{"id":"W4394850883","doi":"10.2139/ssrn.4783381","title":"Local Control and Toxicity after Stereotactic Radiotherapy in Brain Metastases Patients and the Impact of Novel Systemic Treatments","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre","funders":"","keywords":"Stereotactic radiotherapy; Toxicity; Medicine; Systemic therapy; Radiosurgery; Radiation therapy; Oncology; Internal medicine; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006446292,0.0001690327,0.0006246667,0.0002391454,0.000102667,0.00039227,0.0001803531,0.0001982479,0.00160266],"category_scores_gemma":[0.001242565,0.00005554462,0.000568793,0.0003476378,0.000270232,0.0002198987,0.0001443801,0.0003995242,0.0001604255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007067278,"about_ca_system_score_gemma":0.0003382226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001257246,"about_ca_topic_score_gemma":0.001917347,"domain_scores_codex":[0.9996399,0.0001544093,0.00002331375,0.00004374138,0.00009612744,0.00004249583],"domain_scores_gemma":[0.9994141,0.0002588392,0.0001902184,0.00003195083,0.00005289922,0.00005201393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.07904523,0.002056246,0.409037,0.001316385,0.002515539,0.002379457,0.0004815331,0.01000173,0.04508838,0.001546896,0.001976947,0.4445547],"study_design_scores_gemma":[0.0005824038,0.0208043,0.9641854,0.00006921669,0.001210647,0.002072016,0.0001654165,0.002114476,0.00453487,0.001088503,0.003148349,0.00002443223],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971965,0.02224628,0.0005133864,0.0002758293,0.00003077323,0.00002257218,0.0002771168,0.00001728522,0.004651856],"genre_scores_gemma":[0.9964295,0.002226901,0.00008251153,0.00007671025,0.00004594014,0.000007683242,0.0002260046,0.00001140848,0.0008933157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00160266,"threshold_uncertainty_score":0.005361378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007604414984656238,"score_gpt":0.2819359483891969,"score_spread":0.2743315334045406,"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."}}