{"id":"W3112275523","doi":"10.1093/neuonc/noaa215.763","title":"RADT-09. TYPE AND TIMING OF SYSTEMIC THERAPY USE PREDICT SURVIVAL IN PATIENTS WITH BRAIN METASTASES TREATED WITH RADIATION THERAPY","year":2020,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; University of British Columbia","funders":"","keywords":"Medicine; Internal medicine; Systemic therapy; Radiation therapy; Cohort; Nomogram; Multivariate analysis; Oncology; Survival analysis; Population; Pharmacy; Chemotherapy; Cancer; Surgery; Breast cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002906814,0.0001124286,0.0002135916,0.0005667074,0.0001974138,0.0004452694,0.0002966113,0.0001914455,0.002224551],"category_scores_gemma":[0.001810589,0.00008085059,0.0003189797,0.001122965,0.0001635238,0.0001661785,0.0002335528,0.0002994025,0.0002735211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007378327,"about_ca_system_score_gemma":0.0009101952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0394179,"about_ca_topic_score_gemma":0.0675342,"domain_scores_codex":[0.9997672,0.00004024912,0.00003738473,0.00005636694,0.00005566495,0.0000430234],"domain_scores_gemma":[0.998603,0.0001975025,0.0007658671,0.00005813034,0.0001642339,0.0002111244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005152747,0.000004080711,0.9987872,0.000006157701,0.00001565211,0.00001490595,0.000005122665,0.00004714063,0.00006809714,0.000005992591,0.0001533996,0.0008407996],"study_design_scores_gemma":[0.000005141911,0.00002553913,0.9991512,0.000005600046,0.00001918332,0.0001271407,0.00002954054,0.0002498558,0.00005637757,0.00001188446,0.0003170276,0.000001400828],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944825,0.0003990879,0.0001165599,0.0001001692,0.000009601124,0.000009407576,0.003687085,0.000007726809,0.00118792],"genre_scores_gemma":[0.998051,0.00007712523,0.00009269983,0.00002417795,0.000008209879,0.000005359278,0.001549147,0.000002521484,0.0001896652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0394179,"threshold_uncertainty_score":0.07837689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03976402430096057,"score_gpt":0.279267175265473,"score_spread":0.2395031509645124,"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."}}