,0.0001951494,0.00001637502,0.0001749337,0.00004618516,0.00004073125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2551549,"threshold_uncertainty_score":0.6924696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02394653852697107,"score_gpt":0.2921388368818706,"score_spread":0.2681922983548995,"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."}}