{"id":"W2968684517","doi":"10.1093/noajnl/vdz014.101","title":"RADI-08. A SURVEY BASED STUDY OF BRAIN METASTASES MANAGEMENT FOR PATIENTS WITH NON-SMALL CELL LUNG CANCERS OR MELANOMA","year":2019,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Radiosurgery; Systemic therapy; Melanoma; Oncology; Internal medicine; Stereotactic radiation therapy; Immunotherapy; Radiation therapy; Clinical trial; Cancer; Cancer research","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":[0.0003867702,0.0002957213,0.0007802346,0.0001655978,0.00007196097,0.000007490648,0.0001528449,0.00005350001,0.0001484263],"category_scores_gemma":[0.00008318639,0.000193884,0.00009277654,0.0002752609,0.00005993281,0.00008279472,0.0000472959,0.00011622,0.000006985738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001698575,"about_ca_system_score_gemma":0.000233999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001311514,"about_ca_topic_score_gemma":0.001362856,"domain_scores_codex":[0.9980371,0.0003269622,0.0003954595,0.0005888597,0.0002786931,0.0003728999],"domain_scores_gemma":[0.9972832,0.001648056,0.0003311419,0.0004582401,0.0001561979,0.0001231372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01018211,0.005058774,0.9724335,0.0006766522,0.0006234185,0.0001987121,0.0001794312,0.00124576,0.0001331203,0.00001016,0.001073671,0.008184662],"study_design_scores_gemma":[0.07272907,0.07067866,0.816119,0.0001204703,0.001853163,0.00000761419,0.001465529,0.0004551886,0.001485592,0.000006562844,0.03465131,0.0004278414],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922522,0.0002631739,0.000466271,0.0001310268,0.0004069095,0.005727494,0.0002797946,0.00002765204,0.0004454846],"genre_scores_gemma":[0.9908812,0.00003578827,0.00709745,0.0008927918,0.00002808358,0.0005344399,0.000196073,0.00004578743,0.0002883641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1563145,"threshold_uncertainty_score":0.790636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01610738327560774,"score_gpt":0.292578337588002,"score_spread":0.2764709543123943,"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."}}