{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009695265,0.0001258793,0.0004459796,0.00008727966,0.0002218817,0.00003019757,0.00007918091,0.00003572266,0.0001297467],"category_scores_gemma":[0.00019615,0.0001164105,0.0001189407,0.0001908226,0.00003377107,0.00008722526,0.00002129133,0.0001717243,1.097359e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000236311,"about_ca_system_score_gemma":0.0001210524,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009255,"about_ca_topic_score_gemma":0.003549737,"domain_scores_codex":[0.9977774,0.001103724,0.0003771949,0.0003396659,0.0002302136,0.0001717818],"domain_scores_gemma":[0.9973589,0.002014755,0.0003256432,0.0002310053,0.00004051335,0.00002913857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001650786,0.001288645,0.5179678,0.000007156408,0.0001893988,0.0000386099,0.0003040869,0.0001603304,0.005752122,0.000001702004,0.00004688227,0.4725925],"study_design_scores_gemma":[0.008358142,0.04023648,0.948101,0.00002457467,0.0001102209,0.00003502035,0.0006805008,0.0006523393,0.0005483038,0.0004215935,0.0007293738,0.0001023924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927149,0.002846825,0.00004023815,0.0007388314,0.00008435659,0.003324913,0.0002172744,0.00002585209,0.000006835593],"genre_scores_gemma":[0.9965615,0.0002218282,0.0009808933,0.000770324,0.00003373367,0.001291225,0.0001087247,0.0000253182,0.000006445508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4724901,"threshold_uncertainty_score":0.9973425,"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."}}