{"id":"W4289878417","doi":"10.1093/noajnl/vdac078.059","title":"MMAP-02 A POPULATION - BASED STUDY ON RADIATION THERAPY FOR BRAIN METASTASIS FROM MALIGNANT MELANOMA IN BRITISH COLUMBIA: EVALUATING THE IMPACT OF IMMUNOTHERAPY AND STEREOTACTIC TECHNIQUES","year":2022,"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":"","funders":"","keywords":"Medicine; Brain metastasis; Radiation therapy; Melanoma; Radiosurgery; Stereotactic radiation therapy; Univariate analysis; Population; Pembrolizumab; Internal medicine; Oncology; Cancer; Surgery; Immunotherapy; Multivariate analysis; Metastasis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000467897,0.0003247168,0.0004107612,0.0008609938,0.0009197347,0.0008611743,0.000916498,0.0004025205,0.00146501],"category_scores_gemma":[0.001464519,0.0003410275,0.0003274413,0.002448971,0.000384241,0.0003031502,0.0005804205,0.0005672559,0.0003175379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003892211,"about_ca_system_score_gemma":0.003974691,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7618353,"about_ca_topic_score_gemma":0.8148173,"domain_scores_codex":[0.9993105,0.0001072592,0.00005284791,0.0001263149,0.0002429199,0.0001600948],"domain_scores_gemma":[0.9988981,0.00009240322,0.0003173988,0.00006846958,0.0003237445,0.0002998062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006834308,0.00002683069,0.9985217,0.00001234906,0.00004125895,0.00005382101,0.00008644163,0.00003585669,0.0001350756,0.000007720874,0.0002340379,0.000776534],"study_design_scores_gemma":[0.000007541048,0.00003168167,0.9993312,0.000006067931,0.00001829528,0.00006045592,0.0002166456,0.00007265076,0.00002094648,0.000004256566,0.0002276944,0.000002502191],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971835,0.0002189526,0.00003671299,0.00007386616,0.000003789824,0.00002671342,0.001563127,0.000004959918,0.0008883005],"genre_scores_gemma":[0.9984187,0.0001145262,0.00003159845,0.00005838549,0.000004792162,0.00001846358,0.001019586,0.00000313231,0.000330912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2381647,"threshold_uncertainty_score":0.4791346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03529381189685966,"score_gpt":0.3791566104646095,"score_spread":0.3438627985677498,"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."}}