{"id":"W4200335423","doi":"10.1093/neuonc/noab262","title":"Treatment for Brain Metastases: ASCO-SNO-ASTRO Guideline","year":2021,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Radiosurgery; Asymptomatic; Guideline; Systemic therapy; Radiation therapy; Lung cancer; Brain metastasis; Cancer; Oncology; Surgery; Radiology; Breast cancer; Internal medicine; Metastasis; Pathology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003265647,0.0003246867,0.0008613256,0.0001020076,0.0001192321,0.0000200084,0.0000815763,0.0001429265,0.0008458949],"category_scores_gemma":[0.0006974987,0.0002526861,0.000451063,0.0002052746,0.00007880601,0.00004646648,0.00006499139,0.0001459098,0.00009916061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000454616,"about_ca_system_score_gemma":0.0009644098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004378267,"about_ca_topic_score_gemma":0.0001023454,"domain_scores_codex":[0.9976618,0.0003411563,0.0006031552,0.0006601763,0.0002040924,0.0005296307],"domain_scores_gemma":[0.9975703,0.001087845,0.0001559946,0.0006089997,0.0002535078,0.0003233875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001960409,0.005798929,0.0009726866,0.0001229252,0.001644507,0.009971503,0.0003660384,0.00008654047,0.2109993,0.003457336,0.2602904,0.5043294],"study_design_scores_gemma":[0.01195943,0.009053567,0.0001211984,0.00001283316,0.0007428278,0.001899686,0.0002997479,0.0002576437,0.04077867,0.0001650499,0.9345576,0.0001517656],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.3374734,0.009834489,0.04156674,0.5656382,0.005747648,0.009934247,0.003309756,0.0008409256,0.02565463],"genre_scores_gemma":[0.3752677,0.001760072,0.4635862,0.132162,0.004539467,0.003106916,0.008466701,0.0004866706,0.01062429],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6742672,"threshold_uncertainty_score":0.9999925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04811947589667354,"score_gpt":0.373464651633763,"score_spread":0.3253451757370894,"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."}}