{"id":"W3208642294","doi":"10.1016/j.hoc.2021.08.004","title":"Central Nervous System Metastases","year":2021,"lang":"en","type":"review","venue":"Hematology/Oncology Clinics of North America","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"Damon Runyon Cancer Research Foundation; Breast Cancer Research Foundation","keywords":"Medicine; Radiosurgery; Radioresistance; Radiation therapy; Central nervous system; Metastasis; Brain metastasis; Radiology; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004258422,0.0009142753,0.01159925,0.0003644251,0.0001088854,0.000009867053,0.0003963529,0.0008160369,0.0002460428],"category_scores_gemma":[0.0006392197,0.0006989904,0.002707441,0.000837827,0.0007510836,0.00003837845,0.0002976863,0.001080774,0.0001856505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003905253,"about_ca_system_score_gemma":0.003420464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004822683,"about_ca_topic_score_gemma":0.00004175137,"domain_scores_codex":[0.9932037,0.001389771,0.002931614,0.001126062,0.0003764245,0.0009724246],"domain_scores_gemma":[0.9924463,0.00258325,0.002653724,0.001438977,0.0003271559,0.0005506132],"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":[0.00006781352,0.001319319,0.001075258,0.02559617,0.004443173,0.007379886,0.00002638525,0.000002802492,5.438014e-9,0.0005986544,0.004475002,0.9550155],"study_design_scores_gemma":[0.001152259,0.00169479,0.00009541998,0.006643387,0.01642211,0.009032832,0.0001691988,0.000009812223,4.004982e-7,0.000002846085,0.9643695,0.00040741],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001239043,0.9949667,0.0002430258,0.0001612941,0.001146764,0.001637441,0.0007722345,0.000136979,0.0008116883],"genre_scores_gemma":[0.0001888546,0.9851018,0.01041495,0.0004004635,0.0002218574,0.0003011643,0.003102917,0.0001224982,0.0001455354],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9598945,"threshold_uncertainty_score":0.9995461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.065033834088605,"score_gpt":0.3981744600584034,"score_spread":0.3331406259697984,"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."}}